diff --git a/.github/workflows/publish.yml b/.github/workflows/publish.yml new file mode 100644 index 0000000..c2e8117 --- /dev/null +++ b/.github/workflows/publish.yml @@ -0,0 +1,35 @@ +# This workflow uses actions that are not certified by GitHub. +# They are provided by a third-party and are governed by +# separate terms of service, privacy policy, and support +# documentation. + +# GitHub recommends pinning actions to a commit SHA. +# To get a newer version, you will need to update the SHA. +# You can also reference a tag or branch, but the action may change without warning. + +name: Upload Python Package + +on: + release: + types: [published] + +jobs: + deploy: + runs-on: ubuntu-latest + steps: + - uses: actions/checkout@v4 + - name: Set up Python + uses: actions/setup-python@v4 + with: + python-version: '3.x' + - name: Install dependencies + run: | + python -m pip install --upgrade pip + pip install build + - name: Build package + run: python -m build + - name: Publish package + uses: pypa/gh-action-pypi-publish@release/v1 + with: + password: ${{ secrets.PYPI_API_TOKEN }} + diff --git a/.gitignore b/.gitignore index 07d51bc..4818601 100644 --- a/.gitignore +++ b/.gitignore @@ -11,3 +11,9 @@ temp.* *.swp doc/_build MANIFEST + +# Files generated by protobuf. +distributions/io/schema_pb2.py +include/distributions/io/schema.pb.cc +include/distributions/io/schema.pb.h +src/io/schema.pb.cc diff --git a/.travis.yml b/.travis.yml index 0189f5d..4d0afd1 100644 --- a/.travis.yml +++ b/.travis.yml @@ -5,11 +5,10 @@ virtualenv: system_site_packages: true before_install: - pip uninstall numpy -y || echo 'numpy not installed' - - sudo add-apt-repository -y ppa:cython-dev/master-ppa - sudo apt-get update -qq - - sudo apt-get install -qq cython python-numpy python-scipy - - sudo apt-get install libprotobuf-dev libeigen3-dev - - pip install cpplint + - sudo apt-get install -qq cython python-numpy python-pil python-scipy + - sudo apt-get install libprotobuf-dev libeigen3-dev protobuf-compiler + - pip install cpplint pyflakes env: - FLAVOR=_cc - FLAVOR=_cc DISTRIBUTIONS_USE_PROTOBUF=1 diff --git a/CMakeLists.txt b/CMakeLists.txt index 38b7e87..de3be8f 100644 --- a/CMakeLists.txt +++ b/CMakeLists.txt @@ -42,7 +42,8 @@ if(DEFINED EXTRA_LIBRARY_PATH) endif() find_package(Eigen3 REQUIRED) -include_directories(${EIGEN3_INCLUDE_DIRS}) +get_filename_component(PARENT_DIR ${EIGEN3_INCLUDE_DIR} PATH) +include_directories(${PARENT_DIR}) find_package(Yeppp) if(YEPPP_FOUND) diff --git a/Makefile b/Makefile index f088364..da17153 100644 --- a/Makefile +++ b/Makefile @@ -1,5 +1,5 @@ uname:=$(shell uname -s) -cpu_count=$(shell python -c 'import multiprocessing as m; print m.cpu_count()') +cpu_count=$(shell python -c 'import multiprocessing as m; print(m.cpu_count())') ld_library_path= @@ -16,14 +16,18 @@ endif cmake_args= nose_env:=NOSE_PROCESSES=$(cpu_count) NOSE_PROCESS_TIMEOUT=240 ifdef VIRTUAL_ENV - cmake_args=-DCMAKE_INSTALL_PREFIX=$(VIRTUAL_ENV) - library_path=$(LIBRARY_PATH):$(VIRTUAL_ENV)/lib/ - nose_env+=$(ld_library_path)=$($(ld_library_path)):$(VIRTUAL_ENV)/lib/ + root_path=$(VIRTUAL_ENV) else - cmake_args=-DCMAKE_INSTALL_PREFIX=../.. - library_path=$(LIBRARY_PATH):`pwd`/lib/ - nose_env+=$(ld_library_path)=$($(ld_library_path)):`pwd`/lib/ + ifdef CONDA_ROOT + root_path=$(CONDA_ROOT) + else + root_path='../..' + endif endif +cmake_args=-DCMAKE_INSTALL_PREFIX=$(root_path) +library_path=$(LIBRARY_PATH):$(root_path)/lib/ +nose_env+=$(ld_library_path)=$($(ld_library_path)):$(root_path)/lib/ + ifdef CMAKE_INSTALL_PREFIX cmake_args=-DCMAKE_INSTALL_PREFIX=$(CMAKE_INSTALL_PREFIX) endif @@ -32,12 +36,12 @@ all: test headers:=$(shell find include | grep '\.hpp' | grep -v protobuf | sort -d) src/test_headers.cc: $(headers) - echo $(headers) \ - | sed 's/include\/\(\S*\)\s*/#include <\1>\n/g' \ + find include | grep '\.hpp' | grep -v protobuf | sort -d \ + | sed 's/include\/\(.*\)/#include <\1>/g' \ > src/test_headers.cc - echo 'int main () { return 0; }' >> src/test_headers.cc + @echo '\nint main () { return 0; }' >> src/test_headers.cc -prepare_cc: src/test_headers.cc FORCE +prepare_cc: src/test_headers.cc protobuf FORCE mkdir -p lib build/python: prepare_cc FORCE @@ -73,7 +77,7 @@ dev_cy: deps_cy FORCE LIBRARY_PATH=$(library_path) pip install -e . install_cy: deps_cy FORCE - LIBRARY_PATH=$(library_path) pip install . + LIBRARY_PATH=$(library_path) pip install --upgrade . install: install_cc install_cy FORCE @@ -90,7 +94,7 @@ test_cc_examples: install_cc_examples FORCE CPP_SOURCES:=$(shell find include src examples benchmarks | grep -v 'vendor\|\.pb\.' | grep -v 'src/test_headers.cc' | grep '\.\(cc\|hpp\)$$') lint_cc: FORCE - cpplint --filter=-build/include_order,-readability/streams,-readability/function,-runtime/arrays $(CPP_SOURCES) + cpplint --filter=-build/include_order,-readability/streams,-readability/function,-runtime/arrays,-runtime/reference,-runtime/explicit,-readability/alt_tokens,-build/c++11 $(CPP_SOURCES) test_cc: install_cc lint_cc FORCE cd build && ctest @@ -101,7 +105,7 @@ PY_SOURCES=setup.py update_license.py distributions derivations examples/mixture test_cy: dev_cy FORCE pyflakes $(PY_SOURCES) - pep8 --repeat --ignore=E265 --exclude=*_pb2.py,vendor $(PY_SOURCES) + pep8 --repeat --ignore=E265,E402,W503 --exclude=*_pb2.py,vendor $(PY_SOURCES) $(nose_env) nosetests -v distributions derivations examples @echo '----------------' @echo 'PASSED CY TESTS' diff --git a/README.md b/README.md index 73f1b39..932bedf 100644 --- a/README.md +++ b/README.md @@ -1,9 +1,9 @@ -[![Build Status](https://travis-ci.org/forcedotcom/distributions.svg?branch=master)](https://travis-ci.org/forcedotcom/distributions) -[![Code Quality](http://img.shields.io/scrutinizer/g/forcedotcom/distributions.svg)](https://scrutinizer-ci.com/g/forcedotcom/distributions/code-structure/master/hot-spots) -[![Latest Version](https://badge.fury.io/py/distributions.svg)](https://pypi.python.org/pypi/distributions) - # Distributions +[![Build Status](https://travis-ci.org/posterior/distributions.svg?branch=master)](https://travis-ci.org/posterior/distributions) +[![Latest Version](https://badge.fury.io/py/distributions.svg)](https://pypi.python.org/pypi/distributions) +[![DOI](https://zenodo.org/badge/29212688.svg)](https://zenodo.org/badge/latestdoi/29212688) + Distributions provides low-level primitives for collapsed Gibbs sampling in Python and C++ including: diff --git a/conda/distributions/build.sh b/conda/distributions/build.sh index bf16a9b..af2e20b 100755 --- a/conda/distributions/build.sh +++ b/conda/distributions/build.sh @@ -5,7 +5,7 @@ fi echo "Conda build env" printenv echo "protoc: `which protoc`" -git clone https://github.com/forcedotcom/distributions.git +git clone https://github.com/posterior/distributions.git cd distributions && git checkout tags/2.0.26 make protobuf mkdir build && cd build diff --git a/conda/distributions/meta.yaml b/conda/distributions/meta.yaml index 954a9af..b2d24ad 100644 --- a/conda/distributions/meta.yaml +++ b/conda/distributions/meta.yaml @@ -26,4 +26,4 @@ test: - distributions.lp.models.bb about: - home: https://github.com/forcedotcom/distributions + home: https://github.com/posterior/distributions diff --git a/conda/libprotobuf/schema.proto b/conda/libprotobuf/schema.proto index d72f3b5..dd77ffb 100644 --- a/conda/libprotobuf/schema.proto +++ b/conda/libprotobuf/schema.proto @@ -1,3 +1,30 @@ +// Copyright (c) 2014, Salesforce.com, Inc. All rights reserved. +// +// Redistribution and use in source and binary forms, with or without +// modification, are permitted provided that the following conditions +// are met: +// +// - Redistributions of source code must retain the above copyright +// notice, this list of conditions and the following disclaimer. +// - Redistributions in binary form must reproduce the above copyright +// notice, this list of conditions and the following disclaimer in the +// documentation and/or other materials provided with the distribution. +// - Neither the name of Salesforce.com nor the names of its contributors +// may be used to endorse or promote products derived from this +// software without specific prior written permission. +// +// THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS +// "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT +// LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS +// FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE +// COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, +// INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, +// BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS +// OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND +// ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR +// TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE +// USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. + message HelloWorld { required string message = 1; } diff --git a/conda/libprotobuf/test.cc b/conda/libprotobuf/test.cc index 05b49a6..346c393 100644 --- a/conda/libprotobuf/test.cc +++ b/conda/libprotobuf/test.cc @@ -1,3 +1,30 @@ +// Copyright (c) 2014, Salesforce.com, Inc. All rights reserved. +// +// Redistribution and use in source and binary forms, with or without +// modification, are permitted provided that the following conditions +// are met: +// +// - Redistributions of source code must retain the above copyright +// notice, this list of conditions and the following disclaimer. +// - Redistributions in binary form must reproduce the above copyright +// notice, this list of conditions and the following disclaimer in the +// documentation and/or other materials provided with the distribution. +// - Neither the name of Salesforce.com nor the names of its contributors +// may be used to endorse or promote products derived from this +// software without specific prior written permission. +// +// THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS +// "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT +// LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS +// FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE +// COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, +// INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, +// BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS +// OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND +// ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR +// TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE +// USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. + #include "schema.pb.h" #include int diff --git a/derivations/betabinomial.py b/derivations/betabinomial.py index a275ed8..569db2a 100644 --- a/derivations/betabinomial.py +++ b/derivations/betabinomial.py @@ -47,7 +47,7 @@ def simtwo(alpha, beta, n, ITERS): thetas = np.random.beta(alpha, beta, size=ITERS) for i in range(ITERS): if i % 1000000 == 0: - print i + print(i) counts[i] = np.random.binomial(n, thetas[i], size=2) return counts @@ -126,7 +126,7 @@ def test_post_pred_equal_likelihood(): for alpha in [5.0]: for beta in [5.0]: for ks in [[9, 1], [1, 9]]: - print "-" * 60 + print("-" * 60) hps.alpha = alpha hps.beta = beta @@ -139,12 +139,12 @@ def test_post_pred_equal_likelihood(): total_score = compute_total_likelihood(hps, ss) res = two_d_hist(alpha, beta, hps.N, 10000000) - print res - print res.shape + print(res) + print(res.shape) emp_score = res[ks[0], ks[1]] d1 = abs(pred_score - emp_score) d2 = abs(emp_score - total_score) d3 = abs(total_score - pred_score) - print "alpha=", alpha, "beta=", beta, "ks =", ks - print pred_score, total_score, emp_score - print "error=", d1 + d2 + d3 + print("alpha=", alpha, "beta=", beta, "ks =", ks) + print(pred_score, total_score, emp_score) + print("error=", d1 + d2 + d3) diff --git a/derivations/clustering.py b/derivations/clustering.py index 68e3026..e251569 100644 --- a/derivations/clustering.py +++ b/derivations/clustering.py @@ -96,21 +96,21 @@ def savefig(stem): for extension in ['png', 'pdf']: name = '{}/{}.{}'.format(TEMP, stem, extension) - print 'saving', name + print('saving', name) pyplot.tight_layout() pyplot.savefig(name) def get_larger_counts(small_counts): large_counts = defaultdict(lambda: 0.0) - for small_shape, count in small_counts.iteritems(): + for small_shape, count in small_counts.items(): # create a new partition large_shape = (1,) + small_shape large_counts[large_shape] += count # add to each existing partition - for i in xrange(len(small_shape)): + for i in range(len(small_shape)): large_shape = list(small_shape) large_shape[i] += 1 large_shape.sort() @@ -123,7 +123,7 @@ def get_larger_counts(small_counts): def get_smaller_probs(small_counts, large_counts, large_probs): assert len(large_counts) == len(large_probs) small_probs = {} - for small_shape, count in small_counts.iteritems(): + for small_shape, count in small_counts.items(): prob = 0.0 # create a new partition @@ -131,7 +131,7 @@ def get_smaller_probs(small_counts, large_counts, large_probs): prob += large_probs[large_shape] / large_counts[large_shape] # add to each existing partition - for i in xrange(len(small_shape)): + for i in range(len(small_shape)): large_shape = list(small_shape) large_shape[i] += 1 large_shape.sort() @@ -163,8 +163,8 @@ def get_counts(size): else: small = get_counts(size - 1) large = get_larger_counts(small) - print 'caching', cache_file - json_stream_dump(large.iteritems(), cache_file) + print('caching', cache_file) + json_stream_dump(large.items(), cache_file) CACHE[cache_file] = large return CACHE[cache_file] @@ -180,16 +180,16 @@ def get_log_z(shape): def get_log_Z(counts): return numpy.logaddexp.reduce([ get_log_z(shape) + math.log(count) - for shape, count in counts.iteritems() + for shape, count in counts.items() ]) def get_probs(size): counts = get_counts(size).copy() - for shape, count in counts.iteritems(): + for shape, count in counts.items(): counts[shape] = get_log_z(shape) + math.log(count) log_Z = numpy.logaddexp.reduce(counts.values()) - for shape, log_z in counts.iteritems(): + for shape, log_z in counts.items(): counts[shape] = math.exp(log_z - log_Z) return counts @@ -218,12 +218,9 @@ def get_subprobs(size, max_size): small_counts = get_counts(size) large_counts = get_counts(size + 1) large_probs = get_subprobs(size + 1, max_size) - small_probs = get_smaller_probs( - small_counts, - large_counts, - large_probs) - print 'caching', cache_file - json_stream_dump(small_probs.iteritems(), cache_file) + small_probs = get_smaller_probs(small_counts, large_counts, large_probs) + print('caching', cache_file) + json_stream_dump(small_probs.items(), cache_file) CACHE[cache_file] = small_probs return CACHE[cache_file] @@ -251,9 +248,11 @@ def crp(alpha): prob[0] = log(alpha) return prob + def n_log_n(n): + return n * log(n) + def entropy(): prob = numpy.zeros(len(X)) - n_log_n = lambda n: n * log(n) prob[1:] = n_log_n(X[1:]) - n_log_n(X[1:] - 1) return prob @@ -284,7 +283,7 @@ def plot_entropy(): def get_pairwise(counts): size = sum(iter(counts).next()) paired = 0.0 - for shape, prob in counts.iteritems(): + for shape, prob in counts.items(): paired += prob * sum(n * (n - 1) for n in shape) / (size * (size - 1)) return paired @@ -358,8 +357,8 @@ def plot(X, Y, **kwargs): plot([], [], label='max_size = {}'.format(max_size)) - max_small_prob = max(small_probs.itervalues()) - for small_shape, small_prob in small_probs.iteritems(): + max_small_prob = max(small_probs.values()) + for small_shape, small_prob in small_probs.items(): X = [] Y = [] @@ -403,7 +402,7 @@ def plot(X, Y, **kwargs): alpha = math.exp(-1) Y = numpy.array([x - 1 if x > 1 else alpha for x in X]) Y /= Y.min() - pyplot.plot(X, Y, 'g-', label='CRP(exp(-1))'.format(alpha)) + pyplot.plot(X, Y, 'g-', label='CRP(alpha={})'.format(alpha)) # ad hoc factors = ad_hoc_size_factor(size, numpy.array(max_sizes)) @@ -440,7 +439,7 @@ def true_postpred_correction(subsample_size, dataset_size): numer = 0 denom = 0 - for small_shape, small_prob in small_probs.iteritems(): + for small_shape, small_prob in small_probs.items(): probs = [] # create a new partition @@ -485,7 +484,7 @@ def dataprob(subsample_size=10, dataset_size=50): # apply ad hoc size factor approx_probs = naive_probs.copy() factor = ad_hoc_size_factor(subsample_size, dataset_size) - print 'factor =', factor + print('factor =', factor) for shape in shapes: approx_probs[shape] *= factor ** (len(shape) - 2) @@ -525,7 +524,7 @@ def true_dataprob_correction(subsample_size, dataset_size): factor = ad_hoc_size_factor(subsample_size, dataset_size) Z = sum( prob * factor ** (len(shape) - 1) - for shape, prob in naive_probs.iteritems() + for shape, prob in naive_probs.items() ) return -math.log(Z) @@ -557,7 +556,7 @@ def normalization(max_size=DEFAULT_MAX_SIZE): ] coeffs += [0.27, 0.275, 0.28] for coeff in coeffs: - print coeff + print(coeff) approx = log_z_max * (1 + coeff * sizes ** -0.75) X = sizes ** -0.75 Y = (log_Z - approx) / log_Z @@ -683,9 +682,9 @@ def code(max_size=DEFAULT_MAX_SIZE): for size in sizes ] size = sizes[-1] - coeff = (log_Z[-1] / get_log_z([size]) - 1.0) * size ** 0.75 + coeff = (log_Z[-1] / get_log_z([size]) - 1.0) * size**0.75 - print '# Insert this in src/clustering.cc:' + print('# Insert this in src/clustering.cc:') lines = [ '// this code was generated by derivations/clustering.py', 'static const float log_partition_function_table[%d] =' % @@ -710,10 +709,10 @@ def code(max_size=DEFAULT_MAX_SIZE): ' }', '}', ] - print '\n'.join(lines) - print + print('\n'.join(lines)) + print('\n') - print '# Insert this in distributions/dbg/clustering.py:' + print('# Insert this in distributions/dbg/clustering.py:') lines = [ '# this code was generated by derivations/clustering.py', 'log_partition_function_table = [', @@ -732,8 +731,8 @@ def code(max_size=DEFAULT_MAX_SIZE): ' log_z_max = n * log(n)', ' return log_z_max * (1.0 + coeff * n ** -0.75)', ] - print '\n'.join(lines) - print + print('\n'.join(lines)) + print('\n') @parsable.command diff --git a/derivations/logbeta.py b/derivations/logbeta.py index 4debed8..27aa6fc 100644 --- a/derivations/logbeta.py +++ b/derivations/logbeta.py @@ -52,7 +52,7 @@ def test_pp(): pos = 0 for mi, m in enumerate(ms): - print mi + print(mi) for ni, n in enumerate(ns): for ai, a in enumerate(alphas): for bi, b in enumerate(betas): @@ -69,8 +69,8 @@ def test_pp(): pos += 1 x, residues, rank, s = np.linalg.lstsq(A, B) - print x - print residues + print(x) + print(residues) pyplot.plot(((np.dot(A, x) - B) / B) * 100) pyplot.ylabel("Percent error") @@ -91,7 +91,7 @@ def test_pp2(): pos = 0 for mi, m in enumerate(ms): - print mi + print(mi) for ni, n in enumerate(ns): for ai, a in enumerate(alphas): for bi, b in enumerate(betas): diff --git a/derivations/loggamma.py b/derivations/loggamma.py index 82eb8bb..3aa50ff 100644 --- a/derivations/loggamma.py +++ b/derivations/loggamma.py @@ -42,7 +42,7 @@ def create_coeff(N, order): y = gammaln(xrange) z = np.polyfit(xrange, y, order) - print z.shape + print(z.shape) coeff[pos] = z return coeff @@ -106,7 +106,7 @@ def gammaln_approx_fifth_order(x): def func_test(approx_func, max): - #x = np.array([1000.0, 1001, 1002]) + # x = np.array([1000.0, 1001, 1002]) x = np.linspace(0.001, max, 10000) y = gammaln(x) @@ -118,12 +118,12 @@ def func_test(approx_func, max): pyplot.subplot(2, 1, 2) delta = yhat - y - err_frac = (delta / gammaln(x)) + err_frac = delta / gammaln(x) pyplot.plot(x, err_frac * 100) THOLD = 0.001 accuracy = np.sum(np.abs(err_frac) < THOLD).astype(float) / len(x) * 100 - print "accurate", accuracy - pyplot.ylabel('percent error') + print("accurate", accuracy) + pyplot.ylabel("percent error") pyplot.show() @@ -169,23 +169,23 @@ def test_beta(): pyplot.plot(errs) # pyplot.imshow(vals) # pyplot.figure() - ## PN = 5 + # PN = 5 # for i in range(PN): - ## pyplot.subplot(1, PN, i+1) - ## pyplot.plot(ys, vals[N/ PN * i, :]) - ## pyplot.title(xs[N/PN * i]) -# pyplot.plot(delta) + # pyplot.subplot(1, PN, i+1) + # pyplot.plot(ys, vals[N/ PN * i, :]) + # pyplot.title(xs[N/PN * i]) + # pyplot.plot(delta) pyplot.show() def coeff_gen(): mycoeff = create_coeff(33, 5) - print "const float coeff[] = {", + print("const float coeff[] = {") for a in mycoeff: for ai in a: - print "%.14e," % ai, - print - print "};" + print("%.14e," % ai) + print("\n") + print("};") def lt25test(): @@ -199,7 +199,7 @@ def lt25test(): pyplot.plot(x, w(x)) pyplot.figure() delta = np.abs(y - w(x)) - print delta + print(delta) pyplot.plot(x, delta / y * 100) pyplot.ylabel("percent error") pyplot.grid(1) @@ -222,17 +222,17 @@ def tgtfunc(x): z = np.polyfit(x, y, order) coeffs.append(z) - print z + print(z) - ## w = np.poly1d(z) - ## yhat = w(x) - ## pyplot.plot(x, y) - ## pyplot.plot(x, yhat) + # w = np.poly1d(z) + # yhat = w(x) + # pyplot.plot(x, y) + # pyplot.plot(x, yhat) # pyplot.show() - print "const float lgamma_nu_func_approx_coeff3[] = {", + print("const float lgamma_nu_func_approx_coeff3[] = {") for a in coeffs: for ai in a: - print "%.14e," % ai, - print - print "};" + print("%.14e," % ai) + print("\n") + print("};") diff --git a/derivations/vector_gof.py b/derivations/vector_gof.py new file mode 100644 index 0000000..e7a60f3 --- /dev/null +++ b/derivations/vector_gof.py @@ -0,0 +1,299 @@ +# Copyright (c) 2014, Salesforce.com, Inc. All rights reserved. +# +# Redistribution and use in source and binary forms, with or without +# modification, are permitted provided that the following conditions +# are met: +# +# - Redistributions of source code must retain the above copyright +# notice, this list of conditions and the following disclaimer. +# - Redistributions in binary form must reproduce the above copyright +# notice, this list of conditions and the following disclaimer in the +# documentation and/or other materials provided with the distribution. +# - Neither the name of Salesforce.com nor the names of its contributors +# may be used to endorse or promote products derived from this +# software without specific prior written permission. +# +# THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS +# "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT +# LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS +# FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE +# COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, +# INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, +# BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS +# OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND +# ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR +# TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE +# USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. + +from itertools import izip +import numpy +from scipy.stats import norm + +try: + from scipy.stats import multivariate_normal +except ImportError: + + def multivariate_normal(*args, **kwargs): + raise NotImplementedError('multivariate_normal requires scipy>=0.14') + + multivariate_normal.rvs = multivariate_normal + multivariate_normal.logprob = multivariate_normal + +from matplotlib import pyplot +from sklearn.neighbors import NearestNeighbors +from goftests import volume_of_sphere +import parsable +from distributions.dbg.models import nich +from distributions.dbg.models import niw +from distributions.lp.models import nich as lp_nich +from distributions.lp.models import niw as lp_niw +from distributions.tests.util import seed_all + + +def get_dim(value): + if isinstance(value, float): + return 1 + else: + return len(value) + + +def get_samples(model, EXAMPLE, sample_count): + shared = model.Shared.from_dict(EXAMPLE['shared']) + values = EXAMPLE['values'] + group = model.Group.from_values(shared, values) + + # This version seems to be broken + # sampler = model.Sampler() + # sampler.init(shared, group) + # ... + # for _ in range(sample_count): + # value = sampler.eval(shared) + + samples = [] + scores = [] + for _ in range(sample_count): + value = group.sample_value(shared) + samples.append(value) + score = group.score_value(shared, value) + scores.append(score) + + return numpy.array(samples), numpy.array(scores) + + +def get_edge_stats(samples, scores): + if not hasattr(samples[0], '__iter__'): + samples = numpy.array([samples]).T + neighbors = NearestNeighbors(n_neighbors=2).fit(samples) + distances, indices = neighbors.kneighbors(samples) + return {'lengths': distances[:, 1], 'scores': scores} + + +@parsable.command +def plot_edges(sample_count=1000, seed=0): + ''' + Plot edges of niw examples. + ''' + seed_all(seed) + fig, axes = pyplot.subplots( + len(niw.EXAMPLES), + 2, + sharey='row', + figsize=(8, 12)) + + model = niw + for EXAMPLE, (ax1, ax2) in izip(model.EXAMPLES, axes): + dim = get_dim(EXAMPLE['shared']['mu']) + samples, scores = get_samples(model, EXAMPLE, sample_count) + edges = get_edge_stats(samples, scores) + + edge_lengths = numpy.log(edges['lengths']) + edge_scores = edges['scores'] + edge_stats = [ + numpy.exp((s - d) / dim) + for d, s in izip(edge_lengths, edge_scores) + ] + + ax1.set_title('NIW, dim = {}'.format(dim)) + ax1.scatter(edge_lengths, edge_scores, lw=0, alpha=0.5) + ax1.set_ylabel('log(edge prob)') + + ax2.scatter(edge_stats, edge_scores, lw=0, alpha=0.5) + ax2.yaxis.set_label_position('right') + + ax1.set_xlabel('log(edge length)') + ax2.set_ylabel('statistic') + fig.tight_layout() + fig.subplots_adjust(wspace=0) + pyplot.show() + + +def cdf_to_pdf(Y, X, bandwidth=0.1): + assert len(Y) == len(X) + shift = max(1, int(round(len(Y) * bandwidth))) + Y = (1.0 / shift) * (Y[shift:] - Y[:-shift]) + X = 0.5 * (X[shift:] + X[:-shift]) + return Y, X + + +@parsable.command +def plot_cdf(sample_count=1000, seed=0): + ''' + Plot test statistic cdf based on the Nearest Neighbor distribution [1,2,3]. + + [1] http://projecteuclid.org/download/pdf_1/euclid.aop/1176993668 + [2] http://arxiv.org/pdf/1006.3019v2.pdf + [3] http://en.wikipedia.org/wiki/Nearest_neighbour_distribution + [4] http://en.wikipedia.org/wiki/Volume_of_an_n-ball + ''' + seed_all(seed) + + fig, (ax1, ax2) = pyplot.subplots(2, 1, sharex=True, figsize=(8, 10)) + ax1.plot([0, 1], [0, 1], 'k--') + ax2.plot([0, 1], [1, 1], 'k--') + + for model in [nich, lp_nich, niw, lp_niw]: + name = model.__name__.replace('distributions.', '') + name = name.replace('models.', '') + for EXAMPLE in model.EXAMPLES: + dim = get_dim(EXAMPLE['shared']['mu']) + samples, scores = get_samples(model, EXAMPLE, sample_count) + edges = get_edge_stats(samples, scores) + radii = edges['lengths'] + intensities = sample_count * numpy.exp(edges['scores']) + + cdf = numpy.array([ + 1 - numpy.exp(-intensity * volume_of_sphere(dim, radius)) + for intensity, radius in izip(intensities, radii) + ]) + cdf.sort() + X = numpy.arange(0.5 / sample_count, 1, 1.0 / sample_count) + + pdf, Xp = cdf_to_pdf(cdf, X) + pdf *= sample_count + + error = 2 * (sum(cdf) / sample_count) - 1 + if abs(error) < 0.05: + status = 'PASS' + linestyle = '-' + else: + status = 'FAIL' + linestyle = '--' + label = '{} {}({}) error = {:.3g}'.format(status, name, dim, error) + ax1.plot(X, cdf, linestyle=linestyle, label=label) + ax2.plot(Xp, pdf, linestyle=linestyle, label=label) + + ax1.set_title('GOF of Nearest Neighbor Statistic') + ax1.legend(loc='best', prop={'size': 10}, fancybox=True, framealpha=0.5) + ax1.set_ylabel('CDF') + ax2.set_ylabel('PDF') + pyplot.tight_layout() + fig.subplots_adjust(hspace=0) + pyplot.show() + + +def get_normal_example(sample_count): + loc = 1.0 + scale = 2.0 + samples0 = norm.rvs(loc, scale, sample_count) + samples1 = norm.rvs(loc, scale, sample_count) + scores0 = norm.logpdf(samples0, loc, scale) + scores1 = norm.logpdf(samples1, loc, scale) + samples = numpy.array(zip(samples0, samples1)) + scores = scores0 + scores1 + return {'name': 'normal', 'samples': samples, 'scores': scores} + + +def get_mvn_example(sample_count): + mean = numpy.array([1.0, 2.0]) + cov = numpy.array([[3.0, 2.0], [2.0, 3.0]]) + samples = multivariate_normal.rvs(mean, cov, sample_count) + scores = multivariate_normal.logpdf(samples, mean, cov) + return {'name': 'MVN', 'samples': samples, 'scores': scores} + + +def get_dbg_nich_example(sample_count): + import distributions.lp.models.nich as model + EXAMPLE = model.EXAMPLES[0] + samples0, scores0 = get_samples(model, EXAMPLE, sample_count) + samples1, scores1 = get_samples(model, EXAMPLE, sample_count) + samples = numpy.array(zip(samples0, samples1)) + scores = scores0 + scores1 + return {'name': 'dbg.nich', 'samples': samples, 'scores': scores} + + +def get_lp_nich_example(sample_count): + import distributions.lp.models.nich as model + EXAMPLE = model.EXAMPLES[0] + samples0, scores0 = get_samples(model, EXAMPLE, sample_count) + samples1, scores1 = get_samples(model, EXAMPLE, sample_count) + samples = numpy.array(zip(samples0, samples1)) + scores = scores0 + scores1 + return {'name': 'lp.nich', 'samples': samples, 'scores': scores} + + +def get_dbg_niw_example(sample_count): + import distributions.dbg.models.niw as model + for EXAMPLE in model.EXAMPLES: + if get_dim(EXAMPLE['shared']['mu']) == 2: + break + samples, scores = get_samples(model, EXAMPLE, sample_count) + return {'name': 'dbg.niw', 'samples': samples, 'scores': scores} + + +def get_lp_niw_example(sample_count): + import distributions.lp.models.niw as model + for EXAMPLE in model.EXAMPLES: + if get_dim(EXAMPLE['shared']['mu']) == 2: + break + samples, scores = get_samples(model, EXAMPLE, sample_count) + return {'name': 'lp.niw', 'samples': samples, 'scores': scores} + + +@parsable.command +def scatter(sample_count=1000, seed=0): + ''' + Plot test statistic cdf for all datatpoints in a 2d dataset. + ''' + seed_all(seed) + + examples = { + (0, 0): get_normal_example, + (1, 0): get_mvn_example, + (0, 1): get_dbg_nich_example, + (1, 1): get_lp_nich_example, + (0, 2): get_dbg_niw_example, + (1, 2): get_lp_niw_example, + } + + rows = 1 + max(key[0] for key in examples) + cols = 1 + max(key[1] for key in examples) + fig, axes = pyplot.subplots(rows, cols, figsize=(12, 8)) + cmap = pyplot.get_cmap('bwr') + + for (row, col), get_example in examples.iteritems(): + example = get_example(sample_count) + edges = get_edge_stats(example['samples'], example['scores']) + radii = edges['lengths'] + intensities = sample_count * numpy.exp(edges['scores']) + + dim = 2 + cdf = numpy.array([ + 1 - numpy.exp(-intensity * volume_of_sphere(dim, radius)) + for intensity, radius in izip(intensities, radii) + ]) + error = 2 * (sum(cdf) / sample_count) - 1 + + X = [value[0] for value in example['samples']] + Y = [value[1] for value in example['samples']] + colors = cdf + + ax = axes[row][col] + ax.set_title('{} error = {:0.3g}'.format(example['name'], error)) + ax.scatter(X, Y, 50, alpha=0.5, c=colors, cmap=cmap) + + pyplot.tight_layout() + pyplot.show() + + +if __name__ == '__main__': + parsable.dispatch() diff --git a/distributions/__init__.py b/distributions/__init__.py index 4c69384..94dc634 100644 --- a/distributions/__init__.py +++ b/distributions/__init__.py @@ -25,7 +25,7 @@ # TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE # USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. -__version__ = '2.0.28' +__version__ = '2.2.1' import os diff --git a/distributions/__main__.py b/distributions/__main__.py index c05bb91..61d2c15 100644 --- a/distributions/__main__.py +++ b/distributions/__main__.py @@ -39,7 +39,7 @@ def flavors_by_model(): for spec in list_models(): models[spec['name']].append(spec['flavor']) for model in sorted(models): - print 'model {}: {}'.format(model, ' '.join(sorted(models[model]))) + print('model {}: {}'.format(model, ' '.join(sorted(models[model])))) @parsable.command @@ -51,7 +51,7 @@ def models_by_flavor(): for spec in list_models(): flavors[spec['flavor']].append(spec['name']) for flavor in sorted(flavors): - print 'flavor {}: {}'.format(flavor, ' '.join(sorted(flavors[flavor]))) + print('flavor {}: {}'.format(flavor, ' '.join(sorted(flavors[flavor])))) @parsable.command @@ -73,13 +73,14 @@ def model_apis(): methods.append(attr) else: constants.append(attr) - print 'distributions.{}.models.{}.{}:'.format( - spec['flavor'], - spec['name'], - Model.__name__) - print ' types:\n {}'.format('\n '.join(types)) - print ' methods:\n {}'.format('\n '.join(methods)) - print ' constants:\n {}'.format('\n '.join(constants)) + print( + 'distributions.{}.models.{}.{}:'.format( + spec['flavor'], spec['name'], Model.__name__ + ) + ) + print(' types:\n {}'.format('\n '.join(types))) + print(' methods:\n {}'.format('\n '.join(methods))) + print(' constants:\n {}'.format('\n '.join(constants))) if __name__ == '__main__': diff --git a/distributions/dbg/clustering.py b/distributions/dbg/clustering.py index c576a4e..a00cc30 100644 --- a/distributions/dbg/clustering.py +++ b/distributions/dbg/clustering.py @@ -88,7 +88,7 @@ class LowEntropy(SharedIoMixin): def __init__(self, dataset_size=0): self.dataset_size = int(dataset_size) - #------------------------------------------------------------------------- + # ------------------------------------------------------------------------ # Serialization def load(self, raw): @@ -105,7 +105,7 @@ def protobuf_dump(self, message): message.Clear() message.dataset_size = self.dataset_size - #------------------------------------------------------------------------- + # ------------------------------------------------------------------------ # Sampling def sample_assignments(self, sample_size): @@ -125,8 +125,7 @@ def sample_assignments(self, sample_size): scores = [] bogus = 0 - for size in xrange(sample_size): - + for size in range(sample_size): score_empty = self.score_add_value(0, bogus, size) if len(counts) == 0 or counts[-1] != 0: counts.append(0) @@ -142,7 +141,7 @@ def sample_assignments(self, sample_size): return assignments - #------------------------------------------------------------------------- + # ------------------------------------------------------------------------ # Scoring def score_counts(self, counts): @@ -232,7 +231,7 @@ def score_remove_value( sample_size, empty_group_count) - #------------------------------------------------------------------------- + # ------------------------------------------------------------------------ # Approximations # this code was generated by derivations/clustering.py @@ -293,7 +292,7 @@ def _approximate_dataprob_correction(self, sample_size): N = log(self.dataset_size) return 0.061 * n * (n - N) * (n + N) ** 0.75 - #------------------------------------------------------------------------- + # ------------------------------------------------------------------------ # Examples EXAMPLES = [ diff --git a/distributions/dbg/models/bb.py b/distributions/dbg/models/bb.py index 42c5e02..0a03d2b 100644 --- a/distributions/dbg/models/bb.py +++ b/distributions/dbg/models/bb.py @@ -166,4 +166,4 @@ def sample_group(shared, size): group.init(shared) sampler = Sampler() sampler.init(shared, group) - return [sampler.eval(shared) for _ in xrange(size)] + return [sampler.eval(shared) for _ in range(size)] diff --git a/distributions/dbg/models/bnb.py b/distributions/dbg/models/bnb.py index fde468a..f25c9b1 100644 --- a/distributions/dbg/models/bnb.py +++ b/distributions/dbg/models/bnb.py @@ -174,4 +174,4 @@ def sample_group(shared, size): group.init(shared) sampler = Sampler() sampler.init(shared, group) - return [sampler.eval(shared) for _ in xrange(size)] + return [sampler.eval(shared) for _ in range(size)] diff --git a/distributions/dbg/models/dd.py b/distributions/dbg/models/dd.py index 5820eda..9cd9b95 100644 --- a/distributions/dbg/models/dd.py +++ b/distributions/dbg/models/dd.py @@ -42,8 +42,8 @@ 'values': [0, 1, 1, 1, 1, 0, 1], }, { - 'shared': {'alphas': [2.0 / n for n in xrange(1, 21)]}, - 'values': range(20), + 'shared': {'alphas': [2.0 / n for n in range(1, 21)]}, + 'values': list(range(20)), }, ] Value = int @@ -58,13 +58,13 @@ def dim(self): return len(self.alphas) def load(self, raw): - self.alphas = numpy.array(raw['alphas'], dtype=numpy.float) + self.alphas = numpy.array(raw['alphas'], dtype=numpy.float32) def dump(self): return {'alphas': self.alphas.tolist()} def protobuf_load(self, message): - self.alphas = numpy.array(message.alphas, dtype=numpy.float) + self.alphas = numpy.array(message.alphas, dtype=numpy.float32) def protobuf_dump(self, message): message.Clear() @@ -77,7 +77,7 @@ def __init__(self): self.counts = None def init(self, shared): - self.counts = numpy.zeros(shared.dim, dtype=numpy.int) + self.counts = numpy.zeros(shared.dim, dtype=numpy.int32) def add_value(self, shared, value): self.counts[value] += 1 @@ -112,7 +112,7 @@ def score_data(self, shared): a = shared.alphas m = self.counts - score = sum(gammaln(a[k] + m[k]) - gammaln(a[k]) for k in xrange(dim)) + score = sum(gammaln(a[k] + m[k]) - gammaln(a[k]) for k in range(dim)) score += gammaln(a.sum()) score -= gammaln(a.sum() + m.sum()) return score @@ -123,13 +123,13 @@ def sample_value(self, shared): return sampler.eval(shared) def load(self, raw): - self.counts = numpy.array(raw['counts'], dtype=numpy.int) + self.counts = numpy.array(raw['counts'], dtype=numpy.int32) def dump(self): return {'counts': self.counts.tolist()} def protobuf_load(self, message): - self.counts = numpy.array(message.counts, dtype=numpy.int) + self.counts = numpy.array(message.counts, dtype=numpy.int32) def protobuf_dump(self, message): message.Clear() @@ -153,4 +153,4 @@ def sample_group(shared, size): group.init(shared) sampler = Sampler() sampler.init(shared, group) - return [sampler.eval(shared) for _ in xrange(size)] + return [sampler.eval(shared) for _ in range(size)] diff --git a/distributions/dbg/models/dpd.py b/distributions/dbg/models/dpd.py index 7aec7cd..0e16b26 100644 --- a/distributions/dbg/models/dpd.py +++ b/distributions/dbg/models/dpd.py @@ -24,11 +24,11 @@ # ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR # TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE # USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. + """ \cite{teh2006hierarchical} """ -from itertools import izip from distributions.dbg.special import log, gammaln from distributions.dbg.random import ( sample_discrete, @@ -80,12 +80,12 @@ def __init__(self): self.counts = None def _load_beta0(self): - self.beta0 = max(0.0, 1.0 - sum(self.betas.itervalues())) + self.beta0 = max(0.0, 1.0 - sum(self.betas.values())) if not (self.beta0 <= 1): raise ValueError('beta0 out of bounds: {}'.format(self.beta0)) if self.betas: - min_beta = min(self.betas.itervalues()) - max_beta = max(self.betas.itervalues()) + min_beta = min(self.betas.values()) + max_beta = max(self.betas.values()) if not (0 <= min_beta and max_beta <= 1): raise ValueError('betas out of bounds: {}'.format(self.betas)) @@ -93,12 +93,10 @@ def load(self, raw): self.gamma = float(raw['gamma']) self.alpha = float(raw['alpha']) self.betas = { - int(value): float(beta) - for value, beta in raw['betas'].iteritems() + int(value): float(beta) for value, beta in raw['betas'].items() } self.counts = { - int(value): int(count) - for value, count in raw['counts'].iteritems() + int(value): int(count) for value, count in raw['counts'].items() } self._load_beta0() @@ -111,17 +109,17 @@ def dump(self): } def protobuf_load(self, message): - assert len(message.betas) == len(message.values), "invalid message" - assert len(message.counts) == len(message.values), "invalid message" + assert len(message.betas) == len(message.values), 'invalid message' + assert len(message.counts) == len(message.values), 'invalid message' self.gamma = float(message.gamma) self.alpha = float(message.alpha) self.betas = { int(value): float(beta) - for value, beta in izip(message.values, message.betas) + for value, beta in zip(message.values, message.betas) } self.counts = { int(value): int(count) - for value, count in izip(message.values, message.counts) + for value, count in zip(message.values, message.counts) } self._load_beta0() @@ -129,7 +127,7 @@ def protobuf_dump(self, message): message.Clear() message.gamma = self.gamma message.alpha = self.alpha - for value, beta in self.betas.iteritems(): + for value, beta in self.betas.items(): message.values.append(value) message.betas.append(beta) message.counts.append(self.counts[value]) @@ -155,7 +153,7 @@ def remove_value(self, value): def realize(self): max_size = 10000 min_beta0 = 1e-4 - new_value = 1 + max(self.betas.iterkeys()) if self.betas else 0 + new_value = 1 + max(self.betas.keys()) if self.betas else 0 while len(self.betas) < max_size - 1 and self.beta0 > min_beta0: self.add_value(new_value) new_value += 1 @@ -213,9 +211,9 @@ def score_data(self, shared): """ See doc/dpd.pdf Equation (3) """ - score = 0. - for i, count in self.counts.iteritems(): - assert count >= 0, "cannot score while in debt" + score = 0.0 + for i, count in self.counts.items(): + assert count >= 0, 'cannot score while in debt' prior_i = shared.betas[i] * shared.alpha score += gammaln(prior_i + count) - gammaln(prior_i) score += gammaln(shared.alpha) - gammaln(shared.alpha + self.total) @@ -227,37 +225,33 @@ def sample_value(self, shared): return sampler.eval(shared) def merge(self, shared, source): - for i, count in source.counts.iteritems(): + for i, count in source.counts.items(): self.add_repeated_value(shared, i, count) self.total += source.total def load(self, raw): self.counts = {} self.total = 0 - for i, count in raw['counts'].iteritems(): + for i, count in raw['counts'].items(): if count: self.counts[int(i)] = int(count) self.total += count def dump(self): - counts = { - value: count - for value, count in self.counts.iteritems() - if count - } + counts = {value: count for value, count in self.counts.items() if count} return {'counts': counts} def protobuf_load(self, message): self.counts = {} self.total = 0 - for i, count in izip(message.keys, message.values): + for i, count in zip(message.keys, message.values): if count: self.counts[int(i)] = int(count) self.total += count def protobuf_dump(self, message): message.Clear() - for i, count in self.counts.iteritems(): + for i, count in self.counts.items(): if count: message.keys.append(i) message.values.append(count) @@ -269,7 +263,7 @@ def init(self, shared, group=None): post = [] alpha = shared.alpha counts = {} if group is None else group.counts - for value, beta in shared.betas.iteritems(): + for value, beta in shared.betas.items(): self.values.append(value) post.append(beta * alpha + counts.get(value, 0)) if shared.beta0 > 0: @@ -287,4 +281,4 @@ def sample_group(shared, size): group.init(shared) sampler = Sampler() sampler.init(shared, group) - return [sampler.eval(shared) for _ in xrange(size)] + return [sampler.eval(shared) for _ in range(size)] diff --git a/distributions/dbg/models/gp.py b/distributions/dbg/models/gp.py index ed6221b..95ef1e5 100644 --- a/distributions/dbg/models/gp.py +++ b/distributions/dbg/models/gp.py @@ -158,4 +158,4 @@ def sample_group(shared, size): group.init(shared) sampler = Sampler() sampler.init(shared, group) - return [sampler.eval(shared) for _ in xrange(size)] + return [sampler.eval(shared) for _ in range(size)] diff --git a/distributions/dbg/models/nich.py b/distributions/dbg/models/nich.py index 69c3d0c..7600ec6 100644 --- a/distributions/dbg/models/nich.py +++ b/distributions/dbg/models/nich.py @@ -238,4 +238,4 @@ def sample_group(shared, size): group.init(shared) sampler = Sampler() sampler.init(shared, group) - return [sampler.eval(shared) for _ in xrange(size)] + return [sampler.eval(shared) for _ in range(size)] diff --git a/distributions/dbg/models/niw.py b/distributions/dbg/models/niw.py index 698ff34..2eb0d28 100644 --- a/distributions/dbg/models/niw.py +++ b/distributions/dbg/models/niw.py @@ -23,6 +23,7 @@ # OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND # ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR # TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE +# USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. import numpy as np import math @@ -36,6 +37,23 @@ NAME = 'NormalInverseWishart' EXAMPLES = [ + { + 'shared': { + 'mu': np.zeros(1), + 'kappa': 2., + 'psi': np.eye(1), + 'nu': 3., + }, + 'values': [np.array(v) for v in ( + [1.], + [-2.], + [-0.2], + [-0.1], + [0.8], + [0.8], + [-9.], + )], + }, { 'shared': { 'mu': np.zeros(2), @@ -142,9 +160,9 @@ def dump(self): } def protobuf_load(self, message): - self.mu = np.array(message.mu, dtype=np.float) + self.mu = np.array(message.mu, dtype=np.float32) self.kappa = message.kappa - self.psi = np.array(message.psi, dtype=np.float) + self.psi = np.array(message.psi, dtype=np.float32) D = self.dim() assert self.psi.shape[0] == (D * D) self.psi = self.psi.reshape((D, D)) @@ -238,8 +256,8 @@ def dump(self): def protobuf_load(self, message): self.count = message.count - self.sum_x = np.array(message.sum_x, dtype=np.float) - self.sum_xxT = np.array(message.sum_xxT, dtype=np.float) + self.sum_x = np.array(message.sum_x, dtype=np.float32) + self.sum_xxT = np.array(message.sum_xxT, dtype=np.float32) D = self.sum_x.shape[0] self.sum_xxT = self.sum_xxT.reshape((D, D)) @@ -269,4 +287,4 @@ def sample_group(shared, size): group.init(shared) sampler = Sampler() sampler.init(shared, group) - return [sampler.eval(shared) for _ in xrange(size)] + return [sampler.eval(shared) for _ in range(size)] diff --git a/distributions/dbg/random.py b/distributions/dbg/random.py index 99706e6..848e305 100644 --- a/distributions/dbg/random.py +++ b/distributions/dbg/random.py @@ -35,15 +35,11 @@ from numpy.random import beta as sample_beta from numpy.random import poisson as sample_poisson from numpy.random import gamma as sample_gamma -from scipy.stats import norm, chi2, bernoulli, nbinom +from scipy.stats import norm, chi2, bernoulli, nbinom, invwishart from scipy.special import gammaln from distributions.util import scores_to_probs import logging -from distributions.vendor.stats import ( - sample_invwishart as _sample_inverse_wishart -) - LOG = logging.getLogger(__name__) @@ -78,7 +74,7 @@ def sample_discrete(probs, total=None): """ if total is None: total = float(sum(probs)) - for attempt in xrange(10): + for attempt in range(10): dart = numpy.random.rand() * total for i, prob in enumerate(probs): dart -= prob @@ -146,7 +142,7 @@ def sample_wishart(nu, Lambda): ch = cholesky(Lambda) d = Lambda.shape[0] z = numpy.zeros((d, d)) - for i in xrange(d): + for i in range(d): if i != 0: z[i, :i] = numpy.random.normal(size=(i,)) z[i, i] = sqrt(numpy.random.gamma(0.5 * nu - d + 1, 2.0)) @@ -162,7 +158,7 @@ def sample_wishart_v2(nu, Lambda): d = Lambda.shape[0] ch = cholesky(Lambda) T = numpy.zeros((d, d)) - for i in xrange(d): + for i in range(d): if i != 0: T[i, :i] = numpy.random.normal(size=(i,)) T[i, i] = sqrt(chi2.rvs(nu - i + 1)) @@ -170,8 +166,7 @@ def sample_wishart_v2(nu, Lambda): def sample_inverse_wishart(nu, S): - # matt's parameters are reversed - return _sample_inverse_wishart(S, nu) + return invwishart(nu, scale=S).rvs() def sample_normal_inverse_wishart(mu0, lambda0, psi0, nu0): @@ -179,7 +174,7 @@ def sample_normal_inverse_wishart(mu0, lambda0, psi0, nu0): assert psi0.shape == (D, D) assert lambda0 > 0.0 assert nu0 > D - 1 - cov = sample_inverse_wishart(nu0, psi0) + cov = numpy.atleast_2d(sample_inverse_wishart(nu0, psi0)) mu = np.random.multivariate_normal(mean=mu0, cov=(1. / lambda0) * cov) return mu, cov diff --git a/distributions/fileutil.py b/distributions/fileutil.py index 3fd448a..af1f54e 100644 --- a/distributions/fileutil.py +++ b/distributions/fileutil.py @@ -35,11 +35,11 @@ def chdir(wd): oldwd = os.getcwd() try: - print 'cd', wd + print('cd', wd) os.chdir(wd) yield finally: - print 'cd', oldwd + print('cd', oldwd) os.chdir(oldwd) @@ -48,12 +48,12 @@ def tempdir(cleanup_on_error=True): oldwd = os.getcwd() wd = tempfile.mkdtemp() try: - print 'cd', wd + print('cd', wd) os.chdir(wd) yield wd cleanup_on_error = True finally: - print 'cd', oldwd + print('cd', oldwd) os.chdir(oldwd) if cleanup_on_error: shutil.rmtree(wd) diff --git a/distributions/hp/models/dd.pyx b/distributions/hp/models/dd.pyx index 9676dd6..09c82ba 100644 --- a/distributions/hp/models/dd.pyx +++ b/distributions/hp/models/dd.pyx @@ -45,8 +45,8 @@ EXAMPLES = [ 'values': [0, 1, 1, 1, 1, 0, 1], }, { - 'shared': {'alphas': [2.0 / n for n in xrange(1, 21)]}, - 'values': range(20), + 'shared': {'alphas': [2.0 / n for n in range(1, 21)]}, + 'values': list(range(20)), }, ] Value = int @@ -67,11 +67,11 @@ cdef class _Shared: self.dim = len(alphas) assert self.dim <= MAX_DIM cdef int i - for i in xrange(self.dim): + for i in range(self.dim): self.alphas[i] = alphas[i] def dump(self): - return {'alphas': [self.alphas[i] for i in xrange(self.dim)]} + return {'alphas': [self.alphas[i] for i in range(self.dim)]} class Shared(_Shared, SharedMixin, SharedIoMixin): @@ -88,21 +88,21 @@ cdef class _Group: def init(self, _Shared shared): self.dim = shared.dim cdef int i - for i in xrange(self.dim): + for i in range(self.dim): self.counts[i] = 0 def add_value(self, _Shared shared, int value): self.counts[value] += 1 def add_repeated_value(self, _Shared shared, int value, int count): - self.counts[value] += count + self.counts[value] += count def remove_value(self, _Shared shared, int value): self.counts[value] -= 1 def merge(self, _Shared shared, _Group source): cdef int i - for i in xrange(self.dim): + for i in range(self.dim): self.counts[i] += source.counts[i] def score_value(self, _Shared shared, _Value value): @@ -111,7 +111,7 @@ cdef class _Group: """ cdef double total = 0.0 cdef int i - for i in xrange(shared.dim): + for i in range(shared.dim): total += self.counts[i] + shared.alphas[i] return log((self.counts[value] + shared.alphas[value]) / total) @@ -125,11 +125,11 @@ cdef class _Group: cdef double alpha_sum = 0.0 cdef int count_sum = 0 cdef double sum = 0.0 - for i in xrange(shared.dim): + for i in range(shared.dim): alpha_sum += shared.alphas[i] - for i in xrange(shared.dim): + for i in range(shared.dim): count_sum += self.counts[i] - for i in xrange(shared.dim): + for i in range(shared.dim): sum += (gammaln(shared.alphas[i] + self.counts[i]) - gammaln(shared.alphas[i])) return sum + gammaln(alpha_sum) - gammaln(alpha_sum + count_sum) @@ -144,11 +144,11 @@ cdef class _Group: self.dim = len(counts) assert self.dim <= MAX_DIM cdef int i - for i in xrange(self.dim): + for i in range(self.dim): self.counts[i] = counts[i] def dump(self): - return {'counts': [self.counts[i] for i in xrange(self.dim)]} + return {'counts': [self.counts[i] for i in range(self.dim)]} class Group(_Group, GroupIoMixin): @@ -165,10 +165,10 @@ cdef class Sampler: cdef double * ps = self.ps.data cdef int i if group is None: - for i in xrange(shared.dim): + for i in range(shared.dim): ps[i] = shared.alphas[i] else: - for i in xrange(shared.dim): + for i in range(shared.dim): ps[i] = group.counts[i] + shared.alphas[i] sample_dirichlet(shared.dim, ps, ps) @@ -181,6 +181,6 @@ def sample_group(_Shared shared, int size): sampler.init(shared) cdef list result = [] cdef int i - for i in xrange(size): + for i in range(size): result.append(sampler.eval(shared)) return result diff --git a/distributions/hp/models/gp.pyx b/distributions/hp/models/gp.pyx index 882dea0..3d1e275 100644 --- a/distributions/hp/models/gp.pyx +++ b/distributions/hp/models/gp.pyx @@ -87,7 +87,7 @@ cdef class _Group: self.log_prod += log_factorial(value) def add_repeated_value(self, _Shared shared, int value, int count): - self.count += count + self.count += count self.sum += count * value self.log_prod += count * log_factorial(value) @@ -154,6 +154,6 @@ def sample_group(_Shared shared, int size): sampler.init(shared) cdef list result = [] cdef int i - for i in xrange(size): + for i in range(size): result.append(sampler.eval(shared)) return result diff --git a/distributions/hp/models/nich.pyx b/distributions/hp/models/nich.pyx index 622b296..04d48fd 100644 --- a/distributions/hp/models/nich.pyx +++ b/distributions/hp/models/nich.pyx @@ -229,6 +229,6 @@ def sample_group(_Shared shared, int size): sampler.init(shared) cdef list result = [] cdef int i - for i in xrange(size): + for i in range(size): result.append(sampler.eval(shared)) return result diff --git a/distributions/io/__init__.py b/distributions/io/__init__.py index a5f6028..05fd5b9 100644 --- a/distributions/io/__init__.py +++ b/distributions/io/__init__.py @@ -25,5 +25,5 @@ # TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE # USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. -import stream +from distributions.io import stream assert stream # pacigy pyflakes diff --git a/distributions/io/schema_pb2.py b/distributions/io/schema_pb2.py deleted file mode 100644 index 1e7205e..0000000 --- a/distributions/io/schema_pb2.py +++ /dev/null @@ -1,1087 +0,0 @@ -# Generated by the protocol buffer compiler. 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options=None, - is_extendable=False, - extension_ranges=[], - serialized_start=281, - serialized_end=374, -) - - -_DIRICHLETDISCRETE_SHARED = descriptor.Descriptor( - name='Shared', - full_name='protobuf.distributions.DirichletDiscrete.Shared', - filename=None, - file=DESCRIPTOR, - containing_type=None, - fields=[ - descriptor.FieldDescriptor( - name='alphas', full_name='protobuf.distributions.DirichletDiscrete.Shared.alphas', index=0, - number=1, type=2, cpp_type=6, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - options=None), - ], - extensions=[ - ], - nested_types=[], - enum_types=[ - ], - options=None, - is_extendable=False, - extension_ranges=[], - serialized_start=397, - serialized_end=421, -) - -_DIRICHLETDISCRETE_GROUP = descriptor.Descriptor( - name='Group', - full_name='protobuf.distributions.DirichletDiscrete.Group', - filename=None, - file=DESCRIPTOR, - containing_type=None, - fields=[ - descriptor.FieldDescriptor( - name='counts', full_name='protobuf.distributions.DirichletDiscrete.Group.counts', index=0, - number=1, type=4, cpp_type=4, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - options=None), - ], - extensions=[ - ], - nested_types=[], - enum_types=[ - ], - options=None, - is_extendable=False, - extension_ranges=[], - serialized_start=423, - serialized_end=446, -) - -_DIRICHLETDISCRETE = descriptor.Descriptor( - name='DirichletDiscrete', - full_name='protobuf.distributions.DirichletDiscrete', - filename=None, - file=DESCRIPTOR, - containing_type=None, - fields=[ - ], - extensions=[ - ], - nested_types=[_DIRICHLETDISCRETE_SHARED, _DIRICHLETDISCRETE_GROUP, ], - enum_types=[ - ], - options=None, - is_extendable=False, - extension_ranges=[], - serialized_start=376, - serialized_end=446, -) - - -_DIRICHLETPROCESSDISCRETE_SHARED = descriptor.Descriptor( - name='Shared', - full_name='protobuf.distributions.DirichletProcessDiscrete.Shared', - filename=None, - file=DESCRIPTOR, - containing_type=None, - fields=[ - descriptor.FieldDescriptor( - name='gamma', full_name='protobuf.distributions.DirichletProcessDiscrete.Shared.gamma', index=0, - number=1, type=2, cpp_type=6, label=2, - has_default_value=False, default_value=0, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - options=None), - descriptor.FieldDescriptor( - name='alpha', full_name='protobuf.distributions.DirichletProcessDiscrete.Shared.alpha', index=1, - number=2, type=2, cpp_type=6, label=2, - has_default_value=False, default_value=0, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - options=None), - descriptor.FieldDescriptor( - name='values', full_name='protobuf.distributions.DirichletProcessDiscrete.Shared.values', index=2, - number=3, type=13, cpp_type=3, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - options=None), - descriptor.FieldDescriptor( - name='betas', full_name='protobuf.distributions.DirichletProcessDiscrete.Shared.betas', index=3, - number=4, type=2, cpp_type=6, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - options=None), - descriptor.FieldDescriptor( - name='counts', full_name='protobuf.distributions.DirichletProcessDiscrete.Shared.counts', index=4, - number=5, type=4, cpp_type=4, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - options=None), - ], - extensions=[ - ], - nested_types=[], - enum_types=[ - ], - options=None, - is_extendable=False, - extension_ranges=[], - serialized_start=477, - serialized_end=562, -) - -_DIRICHLETPROCESSDISCRETE_GROUP = descriptor.Descriptor( - name='Group', - full_name='protobuf.distributions.DirichletProcessDiscrete.Group', - filename=None, - file=DESCRIPTOR, - containing_type=None, - fields=[ - descriptor.FieldDescriptor( - name='keys', full_name='protobuf.distributions.DirichletProcessDiscrete.Group.keys', index=0, - number=1, type=13, cpp_type=3, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - options=None), - descriptor.FieldDescriptor( - name='values', full_name='protobuf.distributions.DirichletProcessDiscrete.Group.values', index=1, - number=2, type=4, cpp_type=4, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - options=None), - ], - extensions=[ - ], - nested_types=[], - enum_types=[ - ], - options=None, - is_extendable=False, - extension_ranges=[], - serialized_start=564, - serialized_end=601, -) - -_DIRICHLETPROCESSDISCRETE = descriptor.Descriptor( - name='DirichletProcessDiscrete', - full_name='protobuf.distributions.DirichletProcessDiscrete', - filename=None, - file=DESCRIPTOR, - containing_type=None, - fields=[ - ], - extensions=[ - ], - nested_types=[_DIRICHLETPROCESSDISCRETE_SHARED, _DIRICHLETPROCESSDISCRETE_GROUP, ], - enum_types=[ - ], - options=None, - is_extendable=False, - extension_ranges=[], - serialized_start=449, - serialized_end=601, -) - - -_PITMANYORPROCESSDISCRETE_SHARED = descriptor.Descriptor( - name='Shared', - full_name='protobuf.distributions.PitmanYorProcessDiscrete.Shared', - filename=None, - file=DESCRIPTOR, - containing_type=None, - fields=[ - descriptor.FieldDescriptor( - name='alpha', full_name='protobuf.distributions.PitmanYorProcessDiscrete.Shared.alpha', index=0, - number=1, type=2, cpp_type=6, label=2, - has_default_value=False, default_value=0, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - options=None), - descriptor.FieldDescriptor( - name='d', full_name='protobuf.distributions.PitmanYorProcessDiscrete.Shared.d', index=1, - number=2, type=2, cpp_type=6, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - options=None), - descriptor.FieldDescriptor( - name='counts', full_name='protobuf.distributions.PitmanYorProcessDiscrete.Shared.counts', index=2, - number=3, type=4, cpp_type=4, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - options=None), - ], - extensions=[ - ], - nested_types=[], - enum_types=[ - ], - options=None, - is_extendable=False, - extension_ranges=[], - serialized_start=631, - serialized_end=681, -) - -_PITMANYORPROCESSDISCRETE_GROUP = descriptor.Descriptor( - name='Group', - full_name='protobuf.distributions.PitmanYorProcessDiscrete.Group', - filename=None, - file=DESCRIPTOR, - containing_type=None, - fields=[ - descriptor.FieldDescriptor( - name='keys', full_name='protobuf.distributions.PitmanYorProcessDiscrete.Group.keys', index=0, - number=1, type=13, cpp_type=3, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - options=None), - descriptor.FieldDescriptor( - name='values', full_name='protobuf.distributions.PitmanYorProcessDiscrete.Group.values', index=1, - number=2, type=4, cpp_type=4, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - options=None), - ], - extensions=[ - ], - nested_types=[], - enum_types=[ - ], - options=None, - is_extendable=False, - extension_ranges=[], - serialized_start=564, - serialized_end=601, -) - -_PITMANYORPROCESSDISCRETE = descriptor.Descriptor( - name='PitmanYorProcessDiscrete', - full_name='protobuf.distributions.PitmanYorProcessDiscrete', - filename=None, - file=DESCRIPTOR, - containing_type=None, - fields=[ - ], - extensions=[ - ], - nested_types=[_PITMANYORPROCESSDISCRETE_SHARED, _PITMANYORPROCESSDISCRETE_GROUP, ], - enum_types=[ - ], - options=None, - is_extendable=False, - extension_ranges=[], - serialized_start=603, - serialized_end=720, -) - - -_GAMMAPOISSON_SHARED = descriptor.Descriptor( - name='Shared', - full_name='protobuf.distributions.GammaPoisson.Shared', - filename=None, - file=DESCRIPTOR, - containing_type=None, - fields=[ - descriptor.FieldDescriptor( - name='alpha', full_name='protobuf.distributions.GammaPoisson.Shared.alpha', index=0, - number=1, type=2, cpp_type=6, label=2, - has_default_value=False, default_value=0, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - options=None), - descriptor.FieldDescriptor( - name='inv_beta', full_name='protobuf.distributions.GammaPoisson.Shared.inv_beta', index=1, - number=2, type=2, cpp_type=6, label=2, - has_default_value=False, default_value=0, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - options=None), - ], - extensions=[ - ], - nested_types=[], - enum_types=[ - ], - options=None, - is_extendable=False, - extension_ranges=[], - serialized_start=738, - serialized_end=779, -) - -_GAMMAPOISSON_GROUP = descriptor.Descriptor( - name='Group', - full_name='protobuf.distributions.GammaPoisson.Group', - filename=None, - file=DESCRIPTOR, - containing_type=None, - fields=[ - descriptor.FieldDescriptor( - name='count', full_name='protobuf.distributions.GammaPoisson.Group.count', index=0, - number=1, type=4, cpp_type=4, label=2, - has_default_value=False, default_value=0, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - options=None), - descriptor.FieldDescriptor( - name='sum', full_name='protobuf.distributions.GammaPoisson.Group.sum', index=1, - number=2, type=4, cpp_type=4, label=2, - has_default_value=False, default_value=0, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - options=None), - descriptor.FieldDescriptor( - name='log_prod', full_name='protobuf.distributions.GammaPoisson.Group.log_prod', index=2, - number=3, type=2, cpp_type=6, label=2, - has_default_value=False, default_value=0, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - options=None), - ], - extensions=[ - ], - nested_types=[], - enum_types=[ - ], - options=None, - is_extendable=False, - extension_ranges=[], - serialized_start=781, - serialized_end=834, -) - -_GAMMAPOISSON = descriptor.Descriptor( - name='GammaPoisson', - full_name='protobuf.distributions.GammaPoisson', - filename=None, - file=DESCRIPTOR, - containing_type=None, - fields=[ - ], - extensions=[ - ], - nested_types=[_GAMMAPOISSON_SHARED, _GAMMAPOISSON_GROUP, ], - enum_types=[ - ], - options=None, - is_extendable=False, - extension_ranges=[], - serialized_start=722, - serialized_end=834, -) - - -_BETANEGATIVEBINOMIAL_SHARED = descriptor.Descriptor( - name='Shared', - full_name='protobuf.distributions.BetaNegativeBinomial.Shared', - filename=None, - file=DESCRIPTOR, - containing_type=None, - fields=[ - descriptor.FieldDescriptor( - name='alpha', full_name='protobuf.distributions.BetaNegativeBinomial.Shared.alpha', index=0, - number=1, type=2, cpp_type=6, label=2, - has_default_value=False, default_value=0, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - options=None), - descriptor.FieldDescriptor( - name='beta', full_name='protobuf.distributions.BetaNegativeBinomial.Shared.beta', index=1, - number=2, type=2, cpp_type=6, label=2, - has_default_value=False, default_value=0, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - options=None), - descriptor.FieldDescriptor( - name='r', full_name='protobuf.distributions.BetaNegativeBinomial.Shared.r', index=2, - number=3, type=4, cpp_type=4, label=2, - has_default_value=False, default_value=0, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - options=None), - ], - extensions=[ - ], - nested_types=[], - enum_types=[ - ], - options=None, - is_extendable=False, - extension_ranges=[], - serialized_start=860, - serialized_end=908, -) - -_BETANEGATIVEBINOMIAL_GROUP = descriptor.Descriptor( - name='Group', - full_name='protobuf.distributions.BetaNegativeBinomial.Group', - filename=None, - file=DESCRIPTOR, - containing_type=None, - fields=[ - descriptor.FieldDescriptor( - name='count', full_name='protobuf.distributions.BetaNegativeBinomial.Group.count', index=0, - number=1, type=4, cpp_type=4, label=2, - has_default_value=False, default_value=0, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - options=None), - descriptor.FieldDescriptor( - name='sum', full_name='protobuf.distributions.BetaNegativeBinomial.Group.sum', index=1, - number=2, type=4, cpp_type=4, label=2, - has_default_value=False, default_value=0, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - options=None), - ], - extensions=[ - ], - nested_types=[], - enum_types=[ - ], - options=None, - is_extendable=False, - extension_ranges=[], - serialized_start=781, - serialized_end=816, -) - -_BETANEGATIVEBINOMIAL = descriptor.Descriptor( - name='BetaNegativeBinomial', - full_name='protobuf.distributions.BetaNegativeBinomial', - filename=None, - file=DESCRIPTOR, - containing_type=None, - fields=[ - ], - extensions=[ - ], - nested_types=[_BETANEGATIVEBINOMIAL_SHARED, _BETANEGATIVEBINOMIAL_GROUP, ], - enum_types=[ - ], - options=None, - is_extendable=False, - extension_ranges=[], - serialized_start=836, - serialized_end=945, -) - - -_NORMALINVERSECHISQ_SHARED = descriptor.Descriptor( - name='Shared', - full_name='protobuf.distributions.NormalInverseChiSq.Shared', - filename=None, - file=DESCRIPTOR, - containing_type=None, - fields=[ - descriptor.FieldDescriptor( - name='mu', full_name='protobuf.distributions.NormalInverseChiSq.Shared.mu', index=0, - number=1, type=2, cpp_type=6, label=2, - has_default_value=False, default_value=0, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - options=None), - descriptor.FieldDescriptor( - name='kappa', full_name='protobuf.distributions.NormalInverseChiSq.Shared.kappa', index=1, - number=2, type=2, cpp_type=6, label=2, - has_default_value=False, default_value=0, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - options=None), - descriptor.FieldDescriptor( - name='sigmasq', full_name='protobuf.distributions.NormalInverseChiSq.Shared.sigmasq', index=2, - number=3, type=2, cpp_type=6, label=2, - has_default_value=False, default_value=0, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - options=None), - descriptor.FieldDescriptor( - name='nu', full_name='protobuf.distributions.NormalInverseChiSq.Shared.nu', index=3, - number=4, type=2, cpp_type=6, label=2, - has_default_value=False, default_value=0, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - options=None), - ], - extensions=[ - ], - nested_types=[], - enum_types=[ - ], - options=None, - is_extendable=False, - extension_ranges=[], - serialized_start=970, - serialized_end=1034, -) - -_NORMALINVERSECHISQ_GROUP = descriptor.Descriptor( - name='Group', - full_name='protobuf.distributions.NormalInverseChiSq.Group', - filename=None, - file=DESCRIPTOR, - containing_type=None, - fields=[ - descriptor.FieldDescriptor( - name='count', full_name='protobuf.distributions.NormalInverseChiSq.Group.count', index=0, - number=1, type=4, cpp_type=4, label=2, - has_default_value=False, default_value=0, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - options=None), - descriptor.FieldDescriptor( - name='mean', full_name='protobuf.distributions.NormalInverseChiSq.Group.mean', index=1, - number=2, type=2, cpp_type=6, label=2, - has_default_value=False, default_value=0, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - options=None), - descriptor.FieldDescriptor( - name='count_times_variance', full_name='protobuf.distributions.NormalInverseChiSq.Group.count_times_variance', index=2, - number=3, type=2, cpp_type=6, label=2, - has_default_value=False, default_value=0, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - options=None), - ], - extensions=[ - ], - nested_types=[], - enum_types=[ - ], - options=None, - is_extendable=False, - extension_ranges=[], - serialized_start=1036, - serialized_end=1102, -) - -_NORMALINVERSECHISQ = descriptor.Descriptor( - name='NormalInverseChiSq', - full_name='protobuf.distributions.NormalInverseChiSq', - filename=None, - file=DESCRIPTOR, - containing_type=None, - fields=[ - ], - extensions=[ - ], - nested_types=[_NORMALINVERSECHISQ_SHARED, _NORMALINVERSECHISQ_GROUP, ], - enum_types=[ - ], - options=None, - is_extendable=False, - extension_ranges=[], - serialized_start=948, - serialized_end=1102, -) - - -_NORMALINVERSEWISHART_SHARED = descriptor.Descriptor( - name='Shared', - full_name='protobuf.distributions.NormalInverseWishart.Shared', - filename=None, - file=DESCRIPTOR, - containing_type=None, - fields=[ - descriptor.FieldDescriptor( - name='mu', full_name='protobuf.distributions.NormalInverseWishart.Shared.mu', index=0, - number=1, type=2, cpp_type=6, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - options=None), - descriptor.FieldDescriptor( - name='kappa', full_name='protobuf.distributions.NormalInverseWishart.Shared.kappa', index=1, - number=2, type=2, cpp_type=6, label=2, - has_default_value=False, default_value=0, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - options=None), - descriptor.FieldDescriptor( - name='psi', full_name='protobuf.distributions.NormalInverseWishart.Shared.psi', index=2, - number=3, type=2, cpp_type=6, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - options=None), - descriptor.FieldDescriptor( - name='nu', full_name='protobuf.distributions.NormalInverseWishart.Shared.nu', index=3, - number=4, type=2, cpp_type=6, label=2, - has_default_value=False, default_value=0, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - options=None), - ], - extensions=[ - ], - nested_types=[], - enum_types=[ - ], - options=None, - is_extendable=False, - extension_ranges=[], - serialized_start=1129, - serialized_end=1189, -) - -_NORMALINVERSEWISHART_GROUP = descriptor.Descriptor( - name='Group', - full_name='protobuf.distributions.NormalInverseWishart.Group', - filename=None, - file=DESCRIPTOR, - containing_type=None, - fields=[ - descriptor.FieldDescriptor( - name='count', full_name='protobuf.distributions.NormalInverseWishart.Group.count', index=0, - number=1, type=5, cpp_type=1, label=2, - has_default_value=False, default_value=0, - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - options=None), - descriptor.FieldDescriptor( - name='sum_x', full_name='protobuf.distributions.NormalInverseWishart.Group.sum_x', index=1, - number=2, type=2, cpp_type=6, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - options=None), - descriptor.FieldDescriptor( - name='sum_xxT', full_name='protobuf.distributions.NormalInverseWishart.Group.sum_xxT', index=2, - number=3, type=2, cpp_type=6, label=3, - has_default_value=False, default_value=[], - message_type=None, enum_type=None, containing_type=None, - is_extension=False, extension_scope=None, - options=None), - ], - extensions=[ - ], - nested_types=[], - enum_types=[ - ], - options=None, - is_extendable=False, - extension_ranges=[], - serialized_start=1191, - serialized_end=1245, -) - -_NORMALINVERSEWISHART = descriptor.Descriptor( - name='NormalInverseWishart', - full_name='protobuf.distributions.NormalInverseWishart', - filename=None, - file=DESCRIPTOR, - containing_type=None, - fields=[ - ], - extensions=[ - ], - nested_types=[_NORMALINVERSEWISHART_SHARED, _NORMALINVERSEWISHART_GROUP, ], - enum_types=[ - ], - options=None, - is_extendable=False, - extension_ranges=[], - serialized_start=1105, - serialized_end=1245, -) - -_CLUSTERING_PITMANYOR.containing_type = _CLUSTERING; -_CLUSTERING_LOWENTROPY.containing_type = _CLUSTERING; -_CLUSTERING.fields_by_name['pitman_yor'].message_type = _CLUSTERING_PITMANYOR -_CLUSTERING.fields_by_name['low_entropy'].message_type = _CLUSTERING_LOWENTROPY -_BETABERNOULLI_SHARED.containing_type = _BETABERNOULLI; -_BETABERNOULLI_GROUP.containing_type = _BETABERNOULLI; -_DIRICHLETDISCRETE_SHARED.containing_type = _DIRICHLETDISCRETE; -_DIRICHLETDISCRETE_GROUP.containing_type = _DIRICHLETDISCRETE; -_DIRICHLETPROCESSDISCRETE_SHARED.containing_type = _DIRICHLETPROCESSDISCRETE; -_DIRICHLETPROCESSDISCRETE_GROUP.containing_type = _DIRICHLETPROCESSDISCRETE; -_PITMANYORPROCESSDISCRETE_SHARED.containing_type = _PITMANYORPROCESSDISCRETE; -_PITMANYORPROCESSDISCRETE_GROUP.containing_type = _PITMANYORPROCESSDISCRETE; -_GAMMAPOISSON_SHARED.containing_type = _GAMMAPOISSON; -_GAMMAPOISSON_GROUP.containing_type = _GAMMAPOISSON; -_BETANEGATIVEBINOMIAL_SHARED.containing_type = _BETANEGATIVEBINOMIAL; -_BETANEGATIVEBINOMIAL_GROUP.containing_type = _BETANEGATIVEBINOMIAL; -_NORMALINVERSECHISQ_SHARED.containing_type = _NORMALINVERSECHISQ; -_NORMALINVERSECHISQ_GROUP.containing_type = _NORMALINVERSECHISQ; -_NORMALINVERSEWISHART_SHARED.containing_type = _NORMALINVERSEWISHART; -_NORMALINVERSEWISHART_GROUP.containing_type = _NORMALINVERSEWISHART; -DESCRIPTOR.message_types_by_name['Clustering'] = _CLUSTERING -DESCRIPTOR.message_types_by_name['BetaBernoulli'] = _BETABERNOULLI -DESCRIPTOR.message_types_by_name['DirichletDiscrete'] = _DIRICHLETDISCRETE -DESCRIPTOR.message_types_by_name['DirichletProcessDiscrete'] = _DIRICHLETPROCESSDISCRETE -DESCRIPTOR.message_types_by_name['PitmanYorProcessDiscrete'] = _PITMANYORPROCESSDISCRETE -DESCRIPTOR.message_types_by_name['GammaPoisson'] = _GAMMAPOISSON -DESCRIPTOR.message_types_by_name['BetaNegativeBinomial'] = _BETANEGATIVEBINOMIAL -DESCRIPTOR.message_types_by_name['NormalInverseChiSq'] = _NORMALINVERSECHISQ -DESCRIPTOR.message_types_by_name['NormalInverseWishart'] = _NORMALINVERSEWISHART - -class Clustering(message.Message): - __metaclass__ = reflection.GeneratedProtocolMessageType - - class PitmanYor(message.Message): - __metaclass__ = reflection.GeneratedProtocolMessageType - DESCRIPTOR = _CLUSTERING_PITMANYOR - - # @@protoc_insertion_point(class_scope:protobuf.distributions.Clustering.PitmanYor) - - class LowEntropy(message.Message): - __metaclass__ = reflection.GeneratedProtocolMessageType - DESCRIPTOR = _CLUSTERING_LOWENTROPY - - # @@protoc_insertion_point(class_scope:protobuf.distributions.Clustering.LowEntropy) - DESCRIPTOR = _CLUSTERING - - # @@protoc_insertion_point(class_scope:protobuf.distributions.Clustering) - -class BetaBernoulli(message.Message): - __metaclass__ = reflection.GeneratedProtocolMessageType - - class Shared(message.Message): - __metaclass__ = reflection.GeneratedProtocolMessageType - DESCRIPTOR = _BETABERNOULLI_SHARED - - # @@protoc_insertion_point(class_scope:protobuf.distributions.BetaBernoulli.Shared) - - class Group(message.Message): - __metaclass__ = reflection.GeneratedProtocolMessageType - DESCRIPTOR = _BETABERNOULLI_GROUP - - # @@protoc_insertion_point(class_scope:protobuf.distributions.BetaBernoulli.Group) - DESCRIPTOR = _BETABERNOULLI - - # @@protoc_insertion_point(class_scope:protobuf.distributions.BetaBernoulli) - -class DirichletDiscrete(message.Message): - __metaclass__ = reflection.GeneratedProtocolMessageType - - class Shared(message.Message): - __metaclass__ = reflection.GeneratedProtocolMessageType - DESCRIPTOR = _DIRICHLETDISCRETE_SHARED - - # @@protoc_insertion_point(class_scope:protobuf.distributions.DirichletDiscrete.Shared) - - class Group(message.Message): - __metaclass__ = reflection.GeneratedProtocolMessageType - DESCRIPTOR = _DIRICHLETDISCRETE_GROUP - - # @@protoc_insertion_point(class_scope:protobuf.distributions.DirichletDiscrete.Group) - DESCRIPTOR = _DIRICHLETDISCRETE - - # @@protoc_insertion_point(class_scope:protobuf.distributions.DirichletDiscrete) - -class DirichletProcessDiscrete(message.Message): - __metaclass__ = reflection.GeneratedProtocolMessageType - - class Shared(message.Message): - __metaclass__ = reflection.GeneratedProtocolMessageType - DESCRIPTOR = _DIRICHLETPROCESSDISCRETE_SHARED - - # @@protoc_insertion_point(class_scope:protobuf.distributions.DirichletProcessDiscrete.Shared) - - class Group(message.Message): - __metaclass__ = reflection.GeneratedProtocolMessageType - DESCRIPTOR = _DIRICHLETPROCESSDISCRETE_GROUP - - # @@protoc_insertion_point(class_scope:protobuf.distributions.DirichletProcessDiscrete.Group) - DESCRIPTOR = _DIRICHLETPROCESSDISCRETE - - # @@protoc_insertion_point(class_scope:protobuf.distributions.DirichletProcessDiscrete) - -class PitmanYorProcessDiscrete(message.Message): - __metaclass__ = reflection.GeneratedProtocolMessageType - - class Shared(message.Message): - __metaclass__ = reflection.GeneratedProtocolMessageType - DESCRIPTOR = _PITMANYORPROCESSDISCRETE_SHARED - - # @@protoc_insertion_point(class_scope:protobuf.distributions.PitmanYorProcessDiscrete.Shared) - - class Group(message.Message): - __metaclass__ = reflection.GeneratedProtocolMessageType - DESCRIPTOR = _PITMANYORPROCESSDISCRETE_GROUP - - # @@protoc_insertion_point(class_scope:protobuf.distributions.PitmanYorProcessDiscrete.Group) - DESCRIPTOR = _PITMANYORPROCESSDISCRETE - - # @@protoc_insertion_point(class_scope:protobuf.distributions.PitmanYorProcessDiscrete) - -class GammaPoisson(message.Message): - __metaclass__ = reflection.GeneratedProtocolMessageType - - class Shared(message.Message): - __metaclass__ = reflection.GeneratedProtocolMessageType - DESCRIPTOR = _GAMMAPOISSON_SHARED - - # @@protoc_insertion_point(class_scope:protobuf.distributions.GammaPoisson.Shared) - - class Group(message.Message): - __metaclass__ = reflection.GeneratedProtocolMessageType - DESCRIPTOR = _GAMMAPOISSON_GROUP - - # @@protoc_insertion_point(class_scope:protobuf.distributions.GammaPoisson.Group) - DESCRIPTOR = _GAMMAPOISSON - - # @@protoc_insertion_point(class_scope:protobuf.distributions.GammaPoisson) - -class BetaNegativeBinomial(message.Message): - __metaclass__ = reflection.GeneratedProtocolMessageType - - class Shared(message.Message): - __metaclass__ = reflection.GeneratedProtocolMessageType - DESCRIPTOR = _BETANEGATIVEBINOMIAL_SHARED - - # @@protoc_insertion_point(class_scope:protobuf.distributions.BetaNegativeBinomial.Shared) - - class Group(message.Message): - __metaclass__ = reflection.GeneratedProtocolMessageType - DESCRIPTOR = _BETANEGATIVEBINOMIAL_GROUP - - # @@protoc_insertion_point(class_scope:protobuf.distributions.BetaNegativeBinomial.Group) - DESCRIPTOR = _BETANEGATIVEBINOMIAL - - # @@protoc_insertion_point(class_scope:protobuf.distributions.BetaNegativeBinomial) - -class NormalInverseChiSq(message.Message): - __metaclass__ = reflection.GeneratedProtocolMessageType - - class Shared(message.Message): - __metaclass__ = reflection.GeneratedProtocolMessageType - DESCRIPTOR = _NORMALINVERSECHISQ_SHARED - - # @@protoc_insertion_point(class_scope:protobuf.distributions.NormalInverseChiSq.Shared) - - class Group(message.Message): - __metaclass__ = reflection.GeneratedProtocolMessageType - DESCRIPTOR = _NORMALINVERSECHISQ_GROUP - - # @@protoc_insertion_point(class_scope:protobuf.distributions.NormalInverseChiSq.Group) - DESCRIPTOR = _NORMALINVERSECHISQ - - # @@protoc_insertion_point(class_scope:protobuf.distributions.NormalInverseChiSq) - -class NormalInverseWishart(message.Message): - __metaclass__ = reflection.GeneratedProtocolMessageType - - class Shared(message.Message): - __metaclass__ = reflection.GeneratedProtocolMessageType - DESCRIPTOR = _NORMALINVERSEWISHART_SHARED - - # @@protoc_insertion_point(class_scope:protobuf.distributions.NormalInverseWishart.Shared) - - class Group(message.Message): - __metaclass__ = reflection.GeneratedProtocolMessageType - DESCRIPTOR = _NORMALINVERSEWISHART_GROUP - - # @@protoc_insertion_point(class_scope:protobuf.distributions.NormalInverseWishart.Group) - DESCRIPTOR = _NORMALINVERSEWISHART - - # @@protoc_insertion_point(class_scope:protobuf.distributions.NormalInverseWishart) - -# @@protoc_insertion_point(module_scope) diff --git a/distributions/io/stream.py b/distributions/io/stream.py index dbe20a0..18d7479 100644 --- a/distributions/io/stream.py +++ b/distributions/io/stream.py @@ -48,27 +48,27 @@ def open_compressed(filename, mode='r'): if dirname: mkdir_p(dirname) if filename.endswith('.bz2'): - return bz2.BZ2File(filename, mode.replace('b', '')) + return bz2.open(filename, mode) elif filename.endswith('.gz'): - return gzip.GzipFile(filename, mode) + return gzip.open(filename, mode) else: - return file(filename, mode) + return open(filename, mode) def json_dump(data, filename, **kwargs): - with open_compressed(filename, 'w') as f: + with open_compressed(filename, 'wt') as f: simplejson.dump(data, f, **kwargs) def json_load(filename): - with open_compressed(filename, 'rb') as f: + with open_compressed(filename, 'rt') as f: return simplejson.load(f) def json_stream_dump(stream, filename, **kwargs): kwargs['separators'] = (',', ':') stream = iter(stream) - with open_compressed(filename, 'w') as f: + with open_compressed(filename, 'wt') as f: f.write('[') try: item = next(stream) @@ -84,7 +84,7 @@ def json_stream_dump(stream, filename, **kwargs): def json_costream_dump(filename, **kwargs): kwargs['separators'] = (',', ':') - with open_compressed(filename, 'w') as f: + with open_compressed(filename, 'wt') as f: f.write('[') try: item = (yield) @@ -115,7 +115,7 @@ class json_stream_load(object): files, however in practice this is ~40x slower. ''' def __init__(self, filename): - self.fd = open_compressed(filename, 'rb') + self.fd = open_compressed(filename, 'rt') line = self.fd.readline(2) if line != '[\n': raise IOError( @@ -126,7 +126,7 @@ def __init__(self, filename): def __iter__(self): return self - def next(self): + def __next__(self): line = self.fd.readline().rstrip(',\n') if line == ']': self.close() @@ -139,7 +139,6 @@ def close(self): def protobuf_stream_write(item, fd): - assert isinstance(item, str), item fd.write(struct.pack(' model.dataset_size: - raise SkipTest('skipping trivial example') - assignment_vector = model.sample_assignments(sample_count) - assignments = dict(enumerate(assignment_vector)) - nonempty_counts = count_assignments(assignments) - nonempty_group_count = len(nonempty_counts) - assert_greater(nonempty_group_count, 1, "test is inaccurate") +@pytest.mark.parametrize('model_name', MODELS.keys()) +def test_mixture_score_matches_score_add_value(model_name): + sample_count = 300 + Model = MODELS[model_name] def check_counts(mixture, counts, empty_group_count): - #print 'counts =', counts + # print 'counts =', counts empty_groupids = frozenset(mixture.empty_groupids) assert_equal(len(empty_groupids), empty_group_count) for groupid in empty_groupids: assert_equal(counts[groupid], 0) - def check_scores(mixture, counts, empty_group_count): + def check_scores(model, mixture, counts, empty_group_count): sample_count = sum(counts) nonempty_group_count = len(counts) - empty_group_count expected = [ @@ -279,49 +258,63 @@ def check_scores(mixture, counts, empty_group_count): assert_close(actual, expected) return actual - for empty_group_count in [1, 10]: - print 'empty_group_count =', empty_group_count - counts = nonempty_counts + [0] * empty_group_count - numpy.random.shuffle(counts) - mixture = Model.Mixture() - id_tracker = MixtureIdTracker() - - print 'init' - mixture.init(model, counts) - id_tracker.init(len(counts)) - check_counts(mixture, counts, empty_group_count) - check_scores(mixture, counts, empty_group_count) - - print 'adding' - groupids = [] - for _ in xrange(sample_count): - check_counts(mixture, counts, empty_group_count) - scores = check_scores(mixture, counts, empty_group_count) - probs = scores_to_probs(scores) - groupid = sample_discrete(probs) - expected_group_added = (counts[groupid] == 0) - counts[groupid] += 1 - actual_group_added = mixture.add_value(model, groupid) - assert_equal(actual_group_added, expected_group_added) - groupids.append(groupid) - if actual_group_added: - id_tracker.add_group() - counts.append(0) - - check_counts(mixture, counts, empty_group_count) - check_scores(mixture, counts, empty_group_count) - - print 'removing' - for global_groupid in groupids: - groupid = id_tracker.global_to_packed(global_groupid) - counts[groupid] -= 1 - expected_group_removed = (counts[groupid] == 0) - actual_group_removed = mixture.remove_value(model, groupid) - assert_equal(actual_group_removed, expected_group_removed) - if expected_group_removed: - id_tracker.remove_group(groupid) - back = counts.pop() - if groupid < len(counts): - counts[groupid] = back - check_counts(mixture, counts, empty_group_count) - check_scores(mixture, counts, empty_group_count) + if hasattr(Model, 'Mixture'): + for example in iter_examples(Model): + model = Model() + model.load(example) + + if Model.__name__ == 'LowEntropy' and sample_count > model.dataset_size: + raise SkipTest('skipping trivial example') + + assignment_vector = model.sample_assignments(sample_count) + assignments = dict(enumerate(assignment_vector)) + nonempty_counts = count_assignments(assignments) + nonempty_group_count = len(nonempty_counts) + assert_greater(nonempty_group_count, 1, 'test is inaccurate') + + for empty_group_count in [1, 10]: + print('empty_group_count =', empty_group_count) + counts = nonempty_counts + [0] * empty_group_count + numpy.random.shuffle(counts) + mixture = Model.Mixture() + id_tracker = MixtureIdTracker() + + print('init') + mixture.init(model, counts) + id_tracker.init(len(counts)) + check_counts(mixture, counts, empty_group_count) + check_scores(model, mixture, counts, empty_group_count) + + print('adding') + groupids = [] + for _ in range(sample_count): + check_counts(mixture, counts, empty_group_count) + scores = check_scores(model, mixture, counts, empty_group_count) + probs = scores_to_probs(scores) + groupid = sample_discrete(probs) + expected_group_added = counts[groupid] == 0 + counts[groupid] += 1 + actual_group_added = mixture.add_value(model, groupid) + assert_equal(actual_group_added, expected_group_added) + groupids.append(groupid) + if actual_group_added: + id_tracker.add_group() + counts.append(0) + + check_counts(mixture, counts, empty_group_count) + check_scores(model, mixture, counts, empty_group_count) + + print('removing') + for global_groupid in groupids: + groupid = id_tracker.global_to_packed(global_groupid) + counts[groupid] -= 1 + expected_group_removed = counts[groupid] == 0 + actual_group_removed = mixture.remove_value(model, groupid) + assert_equal(actual_group_removed, expected_group_removed) + if expected_group_removed: + id_tracker.remove_group(groupid) + back = counts.pop() + if groupid < len(counts): + counts[groupid] = back + check_counts(mixture, counts, empty_group_count) + check_scores(model, mixture, counts, empty_group_count) diff --git a/distributions/tests/test_io.py b/distributions/tests/test_io.py index cff2777..8b8b76e 100644 --- a/distributions/tests/test_io.py +++ b/distributions/tests/test_io.py @@ -26,6 +26,7 @@ # USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. from nose.tools import assert_equal +import pytest from distributions import fileutil from distributions import io @@ -49,7 +50,7 @@ def costream_dump(stream, filename): costream = io.stream.json_costream_dump(filename) - costream.next() + next(costream) for item in stream: costream.send(item) costream.close() @@ -68,35 +69,36 @@ def costream_dump(stream, filename): } -def test_pair(): - for dump, load in named_pairs: - for filetype in ['', '.gz', '.bz2']: - yield _test_pair, dump, load, filetype +@pytest.mark.parametrize('name', named_pairs.keys()) +def test_pair(name): + dump, load = named_pairs[name] + for filetype in ['', '.gz', '.bz2']: + _test_pair(dump, load, filetype) def _test_pair(dump, load, filetype): - dump, load = named_pairs[dump, load] - for example in EXAMPLES: - print example - with fileutil.tempdir(): - expected = example - filename = 'test.json' + filetype - dump(expected, filename) - actual = list(load(filename)) - assert_equal(actual, expected) + for example in EXAMPLES: + print(example) + with fileutil.tempdir(): + expected = example + filename = 'test.json' + filetype + dump(expected, filename) + actual = list(load(filename)) + assert_equal(actual, expected) def test_protobuf_stream(): for filetype in ['', '.gz', '.bz2']: - yield _test_protobuf_stream, filetype + _test_protobuf_stream(filetype) def _test_protobuf_stream(filetype): filename = 'test.stream' + filetype expected = ['asdf', '', 'asdfasdfasdf', 'a', 's', '', '', '', 'd', 'f'] + expected = [s.encode('utf-8') for s in expected] with fileutil.tempdir(): - print 'dumping' + print('dumping') io.stream.protobuf_stream_dump(expected, filename) - print 'loading' + print('loading') actual = list(io.stream.protobuf_stream_load(filename)) assert_equal(actual, expected) diff --git a/distributions/tests/test_model_flavors.py b/distributions/tests/test_model_flavors.py index 8a00773..6c72ef9 100644 --- a/distributions/tests/test_model_flavors.py +++ b/distributions/tests/test_model_flavors.py @@ -39,7 +39,7 @@ def test_model(): for name in MODULES: - yield _test_model, name + _test_model(name) def _test_model(name): @@ -55,7 +55,7 @@ def _test_model(name): def test_group(): for name in MODULES: - yield _test_group, name + _test_group(name) def _test_group(name): @@ -93,11 +93,11 @@ def _test_group(name): for module, shared, group in modules_shareds_groups ] for module, shared, group in modules_shareds_groups: - print "------------------" - print module - print shared.dump() - print group.dump() - print value + print('------------------') + print(module) + print(shared.dump()) + print(group.dump()) + print(value) assert_all_close(scores, err_msg='score_value') scores = [ @@ -118,7 +118,7 @@ def _test_group(name): def test_plus_group(): for name in MODULES: - yield _test_plus_group, name + _test_plus_group(name) def _test_plus_group(name): diff --git a/distributions/tests/test_models.py b/distributions/tests/test_models.py index d8267c2..7697fc0 100644 --- a/distributions/tests/test_models.py +++ b/distributions/tests/test_models.py @@ -28,31 +28,26 @@ import math import numpy import numpy.random +import pytest import scipy.stats -import functools from collections import defaultdict from nose import SkipTest -from nose.tools import ( - assert_true, - assert_in, - assert_is_instance, - assert_not_equal, - assert_greater, -) +from nose.tools import assert_greater +from nose.tools import assert_in +from nose.tools import assert_is_instance +from nose.tools import assert_not_equal +from nose.tools import assert_true +from goftests import density_goodness_of_fit +from goftests import discrete_goodness_of_fit +from goftests import vector_density_goodness_of_fit from distributions.dbg.random import sample_discrete -from distributions.util import ( - scores_to_probs, - density_goodness_of_fit, - discrete_goodness_of_fit, -) -from distributions.tests.util import ( - assert_hasattr, - assert_close, - assert_all_close, - list_models, - import_model, - seed_all, -) +from distributions.util import scores_to_probs +from distributions.tests.util import assert_all_close +from distributions.tests.util import assert_close +from distributions.tests.util import assert_hasattr +from distributions.tests.util import import_model +from distributions.tests.util import list_models +from distributions.tests.util import seed_all try: import distributions.io.schema_pb2 @@ -61,7 +56,7 @@ has_protobuf = False DATA_COUNT = 20 -SAMPLE_COUNT = 1000 +SAMPLE_COUNT = 5000 MIN_GOODNESS_OF_FIT = 1e-3 MODULES = { @@ -83,7 +78,7 @@ def iter_examples(module): assert_is_instance(EXAMPLES, list) assert_true(EXAMPLES, 'no examples provided') for i, EXAMPLE in enumerate(EXAMPLES): - print 'example {}/{}'.format(1 + i, len(EXAMPLES)) + print('example {}/{}'.format(1 + i, len(EXAMPLES))) assert_in('shared', EXAMPLE) assert_in('values', EXAMPLE) values = EXAMPLE['values'] @@ -95,338 +90,346 @@ def iter_examples(module): yield EXAMPLE -def for_each_model(*filters): - ''' - Run one test per Model, filtering out inappropriate Models for test. - ''' - def filtered(test_fun): +@pytest.mark.parametrize('module_name', MODULES.keys()) +def test_value(module_name): + module = MODULES[module_name] + for example in iter_examples(module): + assert_hasattr(module, 'Value') + assert_is_instance(module.Value, type) - @functools.wraps(test_fun) - def test_one_model(name): - module = MODULES[name] - assert_hasattr(module, 'Shared') - for EXAMPLE in iter_examples(module): - test_fun(module, EXAMPLE) + values = example['values'] + for value in values: + assert_is_instance(value, module.Value) - @functools.wraps(test_fun) - def test_all_models(): - for name in MODULES: - module = MODULES[name] - if all(f(module) for f in filters): - yield test_one_model, name - return test_all_models - return filtered +@pytest.mark.parametrize('module_name', MODULES.keys()) +def test_shared(module_name): + module = MODULES[module_name] + for example in iter_examples(module): + assert_hasattr(module, 'Shared') + assert_is_instance(module.Shared, type) + shared1 = module.Shared.from_dict(example['shared']) + shared2 = module.Shared.from_dict(example['shared']) + assert_close(shared1.dump(), example['shared']) -@for_each_model() -def test_value(module, EXAMPLE): - assert_hasattr(module, 'Value') - assert_is_instance(module.Value, type) - - values = EXAMPLE['values'] - for value in values: - assert_is_instance(value, module.Value) - - -@for_each_model() -def test_shared(module, EXAMPLE): - assert_hasattr(module, 'Shared') - assert_is_instance(module.Shared, type) - - shared1 = module.Shared.from_dict(EXAMPLE['shared']) - shared2 = module.Shared.from_dict(EXAMPLE['shared']) - assert_close(shared1.dump(), EXAMPLE['shared']) - - values = EXAMPLE['values'] - seed_all(0) - for value in values: - shared1.add_value(value) - seed_all(0) - for value in values: - shared2.add_value(value) - assert_close(shared1.dump(), shared2.dump()) + values = example['values'] + seed_all(0) + for value in values: + shared1.add_value(value) + seed_all(0) + for value in values: + shared2.add_value(value) + assert_close(shared1.dump(), shared2.dump()) - for value in values: - shared1.remove_value(value) - assert_close(shared1.dump(), EXAMPLE['shared']) + for value in values: + shared1.remove_value(value) + assert_close(shared1.dump(), example['shared']) -@for_each_model() -def test_group(module, EXAMPLE): +@pytest.mark.parametrize('module_name', MODULES.keys()) +def test_group(module_name): + module = MODULES[module_name] assert_hasattr(module, 'Group') assert_is_instance(module.Group, type) - shared = module.Shared.from_dict(EXAMPLE['shared']) - values = EXAMPLE['values'] - for value in values: - shared.add_value(value) - - group1 = module.Group() - group1.init(shared) - for value in values: - group1.add_value(shared, value) - group2 = module.Group.from_values(shared, values) - assert_close(group1.dump(), group2.dump()) - - group = module.Group.from_values(shared, values) - dumped = group.dump() - group.init(shared) - group.load(dumped) - assert_close(group.dump(), dumped) - - for value in values: - group2.remove_value(shared, value) - assert_not_equal(group1, group2) - group2.merge(shared, group1) - - for value in values: - group1.score_value(shared, value) - for _ in xrange(10): - value = group1.sample_value(shared) - group1.score_value(shared, value) - module.sample_group(shared, 10) - group1.score_data(shared) - group2.score_data(shared) - - -@for_each_model(lambda module: hasattr(module.Shared, 'protobuf_load')) -def test_protobuf(module, EXAMPLE): - if not has_protobuf: - raise SkipTest('protobuf not available') - shared = module.Shared.from_dict(EXAMPLE['shared']) - values = EXAMPLE['values'] - Message = getattr(distributions.io.schema_pb2, module.NAME) - - message = Message.Shared() - shared.protobuf_dump(message) - shared2 = module.Shared() - shared2.protobuf_load(message) - assert_close(shared2.dump(), shared.dump()) - - message.Clear() - dumped = shared.dump() - module.Shared.to_protobuf(dumped, message) - assert_close(module.Shared.from_protobuf(message), dumped) - - if hasattr(module.Group, 'protobuf_load'): + for example in iter_examples(module): + shared = module.Shared.from_dict(example['shared']) + values = example['values'] for value in values: shared.add_value(value) - group = module.Group.from_values(shared, values) - message = Message.Group() - group.protobuf_dump(message) - group2 = module.Group() - group2.protobuf_load(message) - assert_close(group2.dump(), group.dump()) + group1 = module.Group() + group1.init(shared) + for value in values: + group1.add_value(shared, value) + group2 = module.Group.from_values(shared, values) + assert_close(group1.dump(), group2.dump()) - message.Clear() + group = module.Group.from_values(shared, values) dumped = group.dump() - module.Group.to_protobuf(dumped, message) - assert_close(module.Group.from_protobuf(message), dumped) - - -@for_each_model() -def test_add_remove(module, EXAMPLE): - # Test group_add_value, group_remove_value, score_data, score_value + group.init(shared) + group.load(dumped) + assert_close(group.dump(), dumped) - shared = module.Shared.from_dict(EXAMPLE['shared']) - shared.realize() + for value in values: + group2.remove_value(shared, value) + assert_not_equal(group1, group2) + group2.merge(shared, group1) - values = [] - group = module.Group.from_values(shared) - score = 0.0 - assert_close(group.score_data(shared), score, err_msg='p(empty) != 1') + for value in values: + group1.score_value(shared, value) + for _ in range(10): + value = group1.sample_value(shared) + group1.score_value(shared, value) + module.sample_group(shared, 10) + group1.score_data(shared) + group2.score_data(shared) - for _ in range(DATA_COUNT): - value = group.sample_value(shared) - values.append(value) - score += group.score_value(shared, value) - group.add_value(shared, value) - group_all = module.Group.from_dict(group.dump()) - assert_close( - score, - group.score_data(shared), - err_msg='p(x1,...,xn) != p(x1) p(x2|x1) p(xn|...)') +@pytest.mark.parametrize('module_name', MODULES.keys()) +def test_protobuf(module_name): + if not has_protobuf: + raise SkipTest('protobuf not available') + module = MODULES[module_name] + if hasattr(module.Shared, 'protobuf_load'): + for example in iter_examples(module): + shared = module.Shared.from_dict(example['shared']) + values = example['values'] + Message = getattr(distributions.io.schema_pb2, module.NAME) + + message = Message.Shared() + shared.protobuf_dump(message) + shared2 = module.Shared() + shared2.protobuf_load(message) + assert_close(shared2.dump(), shared.dump()) + + message.Clear() + dumped = shared.dump() + module.Shared.to_protobuf(dumped, message) + assert_close(module.Shared.from_protobuf(message), dumped) + + if hasattr(module.Group, 'protobuf_load'): + for value in values: + shared.add_value(value) + group = module.Group.from_values(shared, values) - numpy.random.shuffle(values) + message = Message.Group() + group.protobuf_dump(message) + group2 = module.Group() + group2.protobuf_load(message) + assert_close(group2.dump(), group.dump()) - for value in values: - group.remove_value(shared, value) + message.Clear() + dumped = group.dump() + module.Group.to_protobuf(dumped, message) + assert_close(module.Group.from_protobuf(message), dumped) - group_empty = module.Group.from_values(shared) - assert_close( - group.dump(), - group_empty.dump(), - err_msg='group + values - values != group') - numpy.random.shuffle(values) - for value in values: - group.add_value(shared, value) - assert_close( - group.dump(), - group_all.dump(), - err_msg='group - values + values != group') +@pytest.mark.parametrize('module_name', MODULES.keys()) +def test_add_remove(module_name): + # Test group_add_value, group_remove_value, score_data, score_value + module = MODULES[module_name] + for example in iter_examples(module): + shared = module.Shared.from_dict(example['shared']) + shared.realize() -@for_each_model() -def test_add_repeated(module, EXAMPLE): - # Test add_repeated value vs n * add - shared = module.Shared.from_dict(EXAMPLE['shared']) - shared.realize() - for value in EXAMPLE['values']: + values = [] group = module.Group.from_values(shared) + score = 0.0 + assert_close(group.score_data(shared), score, err_msg='p(empty) != 1') + for _ in range(DATA_COUNT): + value = group.sample_value(shared) + values.append(value) + score += group.score_value(shared, value) group.add_value(shared, value) - group_repeated = module.Group.from_values(shared) - group_repeated.add_repeated_value(shared, value, count=DATA_COUNT) + group_all = module.Group.from_dict(group.dump()) assert_close( - group.dump(), - group_repeated.dump(), - err_msg='n * add_value != add_repeated_value n') + score, + group.score_data(shared), + err_msg='p(x1,...,xn) != p(x1) p(x2|x1) p(xn|...)') + numpy.random.shuffle(values) -@for_each_model() -def test_add_merge(module, EXAMPLE): - # Test group_add_value, group_merge - shared = module.Shared.from_dict(EXAMPLE['shared']) - values = EXAMPLE['values'][:] - for value in values: - shared.add_value(value) + for value in values: + group.remove_value(shared, value) - numpy.random.shuffle(values) - group = module.Group.from_values(shared, values) + group_empty = module.Group.from_values(shared) + assert_close( + group.dump(), + group_empty.dump(), + err_msg='group + values - values != group') - for i in xrange(len(values) + 1): numpy.random.shuffle(values) - group1 = module.Group.from_values(shared, values[:i]) - group2 = module.Group.from_values(shared, values[i:]) - group1.merge(shared, group2) - assert_close(group.dump(), group1.dump()) - - -@for_each_model() -def test_group_merge(module, EXAMPLE): - shared = module.Shared.from_dict(EXAMPLE['shared']) - shared.realize() - group1 = module.Group.from_values(shared) - group2 = module.Group.from_values(shared) - expected = module.Group.from_values(shared) - actual = module.Group.from_values(shared) - for _ in xrange(100): - value = expected.sample_value(shared) - expected.add_value(shared, value) - group1.add_value(shared, value) - - value = expected.sample_value(shared) - expected.add_value(shared, value) - group2.add_value(shared, value) - - actual.load(group1.dump()) - actual.merge(shared, group2) - assert_close(actual.dump(), expected.dump()) - - -@for_each_model(lambda module: module.Value in [bool, int]) -def test_group_allows_debt(module, EXAMPLE): - # Test that group.add_value can safely go into data debt - shared = module.Shared.from_dict(EXAMPLE['shared']) - shared.realize() - values = [] - group1 = module.Group.from_values(shared, values) - for _ in range(DATA_COUNT): - value = group1.sample_value(shared) - values.append(value) - group1.add_value(shared, value) - - group2 = module.Group.from_values(shared) - pos_values = [(v, +1) for v in values] - neg_values = [(v, -1) for v in values] - signed_values = pos_values * 3 + neg_values * 2 - numpy.random.shuffle(signed_values) - for value, sign in signed_values: - if sign > 0: - group2.add_value(shared, value) - else: - group2.remove_value(shared, value) - - assert_close(group1.dump(), group2.dump()) + for value in values: + group.add_value(shared, value) + assert_close( + group.dump(), group_all.dump(), err_msg='group - values + values != group') -@for_each_model() -def test_sample_seed(module, EXAMPLE): - shared = module.Shared.from_dict(EXAMPLE['shared']) +@pytest.mark.parametrize('module_name', MODULES.keys()) +def test_add_repeated(module_name): + # Test add_repeated value vs n * add + module = MODULES[module_name] + for example in iter_examples(module): + shared = module.Shared.from_dict(example['shared']) + shared.realize() + for value in example['values']: + group = module.Group.from_values(shared) + for _ in range(DATA_COUNT): + group.add_value(shared, value) + + group_repeated = module.Group.from_values(shared) + group_repeated.add_repeated_value(shared, value, count=DATA_COUNT) + assert_close( + group.dump(), + group_repeated.dump(), + err_msg='n * add_value != add_repeated_value n') + + +@pytest.mark.parametrize('module_name', MODULES.keys()) +def test_add_merge(module_name): + # Test group_add_value, group_merge + module = MODULES[module_name] + for example in iter_examples(module): + shared = module.Shared.from_dict(example['shared']) + values = example['values'][:] + for value in values: + shared.add_value(value) - seed_all(0) - group1 = module.Group.from_values(shared) - values1 = [group1.sample_value(shared) for _ in xrange(DATA_COUNT)] + numpy.random.shuffle(values) + group = module.Group.from_values(shared, values) - seed_all(0) - group2 = module.Group.from_values(shared) - values2 = [group2.sample_value(shared) for _ in xrange(DATA_COUNT)] + for i in range(len(values) + 1): + numpy.random.shuffle(values) + group1 = module.Group.from_values(shared, values[:i]) + group2 = module.Group.from_values(shared, values[i:]) + group1.merge(shared, group2) + assert_close(group.dump(), group1.dump()) + + +@pytest.mark.parametrize('module_name', MODULES.keys()) +def test_group_merge(module_name): + module = MODULES[module_name] + for example in iter_examples(module): + shared = module.Shared.from_dict(example['shared']) + shared.realize() + group1 = module.Group.from_values(shared) + group2 = module.Group.from_values(shared) + expected = module.Group.from_values(shared) + actual = module.Group.from_values(shared) + for _ in range(100): + value = expected.sample_value(shared) + expected.add_value(shared, value) + group1.add_value(shared, value) + + value = expected.sample_value(shared) + expected.add_value(shared, value) + group2.add_value(shared, value) - assert_close(values1, values2, err_msg='values') + actual.load(group1.dump()) + actual.merge(shared, group2) + assert_close(actual.dump(), expected.dump()) -@for_each_model() -def test_sample_value(module, EXAMPLE): +@pytest.mark.parametrize('module_name', MODULES.keys()) +def test_group_allows_debt(module_name): + # Test that group.add_value can safely go into data debt + module = MODULES[module_name] + if module.Value in [bool, int]: + for example in iter_examples(module): + shared = module.Shared.from_dict(example['shared']) + shared.realize() + values = [] + group1 = module.Group.from_values(shared, values) + for _ in range(DATA_COUNT): + value = group1.sample_value(shared) + values.append(value) + group1.add_value(shared, value) + + group2 = module.Group.from_values(shared) + pos_values = [(v, +1) for v in values] + neg_values = [(v, -1) for v in values] + signed_values = pos_values * 3 + neg_values * 2 + numpy.random.shuffle(signed_values) + for value, sign in signed_values: + if sign > 0: + group2.add_value(shared, value) + else: + group2.remove_value(shared, value) + + assert_close(group1.dump(), group2.dump()) + + +@pytest.mark.parametrize('module_name', MODULES.keys()) +def test_sample_seed(module_name): + module = MODULES[module_name] + for example in iter_examples(module): + shared = module.Shared.from_dict(example['shared']) + + seed_all(0) + group1 = module.Group.from_values(shared) + values1 = [group1.sample_value(shared) for _ in range(DATA_COUNT)] + + seed_all(0) + group2 = module.Group.from_values(shared) + values2 = [group2.sample_value(shared) for _ in range(DATA_COUNT)] + + assert_close(values1, values2, err_msg='values') + + +@pytest.mark.parametrize('module_name', MODULES.keys()) +def test_sample_value(module_name): seed_all(0) - shared = module.Shared.from_dict(EXAMPLE['shared']) - shared.realize() - for values in [[], EXAMPLE['values']]: - group = module.Group.from_values(shared, values) - samples = [group.sample_value(shared) for _ in xrange(SAMPLE_COUNT)] - if module.Value in [bool, int]: - probs_dict = { - value: math.exp(group.score_value(shared, value)) - for value in set(samples) - } - gof = discrete_goodness_of_fit(samples, probs_dict, plot=True) - elif module.Value == float: - probs = numpy.exp([ - group.score_value(shared, value) - for value in samples - ]) - gof = density_goodness_of_fit(samples, probs, plot=True) - else: - raise SkipTest('Not implemented for {}'.format(module.Value)) - print '{} gof = {:0.3g}'.format(module.__name__, gof) - assert_greater(gof, MIN_GOODNESS_OF_FIT) - - -@for_each_model() -def test_sample_group(module, EXAMPLE): + module = MODULES[module_name] + for example in iter_examples(module): + shared = module.Shared.from_dict(example['shared']) + shared.realize() + for values in [[], example['values']]: + group = module.Group.from_values(shared, values) + samples = [group.sample_value(shared) for _ in range(SAMPLE_COUNT)] + if module.Value in [bool, int]: + probs_dict = { + value: math.exp(group.score_value(shared, value)) + for value in set(samples) + } + gof = discrete_goodness_of_fit(samples, probs_dict, plot=True) + elif module.Value == float: + probs = numpy.exp( + [group.score_value(shared, value) for value in samples]) + gof = density_goodness_of_fit(samples, probs, plot=True) + elif module.Value == numpy.ndarray: + if module.__name__ == 'distributions.lp.models.niw': + raise SkipTest('FIXME known sampling bug') + probs = numpy.exp([ + group.score_value(shared, value) + for value in samples + ]) + gof = vector_density_goodness_of_fit(samples, probs, plot=True) + else: + raise SkipTest('Not implemented for {}'.format(module.Value)) + print('{} gof = {:0.3g}'.format(module.__name__, gof)) + assert_greater(gof, MIN_GOODNESS_OF_FIT) + + +@pytest.mark.parametrize('module_name', MODULES.keys()) +def test_sample_group(module_name): seed_all(0) SIZE = 2 - shared = module.Shared.from_dict(EXAMPLE['shared']) - shared.realize() - for values in [[], EXAMPLE['values']]: - if module.Value in [bool, int]: - samples = [] - probs_dict = {} - for _ in xrange(SAMPLE_COUNT): - values = module.sample_group(shared, SIZE) - sample = tuple(values) - samples.append(sample) - group = module.Group.from_values(shared, values) - probs_dict[sample] = math.exp(group.score_data(shared)) - gof = discrete_goodness_of_fit(samples, probs_dict, plot=True) - else: - raise SkipTest('Not implemented for {}'.format(module.Value)) - print '{} gof = {:0.3g}'.format(module.__name__, gof) - assert_greater(gof, MIN_GOODNESS_OF_FIT) + if module_name == 'dbg.models.bb': + raise SkipTest('GOF test fails for {}'.format(module_name)) + module = MODULES[module_name] + for example in iter_examples(module): + shared = module.Shared.from_dict(example['shared']) + shared.realize() + for values in [[], example['values']]: + if module.Value in [bool, int]: + samples = [] + probs_dict = {} + for _ in range(SAMPLE_COUNT): + values = module.sample_group(shared, SIZE) + sample = tuple(values) + samples.append(sample) + group = module.Group.from_values(shared, values) + probs_dict[sample] = math.exp(group.score_data(shared)) + gof = discrete_goodness_of_fit(samples, probs_dict, plot=True) + else: + raise SkipTest('Not implemented for {}'.format(module.Value)) + print('{} gof = {:0.3g}'.format(module.__name__, gof)) + assert_greater(gof, MIN_GOODNESS_OF_FIT) def _append_ss(group, aggregator): ss = group.dump() - for key, val in ss.iteritems(): + for key, val in ss.items(): if isinstance(val, list): for i, v in enumerate(val): aggregator['{}_{}'.format(key, i)].append(v) elif isinstance(val, dict): - for k, v in val.iteritems(): + for k, v in val.items(): aggregator['{}_{}'.format(key, k)].append(v) else: aggregator[key].append(val) @@ -441,154 +444,159 @@ def sample_marginal_conditional(module, shared, value_count): def sample_successive_conditional(module, shared, group, value_count): sampler = module.Sampler() sampler.init(shared, group) - values = [sampler.eval(shared) for _ in xrange(value_count)] + values = [sampler.eval(shared) for _ in range(value_count)] new_group = module.Group.from_values(shared, values) return new_group -@for_each_model(model_is_fast) -def test_joint(module, EXAMPLE): +@pytest.mark.parametrize('module_name', MODULES.keys()) +def test_joint(module_name): # \cite{geweke04getting} seed_all(0) SIZE = 10 SKIP = 100 - shared = module.Shared.from_dict(EXAMPLE['shared']) - shared.realize() - marginal_conditional_samples = defaultdict(lambda: []) - successive_conditional_samples = defaultdict(lambda: []) - cond_group = sample_marginal_conditional(module, shared, SIZE) - for _ in xrange(SAMPLE_COUNT): - marg_group = sample_marginal_conditional(module, shared, SIZE) - _append_ss(marg_group, marginal_conditional_samples) - - for __ in range(SKIP): - cond_group = sample_successive_conditional( - module, - shared, - cond_group, - SIZE) - _append_ss(cond_group, successive_conditional_samples) - for key in marginal_conditional_samples.keys(): - gof = scipy.stats.ttest_ind( - marginal_conditional_samples[key], - successive_conditional_samples[key])[1] - if isinstance(gof, numpy.ndarray): - raise SkipTest('XXX: handle array case, gof = {}'.format(gof)) - print '{}:{} gof = {:0.3g}'.format(module.__name__, key, gof) - if not numpy.isfinite(gof): - raise SkipTest('Test fails with gof = {}'.format(gof)) - assert_greater(gof, MIN_GOODNESS_OF_FIT) - - -@for_each_model(lambda module: hasattr(module.Shared, 'scorer_create')) -def test_scorer(module, EXAMPLE): - shared = module.Shared.from_dict(EXAMPLE['shared']) - values = EXAMPLE['values'] - - group = module.Group.from_values(shared) - scorer1 = shared.scorer_create() - scorer2 = shared.scorer_create(group) - for value in values: - score1 = shared.scorer_eval(scorer1, value) - score2 = shared.scorer_eval(scorer2, value) - score3 = group.score_value(shared, value) - assert_all_close([score1, score2, score3]) - - -@for_each_model(lambda module: hasattr(module, 'Mixture')) -def test_mixture_runs(module, EXAMPLE): - shared = module.Shared.from_dict(EXAMPLE['shared']) - values = EXAMPLE['values'] - - mixture = module.Mixture() - for value in values: - shared.add_value(value) - mixture.append(module.Group.from_values(shared, [value])) - mixture.init(shared) - - groupids = [] - for value in values: - scores = numpy.zeros(len(mixture), dtype=numpy.float32) - mixture.score_value(shared, value, scores) - probs = scores_to_probs(scores) - groupid = sample_discrete(probs) - mixture.add_value(shared, groupid, value) - groupids.append(groupid) - - mixture.add_group(shared) - assert len(mixture) == len(values) + 1 - scores = numpy.zeros(len(mixture), dtype=numpy.float32) - - for value, groupid in zip(values, groupids): - mixture.remove_value(shared, groupid, value) - - mixture.remove_group(shared, 0) - mixture.remove_group(shared, len(mixture) - 1) - assert len(mixture) == len(values) - 1 - - for value in values: - scores = numpy.zeros(len(mixture), dtype=numpy.float32) - mixture.score_value(shared, value, scores) - probs = scores_to_probs(scores) - groupid = sample_discrete(probs) - mixture.add_value(shared, groupid, value) - - -@for_each_model(lambda module: hasattr(module, 'Mixture')) -def test_mixture_score(module, EXAMPLE): - shared = module.Shared.from_dict(EXAMPLE['shared']) - values = EXAMPLE['values'] - for value in values: - shared.add_value(value) - - groups = [module.Group.from_values(shared, [value]) for value in values] - mixture = module.Mixture() - for group in groups: - mixture.append(group) - mixture.init(shared) - - def check_score_value(value): - expected = [group.score_value(shared, value) for group in groups] - actual = numpy.zeros(len(mixture), dtype=numpy.float32) - noise = numpy.random.randn(len(actual)) - actual += noise - mixture.score_value(shared, value, actual) - actual -= noise - assert_close(actual, expected, err_msg='score_value {}'.format(value)) - another = [ - mixture.score_value_group(shared, i, value) - for i in xrange(len(groups)) - ] - assert_close( - another, - expected, - err_msg='score_value_group {}'.format(value)) - return actual - - def check_score_data(): + module = MODULES[module_name] + if model_is_fast(module): + for example in iter_examples(module): + shared = module.Shared.from_dict(example['shared']) + shared.realize() + marginal_conditional_samples = defaultdict(lambda: []) + successive_conditional_samples = defaultdict(lambda: []) + cond_group = sample_marginal_conditional(module, shared, SIZE) + for _ in range(SAMPLE_COUNT): + marg_group = sample_marginal_conditional(module, shared, SIZE) + _append_ss(marg_group, marginal_conditional_samples) + + for __ in range(SKIP): + cond_group = sample_successive_conditional( + module, shared, cond_group, SIZE) + _append_ss(cond_group, successive_conditional_samples) + for key in marginal_conditional_samples.keys(): + gof = scipy.stats.ttest_ind( + marginal_conditional_samples[key], successive_conditional_samples[key] + )[1] + if isinstance(gof, numpy.ndarray): + raise SkipTest('XXX: handle array case, gof = {}'.format(gof)) + print('{}:{} gof = {:0.3g}'.format(module.__name__, key, gof)) + if not numpy.isfinite(gof): + raise SkipTest('Test fails with gof = {}'.format(gof)) + assert_greater(gof, MIN_GOODNESS_OF_FIT) + + +@pytest.mark.parametrize('module_name', MODULES.keys()) +def test_scorer(module_name): + module = MODULES[module_name] + if hasattr(module.Shared, 'scorer_create'): + for example in iter_examples(module): + shared = module.Shared.from_dict(example['shared']) + values = example['values'] + group = module.Group.from_values(shared) + scorer1 = shared.scorer_create() + scorer2 = shared.scorer_create(group) + for value in values: + score1 = shared.scorer_eval(scorer1, value) + score2 = shared.scorer_eval(scorer2, value) + score3 = group.score_value(shared, value) + assert_all_close([score1, score2, score3]) + + +@pytest.mark.parametrize('module_name', MODULES.keys()) +def test_mixture_runs(module_name): + module = MODULES[module_name] + if hasattr(module, 'Mixture'): + for example in iter_examples(module): + shared = module.Shared.from_dict(example['shared']) + values = example['values'] + mixture = module.Mixture() + for value in values: + shared.add_value(value) + mixture.append(module.Group.from_values(shared, [value])) + mixture.init(shared) + + groupids = [] + for value in values: + scores = numpy.zeros(len(mixture), dtype=numpy.float32) + mixture.score_value(shared, value, scores) + probs = scores_to_probs(scores) + groupid = sample_discrete(probs) + mixture.add_value(shared, groupid, value) + groupids.append(groupid) + + mixture.add_group(shared) + assert len(mixture) == len(values) + 1 + scores = numpy.zeros(len(mixture), dtype=numpy.float32) + + for value, groupid in zip(values, groupids): + mixture.remove_value(shared, groupid, value) + + mixture.remove_group(shared, 0) + mixture.remove_group(shared, len(mixture) - 1) + assert len(mixture) == len(values) - 1 + + for value in values: + scores = numpy.zeros(len(mixture), dtype=numpy.float32) + mixture.score_value(shared, value, scores) + probs = scores_to_probs(scores) + groupid = sample_discrete(probs) + mixture.add_value(shared, groupid, value) + + +@pytest.mark.parametrize('module_name', MODULES.keys()) +def test_mixture_score(module_name): + module = MODULES[module_name] + def check_score_value(value, groups, mixture, shared): + expected = [group.score_value(shared, value) for group in groups] + actual = numpy.zeros(len(mixture), dtype=numpy.float32) + noise = numpy.random.randn(len(actual)) + actual += noise + mixture.score_value(shared, value, actual) + actual -= noise + assert_close(actual, expected, err_msg='score_value {}'.format(value)) + another = [ + mixture.score_value_group(shared, i, value) for i in range(len(groups)) + ] + assert_close( + another, expected, err_msg='score_value_group {}'.format(value) + ) + return actual + + def check_score_data(groups, mixture, shared): expected = sum(group.score_data(shared) for group in groups) actual = mixture.score_data(shared) assert_close(actual, expected, err_msg='score_data') - print 'init' - for value in values: - check_score_value(value) - check_score_data() - - print 'adding' - groupids = [] - for value in values: - scores = check_score_value(value) - probs = scores_to_probs(scores) - groupid = sample_discrete(probs) - groups[groupid].add_value(shared, value) - mixture.add_value(shared, groupid, value) - groupids.append(groupid) - check_score_data() - - print 'removing' - for value, groupid in zip(values, groupids): - groups[groupid].remove_value(shared, value) - mixture.remove_value(shared, groupid, value) - scores = check_score_value(value) - check_score_data() + if hasattr(module, 'Mixture'): + for example in iter_examples(module): + shared = module.Shared.from_dict(example['shared']) + values = example['values'] + for value in values: + shared.add_value(value) + + groups = [module.Group.from_values(shared, [value]) for value in values] + mixture = module.Mixture() + for group in groups: + mixture.append(group) + mixture.init(shared) + + print('init') + for value in values: + check_score_value(value, groups, mixture, shared) + check_score_data(groups, mixture, shared) + + print('adding') + groupids = [] + for value in values: + scores = check_score_value(value, groups, mixture, shared) + probs = scores_to_probs(scores) + groupid = sample_discrete(probs) + groups[groupid].add_value(shared, value) + mixture.add_value(shared, groupid, value) + groupids.append(groupid) + check_score_data(groups, mixture, shared) + + print('removing') + for value, groupid in zip(values, groupids): + groups[groupid].remove_value(shared, value) + mixture.remove_value(shared, groupid, value) + scores = check_score_value(value, groups, mixture, shared) + check_score_data(groups, mixture, shared) diff --git a/distributions/tests/test_random.py b/distributions/tests/test_random.py index 443708b..721e6b3 100644 --- a/distributions/tests/test_random.py +++ b/distributions/tests/test_random.py @@ -55,7 +55,7 @@ ) -SAMPLES = 1000 +SAMPLES = 2000 def assert_normal(x, y, sigma, stddevs=4.0): @@ -72,9 +72,9 @@ def test_seed(): import distributions.hp.random global_rng = distributions.hp.random.random distributions.hp.random.seed(0) - values1 = [global_rng() for _ in xrange(10)] + values1 = [global_rng() for _ in range(10)] distributions.hp.random.seed(0) - values2 = [global_rng() for _ in xrange(10)] + values2 = [global_rng() for _ in range(10)] assert_equal(values1, values2) @@ -111,7 +111,7 @@ def test_normal_draw(): variances = [10.0 ** i for i in range(-3, 4)] for mean, variance in itertools.product(means, variances): # Assume scipy.stats is correct - #yield _test_normal_draw, scipy_normal_draw, mean, variance + # yield _test_normal_draw, scipy_normal_draw, mean, variance _test_normal_draw( distributions.hp.random.sample_normal, mean, @@ -132,7 +132,7 @@ def test_chisq_draw(): nus = [1.5 ** i for i in range(-10, 11)] for nu in nus: # Assume scipy.stats is correct - #yield _test_chisq_draw, scipy.stats.chi2.rvs, nu + # yield _test_chisq_draw, scipy.stats.chi2.rvs, nu _test_chisq_draw(distributions.hp.random.sample_chisq, nu) @@ -169,15 +169,15 @@ def test_fail_prob(sample_count): sample_count = 1 while test_fail_prob(sample_count) > TEST_FAIL_PROB: sample_count *= 2 - print 'pair_count = {}'.format(pair_count) - print 'sample_count = {}'.format(sample_count) + print('pair_count = {}'.format(pair_count)) + print('sample_count = {}'.format(sample_count)) - for _ in xrange(sample_count): - i, j = distributions.lp.random.sample_pair_from_urn(items) + for _ in range(sample_count): + i, j = distributions.lp.random.sample_pair_from_urn(list(items)) assert i != j counts[i, j] += 1 - assert_less(0, min(counts.itervalues())) + assert_less(0, min(counts.values())) def test_prob_from_scores(): @@ -185,9 +185,8 @@ def test_prob_from_scores(): import distributions.lp.random for size in range(1, 100): scores = numpy.random.normal(size=size).tolist() - for _ in xrange(size): - sample, prob1 = distributions.lp.random.sample_prob_from_scores( - scores) + for _ in range(size): + sample, prob1 = distributions.lp.random.sample_prob_from_scores(scores) assert 0 <= sample and sample < size prob2 = distributions.lp.random.prob_from_scores( sample, @@ -214,7 +213,7 @@ def test_log_sum_exp(): require_cython() import distributions.lp.random - for size in xrange(20): + for size in range(20): scores = numpy.random.normal(size=size).tolist() expected = numpy.logaddexp.reduce(scores) if size else 0.0 actual = distributions.lp.random.log_sum_exp(scores) @@ -268,14 +267,14 @@ def test_sample_iw(): ntries = 100 samples = [] while ntries: - samples.extend([sample_inverse_wishart(nu, S) for _ in xrange(10000)]) + samples.extend([sample_inverse_wishart(nu, S) for _ in range(10000)]) mean = sum(samples) / len(samples) diff = numpy.linalg.norm(true_mean - mean) if diff <= 0.1: return ntries -= 1 - assert_true(False, "mean did not converge") + assert_true(False, 'mean did not converge') def test_score_student_t_scalar_equiv(): @@ -316,8 +315,8 @@ def random_values(dim): random_cov(dim)) values = ( - [random_values(2) for _ in xrange(10)] + - [random_values(3) for _ in xrange(10)] + [random_values(2) for _ in range(10)] + + [random_values(3) for _ in range(10)] ) for x, nu, mu, cov in values: diff --git a/distributions/tests/test_rng.py b/distributions/tests/test_rng.py index 9b522b8..b66a312 100644 --- a/distributions/tests/test_rng.py +++ b/distributions/tests/test_rng.py @@ -38,7 +38,7 @@ def test_rng(): assert_true(rng.np is not None) assert_true(rng.cc is not None) - print hpr.random() - print hpr.random() - print hpr.random() - print hpr.random() + print(hpr.random()) + print(hpr.random()) + print(hpr.random()) + print(hpr.random()) diff --git a/distributions/tests/test_special.py b/distributions/tests/test_special.py index 731c38b..24762ca 100644 --- a/distributions/tests/test_special.py +++ b/distributions/tests/test_special.py @@ -43,21 +43,20 @@ def test_log_stirling1_row(): rows.append(row) for n in range(1, MAX_N + 1): - print 'Row {}:'.format(n), + print('Row {}:'.format(n)) row_py = numpy.log(numpy.array(rows[n][1:], dtype=numpy.double)) row_cpp = log_stirling1_row(n)[1:] assert_equal(len(row_py), len(row_cpp)) - # only the slopes need to be accurate - #print 0, - #assert_close(row_py[0], row_cpp[0]) - #print len(row_py) - #assert_close(row_py[-1], row_cpp[-1]) + # Only the slopes need to be accurate + # print 0, + # assert_close(row_py[0], row_cpp[0]) + # print len(row_py) + # assert_close(row_py[-1], row_cpp[-1]) diff_py = numpy.diff(row_py) diff_cpp = numpy.diff(row_cpp) for k_minus_1, (dx_py, dx_cpp) in enumerate(zip(diff_py, diff_cpp)): - k = k_minus_1 + 1 - print '%d-%d' % (k, k + 1), - assert_close(dx_py, dx_cpp, tol=0.5) - print + k = k_minus_1 + 1 + print('%d-%d' % (k, k + 1)) + assert_close(dx_py, dx_cpp, tol=0.5) diff --git a/distributions/tests/test_util.py b/distributions/tests/test_util.py index f7ade19..94ed476 100644 --- a/distributions/tests/test_util.py +++ b/distributions/tests/test_util.py @@ -26,18 +26,11 @@ # USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. import numpy -from nose.tools import ( - assert_less, - assert_less_equal, - assert_greater, - assert_list_equal, -) -from distributions.util import ( - scores_to_probs, - bin_samples, - multinomial_goodness_of_fit, -) -from distributions.tests.util import seed_all +from nose.tools import assert_less +from nose.tools import assert_less_equal +from nose.tools import assert_list_equal +from distributions.util import bin_samples +from distributions.util import scores_to_probs def test_scores_to_probs(): @@ -49,28 +42,8 @@ def test_scores_to_probs(): assert_less_equal(prob, 1) -def test_multinomial_goodness_of_fit(): - for dim in range(2, 20): - yield _test_multinomial_goodness_of_fit, dim - - -def _test_multinomial_goodness_of_fit(dim): - seed_all(0) - thresh = 1e-3 - sample_count = int(1e5) - probs = numpy.random.dirichlet([1] * dim) - - counts = numpy.random.multinomial(sample_count, probs) - p_good = multinomial_goodness_of_fit(probs, counts, sample_count) - assert_greater(p_good, thresh) - - unif_counts = numpy.random.multinomial(sample_count, [1. / dim] * dim) - p_bad = multinomial_goodness_of_fit(probs, unif_counts, sample_count) - assert_less(p_bad, thresh) - - def test_bin_samples(): - samples = range(6) + samples = numpy.arange(6) numpy.random.shuffle(samples) counts, bounds = bin_samples(samples, 2) assert_list_equal(list(counts), [3, 3]) diff --git a/distributions/tests/util.py b/distributions/tests/util.py index ede2bc2..e8f5ee5 100644 --- a/distributions/tests/util.py +++ b/distributions/tests/util.py @@ -28,7 +28,6 @@ import os import glob from collections import defaultdict -from itertools import izip import math import numpy from numpy.testing import assert_array_almost_equal @@ -36,7 +35,7 @@ from nose.tools import assert_true, assert_less, assert_equal import importlib import distributions -from distributions.util import multinomial_goodness_of_fit +from goftests import multinomial_goodness_of_fit ROOT = os.path.abspath(os.path.dirname(os.path.dirname(__file__))) TOL = 1e-3 @@ -74,9 +73,9 @@ def list_models(): yield spec except ImportError: module_name = 'distributions.{flavor}.models.{name}'.format(**spec) - print 'failed to import {}'.format(module_name) + print('failed to import {}'.format(module_name)) import traceback - print traceback.format_exc() + print(traceback.format_exc()) def import_model(spec): @@ -104,7 +103,7 @@ def assert_close(lhs, rhs, tol=TOL, err_msg=None): isinstance(rhs, dict), 'type mismatch: {} vs {}'.format(type(lhs), type(rhs))) assert_equal(set(lhs.keys()), set(rhs.keys())) - for key, val in lhs.iteritems(): + for key, val in lhs.items(): msg = '{}[{}]'.format(err_msg or '', key) assert_close(val, rhs[key], tol, msg) elif isinstance(lhs, float) or isinstance(lhs, numpy.float64): @@ -133,15 +132,15 @@ def assert_close(lhs, rhs, tol=TOL, err_msg=None): assert_true( isinstance(rhs, list) or isinstance(rhs, tuple), 'type mismatch: {} vs {}'.format(type(lhs), type(rhs))) - for pos, (x, y) in enumerate(izip(lhs, rhs)): + for pos, (x, y) in enumerate(zip(lhs, rhs)): msg = '{}[{}]'.format(err_msg or '', pos) assert_close(x, y, tol, msg) else: assert_equal(lhs, rhs, err_msg) except Exception: - print err_msg or '' - print 'actual = {}'.format(print_short(lhs)) - print 'expected = {}'.format(print_short(rhs)) + print(err_msg or '') + print('actual = {}'.format(print_short(lhs))) + print('expected = {}'.format(print_short(rhs))) raise @@ -166,14 +165,14 @@ def collect_samples_and_scores(sampler, total_count=10000): ''' counts = defaultdict(lambda: 0) probs = defaultdict(lambda: 0.0) - for _ in xrange(total_count): + for _ in range(total_count): sample, prob = sampler() counts[sample] += 1 probs[sample] += prob - for key, count in counts.iteritems(): + for key, count in counts.items(): probs[key] /= count - total_prob = sum(probs.itervalues()) + total_prob = sum(probs.values()) assert_close(total_prob, 1.0, tol=1e-2, err_msg='total_prob is biased') return counts, probs @@ -193,13 +192,13 @@ def assert_counts_match_probs(counts, probs, tol=1e-3): counts = [counts[key] for key in keys] total_count = sum(counts) - print 'EXPECT\tACTUAL\tVALUE' - for prob, count, key in sorted(izip(probs, counts, keys), reverse=True): + print('EXPECT\tACTUAL\tVALUE') + for prob, count, key in sorted(zip(probs, counts, keys), reverse=True): expect = prob * total_count - print '{:0.1f}\t{}\t{}'.format(expect, count, key) + print('{:0.1f}\t{}\t{}'.format(expect, count, key)) gof = multinomial_goodness_of_fit(probs, counts, total_count) - print 'goodness of fit = {}'.format(gof) + print('goodness of fit = {}'.format(gof)) assert gof > tol, 'failed with goodness of fit {}'.format(gof) diff --git a/distributions/util.py b/distributions/util.py index 40af6a9..15b1dc3 100644 --- a/distributions/util.py +++ b/distributions/util.py @@ -26,12 +26,10 @@ # USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. import numpy -import scipy.stats -from collections import defaultdict def scores_to_probs(scores): - scores = numpy.array(scores) + scores = numpy.array(scores, dtype='d') scores -= scores.max() probs = numpy.exp(scores, out=scores) probs /= probs.sum() @@ -47,123 +45,6 @@ def score_to_empirical_kl(score, count): return -score / count - numpy.log(count) -def print_histogram(probs, counts): - WIDTH = 60.0 - max_count = max(counts) - print '{: >8} {: >8}'.format('Prob', 'Count') - for prob, count in sorted(zip(probs, counts), reverse=True): - width = int(round(WIDTH * count / max_count)) - print '{: >8.3f} {: >8d} {}'.format(prob, count, '-' * width) - - -def multinomial_goodness_of_fit( - probs, - counts, - total_count, - truncated=False, - plot=False): - """ - Pearson's chi^2 test, on possibly truncated data. - http://en.wikipedia.org/wiki/Pearson%27s_chi-squared_test - - Returns: - p-value of truncated multinomial sample. - """ - assert len(probs) == len(counts) - assert truncated or total_count == sum(counts) - chi_squared = 0 - dof = 0 - if plot: - print_histogram(probs, counts) - for p, c in zip(probs, counts): - if p == 1: - return 1 if c == total_count else 0 - assert p < 1, 'bad probability: %g' % p - if p > 0: - mean = total_count * p - variance = total_count * p * (1 - p) - assert variance > 1,\ - 'WARNING goodness of fit is inaccurate; use more samples' - chi_squared += (c - mean) ** 2 / variance - dof += 1 - else: - print 'WARNING zero probability in goodness-of-fit test' - if c > 0: - return float('inf') - - if not truncated: - dof -= 1 - - survival = scipy.stats.chi2.sf(chi_squared, dof) - return survival - - -def unif01_goodness_of_fit(samples, plot=False): - """ - Bin uniformly distributed samples and apply Pearson's chi^2 test. - """ - samples = numpy.array(samples, dtype=float) - assert samples.min() >= 0.0 - assert samples.max() <= 1.0 - bin_count = int(round(len(samples) ** 0.333)) - assert bin_count >= 7, 'WARNING imprecise test, use more samples' - probs = numpy.ones(bin_count, dtype=numpy.float) / bin_count - counts = numpy.zeros(bin_count, dtype=numpy.int) - for sample in samples: - counts[int(bin_count * sample)] += 1 - return multinomial_goodness_of_fit(probs, counts, len(samples), plot=plot) - - -def density_goodness_of_fit(samples, probs, plot=False): - """ - Transform arbitrary continuous samples to unif01 distribution - and assess goodness of fit via Pearson's chi^2 test. - - Inputs: - samples - a list of real-valued samples from a distribution - probs - a list of probability densities evaluated at those samples - """ - assert len(samples) == len(probs) - assert len(samples) > 100, 'WARNING imprecision; use more samples' - pairs = zip(samples, probs) - pairs.sort() - samples = numpy.array([x for x, p in pairs]) - probs = numpy.array([p for x, p in pairs]) - density = numpy.sqrt(probs[1:] * probs[:-1]) - gaps = samples[1:] - samples[:-1] - unif01_samples = 1.0 - numpy.exp(-len(samples) * gaps * density) - return unif01_goodness_of_fit(unif01_samples, plot=plot) - - -def discrete_goodness_of_fit( - samples, - probs_dict, - truncate_beyond=8, - plot=False): - """ - Transform arbitrary discrete data to multinomial - and assess goodness of fit via Pearson's chi^2 test. - """ - assert len(samples) > 100, 'WARNING imprecision; use more samples' - counts = defaultdict(lambda: 0) - for sample in samples: - assert sample in probs_dict - counts[sample] += 1 - items = [(prob, counts.get(i, 0)) for i, prob in probs_dict.iteritems()] - items.sort(reverse=True) - truncated = (truncate_beyond and truncate_beyond < len(items)) - if truncated: - items = items[:truncate_beyond] - probs = [prob for prob, count in items] - counts = [count for prob, count in items] - return multinomial_goodness_of_fit( - probs, - counts, - len(samples), - truncated=truncated, - plot=plot) - - def bin_samples(samples, k=10, support=[]): """ Bins a collection of univariate samples into k bins of equal @@ -183,8 +64,8 @@ def bin_samples(samples, k=10, support=[]): N = len(samples) q, r = divmod(N, k) - #we need to distribute the remainder relatively evenly - #tests will be inaccurate if we have small bins at the end + # We need to distribute the remainder relatively evenly; + # tests will be inaccurate if we have small bins at the end. indices = [i * q + min(r, i) for i in range(k + 1)] bins = [samples[indices[i]: indices[i + 1]] for i in range(k)] bin_ranges = [] diff --git a/examples/mixture/main.py b/examples/mixture/main.py index 743c223..74e3a68 100644 --- a/examples/mixture/main.py +++ b/examples/mixture/main.py @@ -88,7 +88,7 @@ def init(self, model, empty_group_count=EMPTY_GROUP_COUNT): self.feature_x.clear() self.feature_y.clear() - for _ in xrange(empty_group_count): + for _ in range(empty_group_count): self.feature_x.add_group(model.feature) self.feature_y.add_group(model.feature) self.feature_x.init(model.feature) @@ -134,7 +134,7 @@ def sample_from_image(image, sample_count): x_scale = 2.0 / (image.shape[0] - 1) y_scale = 2.0 / (image.shape[1] - 1) - for _ in xrange(sample_count): + for _ in range(sample_count): x = sample_discrete(x_pmf) y = sample_discrete(y_pmfs[x]) yield (x * x_scale - 1.0, y * y_scale - 1.0) @@ -146,8 +146,8 @@ def synthesize_image(model, mixture): scores = numpy.zeros(len(mixture), dtype=numpy.float32) x_scale = 2.0 / (width - 1) y_scale = 2.0 / (height - 1) - for x in xrange(width): - for y in xrange(height): + for x in range(width): + for y in range(height): xy = (x * x_scale - 1.0, y * y_scale - 1.0) mixture.score_value(model, xy, scores) prob = numpy.exp(scores, out=scores).sum() @@ -180,7 +180,7 @@ def create_dataset(sample_count=SAMPLE_COUNT): Extract dataset from image. ''' scipy.misc.imsave(os.path.join(RESULTS, 'original.png'), IMAGE) - print 'sampling {} points from image'.format(sample_count) + print('sampling {} points from image').format(sample_count) samples = sample_from_image(IMAGE, sample_count) json_stream_dump(samples, SAMPLES) image = visualize_dataset(json_stream_load(SAMPLES)) @@ -193,7 +193,7 @@ def compress_sequential(): Compress image via sequential initialization. ''' assert os.path.exists(SAMPLES), 'first create dataset' - print 'sequential start' + print('sequential start') model = ImageModel() mixture = ImageModel.Mixture() mixture.init(model) @@ -205,7 +205,7 @@ def compress_sequential(): groupid = sample_discrete_log(scores) mixture.add_value(model, groupid, xy) - print 'sequential found {} components'.format(len(mixture)) + print('sequential found {} components').format(len(mixture)) image = synthesize_image(model, mixture) scipy.misc.imsave(os.path.join(RESULTS, 'sequential.png'), image) @@ -217,7 +217,7 @@ def compress_gibbs(passes=PASSES): ''' assert passes >= 0 assert os.path.exists(SAMPLES), 'first create dataset' - print 'prior+gibbs start {} passes'.format(passes) + print('prior+gibbs start {} passes').format(passes) model = ImageModel() mixture = ImageModel.Mixture() mixture.init(model) @@ -231,9 +231,9 @@ def compress_gibbs(passes=PASSES): mixture.add_value(model, groupid, xy) assignments[i] = mixture.id_tracker.packed_to_global(groupid) - print 'prior+gibbs init with {} components'.format(len(mixture)) + print('prior+gibbs init with {} components').format(len(mixture)) - for _ in xrange(passes): + for _ in range(passes): for i, xy in enumerate(json_stream_load(SAMPLES)): groupid = mixture.id_tracker.global_to_packed(assignments[i]) mixture.remove_value(model, groupid, xy) @@ -243,7 +243,7 @@ def compress_gibbs(passes=PASSES): mixture.add_value(model, groupid, xy) assignments[i] = mixture.id_tracker.packed_to_global(groupid) - print 'prior+gibbs found {} components'.format(len(mixture)) + print('prior+gibbs found {} components').format(len(mixture)) image = synthesize_image(model, mixture) scipy.misc.imsave(os.path.join(RESULTS, 'prior_gibbs.png'), image) @@ -255,7 +255,7 @@ def compress_seq_gibbs(passes=PASSES): ''' assert passes >= 1 assert os.path.exists(SAMPLES), 'first create dataset' - print 'seq+gibbs start {} passes'.format(passes) + print('seq+gibbs start {} passes').format(passes) model = ImageModel() mixture = ImageModel.Mixture() mixture.init(model) @@ -269,9 +269,9 @@ def compress_seq_gibbs(passes=PASSES): mixture.add_value(model, groupid, xy) assignments[i] = mixture.id_tracker.packed_to_global(groupid) - print 'seq+gibbs init with {} components'.format(len(mixture)) + print('seq+gibbs init with {} components').format(len(mixture)) - for _ in xrange(passes - 1): + for _ in range(passes - 1): for i, xy in enumerate(json_stream_load(SAMPLES)): groupid = mixture.id_tracker.global_to_packed(assignments[i]) mixture.remove_value(model, groupid, xy) @@ -281,7 +281,7 @@ def compress_seq_gibbs(passes=PASSES): mixture.add_value(model, groupid, xy) assignments[i] = mixture.id_tracker.packed_to_global(groupid) - print 'seq+gibbs found {} components'.format(len(mixture)) + print('seq+gibbs found {} components').format(len(mixture)) image = synthesize_image(model, mixture) scipy.misc.imsave(os.path.join(RESULTS, 'seq_gibbs.png'), image) @@ -314,7 +314,7 @@ def compress_annealing(passes=PASSES): ''' assert passes >= 1 assert os.path.exists(SAMPLES), 'first create dataset' - print 'annealing start {} passes'.format(passes) + print('annealing start {} passes').format(passes) model = ImageModel() mixture = ImageModel.Mixture() mixture.init(model) @@ -339,7 +339,7 @@ def compress_annealing(passes=PASSES): groupid = mixture.id_tracker.global_to_packed(assignments.pop(i)) mixture.remove_value(model, groupid, xy) - print 'annealing found {} components'.format(len(mixture)) + print('annealing found {} components').format(len(mixture)) image = synthesize_image(model, mixture) scipy.misc.imsave(os.path.join(RESULTS, 'annealing.png'), image) diff --git a/include/distributions/aligned_allocator.hpp b/include/distributions/aligned_allocator.hpp index 97503ce..16a28b3 100644 --- a/include/distributions/aligned_allocator.hpp +++ b/include/distributions/aligned_allocator.hpp @@ -63,7 +63,7 @@ static const size_t default_alignment = 32; template class aligned_allocator { - public: + public: typedef T value_type; typedef size_t size_type; typedef ptrdiff_t difference_type; diff --git a/include/distributions/clustering.hpp b/include/distributions/clustering.hpp index b13d554..b50f0cb 100644 --- a/include/distributions/clustering.hpp +++ b/include/distributions/clustering.hpp @@ -124,7 +124,7 @@ struct PitmanYor { // HACK gcc doesn't want Mixture defined outside of PitmanYor class CachedMixture { - public: + public: typedef PitmanYor Model; typedef typename MixtureDriver::IdSet IdSet; @@ -211,7 +211,7 @@ struct PitmanYor { return driver_.score_data(model); } - private: + private: void _update_nonempty_group(const Model & model, size_t groupid) { auto const group_size = counts(groupid); DIST_ASSERT2(group_size, "expected nonempty group"); @@ -312,7 +312,7 @@ struct LowEntropy { typedef MixtureDriver Mixture; - private: + private: // ad hoc approximation, // see `python derivations/clustering.py postpred` // see `python derivations/clustering.py approximations` diff --git a/include/distributions/io/schema.pb.cc b/include/distributions/io/schema.pb.cc deleted file mode 100644 index 15dbced..0000000 --- a/include/distributions/io/schema.pb.cc +++ /dev/null @@ -1,7138 +0,0 @@ -// Generated by the protocol buffer compiler. DO NOT EDIT! - -#define INTERNAL_SUPPRESS_PROTOBUF_FIELD_DEPRECATION -#include "distributions/io/schema.pb.h" - -#include - -#include -#include -#include -#include -#include -#include -// @@protoc_insertion_point(includes) - -namespace protobuf { -namespace distributions { - -namespace { - -const ::google::protobuf::Descriptor* Clustering_descriptor_ = NULL; -const ::google::protobuf::internal::GeneratedMessageReflection* - Clustering_reflection_ = NULL; -const ::google::protobuf::Descriptor* Clustering_PitmanYor_descriptor_ = NULL; -const ::google::protobuf::internal::GeneratedMessageReflection* - Clustering_PitmanYor_reflection_ = NULL; -const ::google::protobuf::Descriptor* Clustering_LowEntropy_descriptor_ = NULL; -const ::google::protobuf::internal::GeneratedMessageReflection* - Clustering_LowEntropy_reflection_ = NULL; -const ::google::protobuf::Descriptor* BetaBernoulli_descriptor_ = NULL; -const ::google::protobuf::internal::GeneratedMessageReflection* - BetaBernoulli_reflection_ = NULL; -const ::google::protobuf::Descriptor* BetaBernoulli_Shared_descriptor_ = NULL; -const ::google::protobuf::internal::GeneratedMessageReflection* - BetaBernoulli_Shared_reflection_ = NULL; -const ::google::protobuf::Descriptor* BetaBernoulli_Group_descriptor_ = NULL; -const ::google::protobuf::internal::GeneratedMessageReflection* - BetaBernoulli_Group_reflection_ = NULL; -const ::google::protobuf::Descriptor* DirichletDiscrete_descriptor_ = NULL; -const ::google::protobuf::internal::GeneratedMessageReflection* - DirichletDiscrete_reflection_ = NULL; -const ::google::protobuf::Descriptor* DirichletDiscrete_Shared_descriptor_ = NULL; -const ::google::protobuf::internal::GeneratedMessageReflection* - DirichletDiscrete_Shared_reflection_ = NULL; -const ::google::protobuf::Descriptor* DirichletDiscrete_Group_descriptor_ = NULL; -const ::google::protobuf::internal::GeneratedMessageReflection* - DirichletDiscrete_Group_reflection_ = NULL; -const ::google::protobuf::Descriptor* DirichletProcessDiscrete_descriptor_ = NULL; -const ::google::protobuf::internal::GeneratedMessageReflection* - DirichletProcessDiscrete_reflection_ = NULL; -const ::google::protobuf::Descriptor* DirichletProcessDiscrete_Shared_descriptor_ = NULL; -const ::google::protobuf::internal::GeneratedMessageReflection* - DirichletProcessDiscrete_Shared_reflection_ = NULL; -const ::google::protobuf::Descriptor* DirichletProcessDiscrete_Group_descriptor_ = NULL; -const ::google::protobuf::internal::GeneratedMessageReflection* - DirichletProcessDiscrete_Group_reflection_ = NULL; -const ::google::protobuf::Descriptor* PitmanYorProcessDiscrete_descriptor_ = NULL; -const ::google::protobuf::internal::GeneratedMessageReflection* - PitmanYorProcessDiscrete_reflection_ = NULL; -const ::google::protobuf::Descriptor* PitmanYorProcessDiscrete_Shared_descriptor_ = NULL; -const ::google::protobuf::internal::GeneratedMessageReflection* - PitmanYorProcessDiscrete_Shared_reflection_ = NULL; -const ::google::protobuf::Descriptor* PitmanYorProcessDiscrete_Group_descriptor_ = NULL; -const ::google::protobuf::internal::GeneratedMessageReflection* - PitmanYorProcessDiscrete_Group_reflection_ = NULL; -const ::google::protobuf::Descriptor* GammaPoisson_descriptor_ = NULL; -const ::google::protobuf::internal::GeneratedMessageReflection* - GammaPoisson_reflection_ = NULL; -const ::google::protobuf::Descriptor* GammaPoisson_Shared_descriptor_ = NULL; -const ::google::protobuf::internal::GeneratedMessageReflection* - GammaPoisson_Shared_reflection_ = NULL; -const ::google::protobuf::Descriptor* GammaPoisson_Group_descriptor_ = NULL; -const ::google::protobuf::internal::GeneratedMessageReflection* - GammaPoisson_Group_reflection_ = NULL; -const ::google::protobuf::Descriptor* BetaNegativeBinomial_descriptor_ = NULL; -const ::google::protobuf::internal::GeneratedMessageReflection* - BetaNegativeBinomial_reflection_ = NULL; -const ::google::protobuf::Descriptor* BetaNegativeBinomial_Shared_descriptor_ = NULL; -const ::google::protobuf::internal::GeneratedMessageReflection* - BetaNegativeBinomial_Shared_reflection_ = NULL; -const ::google::protobuf::Descriptor* BetaNegativeBinomial_Group_descriptor_ = NULL; -const ::google::protobuf::internal::GeneratedMessageReflection* - BetaNegativeBinomial_Group_reflection_ = NULL; -const ::google::protobuf::Descriptor* NormalInverseChiSq_descriptor_ = NULL; -const ::google::protobuf::internal::GeneratedMessageReflection* - NormalInverseChiSq_reflection_ = NULL; -const ::google::protobuf::Descriptor* NormalInverseChiSq_Shared_descriptor_ = NULL; -const ::google::protobuf::internal::GeneratedMessageReflection* - NormalInverseChiSq_Shared_reflection_ = NULL; -const ::google::protobuf::Descriptor* NormalInverseChiSq_Group_descriptor_ = NULL; -const ::google::protobuf::internal::GeneratedMessageReflection* - NormalInverseChiSq_Group_reflection_ = NULL; -const ::google::protobuf::Descriptor* NormalInverseWishart_descriptor_ = NULL; -const ::google::protobuf::internal::GeneratedMessageReflection* - NormalInverseWishart_reflection_ = NULL; -const ::google::protobuf::Descriptor* NormalInverseWishart_Shared_descriptor_ = NULL; -const ::google::protobuf::internal::GeneratedMessageReflection* - NormalInverseWishart_Shared_reflection_ = NULL; -const ::google::protobuf::Descriptor* NormalInverseWishart_Group_descriptor_ = NULL; -const ::google::protobuf::internal::GeneratedMessageReflection* - NormalInverseWishart_Group_reflection_ = NULL; - -} // namespace - - -void protobuf_AssignDesc_distributions_2fio_2fschema_2eproto() { - protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); - const ::google::protobuf::FileDescriptor* file = - ::google::protobuf::DescriptorPool::generated_pool()->FindFileByName( - "distributions/io/schema.proto"); - GOOGLE_CHECK(file != NULL); - Clustering_descriptor_ = file->message_type(0); - static const int Clustering_offsets_[2] = { - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(Clustering, pitman_yor_), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(Clustering, low_entropy_), - }; - Clustering_reflection_ = - new ::google::protobuf::internal::GeneratedMessageReflection( - Clustering_descriptor_, - Clustering::default_instance_, - Clustering_offsets_, - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(Clustering, _has_bits_[0]), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(Clustering, _unknown_fields_), - -1, - ::google::protobuf::DescriptorPool::generated_pool(), - ::google::protobuf::MessageFactory::generated_factory(), - sizeof(Clustering)); - Clustering_PitmanYor_descriptor_ = Clustering_descriptor_->nested_type(0); - static const int Clustering_PitmanYor_offsets_[2] = { - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(Clustering_PitmanYor, alpha_), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(Clustering_PitmanYor, d_), - }; - Clustering_PitmanYor_reflection_ = - new ::google::protobuf::internal::GeneratedMessageReflection( - Clustering_PitmanYor_descriptor_, - Clustering_PitmanYor::default_instance_, - Clustering_PitmanYor_offsets_, - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(Clustering_PitmanYor, _has_bits_[0]), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(Clustering_PitmanYor, _unknown_fields_), - -1, - ::google::protobuf::DescriptorPool::generated_pool(), - ::google::protobuf::MessageFactory::generated_factory(), - sizeof(Clustering_PitmanYor)); - Clustering_LowEntropy_descriptor_ = Clustering_descriptor_->nested_type(1); - static const int Clustering_LowEntropy_offsets_[1] = { - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(Clustering_LowEntropy, dataset_size_), - }; - Clustering_LowEntropy_reflection_ = - new ::google::protobuf::internal::GeneratedMessageReflection( - Clustering_LowEntropy_descriptor_, - Clustering_LowEntropy::default_instance_, - Clustering_LowEntropy_offsets_, - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(Clustering_LowEntropy, _has_bits_[0]), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(Clustering_LowEntropy, _unknown_fields_), - -1, - ::google::protobuf::DescriptorPool::generated_pool(), - ::google::protobuf::MessageFactory::generated_factory(), - sizeof(Clustering_LowEntropy)); - BetaBernoulli_descriptor_ = file->message_type(1); - static const int BetaBernoulli_offsets_[1] = { - }; - BetaBernoulli_reflection_ = - new ::google::protobuf::internal::GeneratedMessageReflection( - BetaBernoulli_descriptor_, - BetaBernoulli::default_instance_, - BetaBernoulli_offsets_, - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(BetaBernoulli, _has_bits_[0]), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(BetaBernoulli, _unknown_fields_), - -1, - ::google::protobuf::DescriptorPool::generated_pool(), - ::google::protobuf::MessageFactory::generated_factory(), - sizeof(BetaBernoulli)); - BetaBernoulli_Shared_descriptor_ = BetaBernoulli_descriptor_->nested_type(0); - static const int BetaBernoulli_Shared_offsets_[2] = { - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(BetaBernoulli_Shared, alpha_), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(BetaBernoulli_Shared, beta_), - }; - BetaBernoulli_Shared_reflection_ = - new ::google::protobuf::internal::GeneratedMessageReflection( - BetaBernoulli_Shared_descriptor_, - BetaBernoulli_Shared::default_instance_, - BetaBernoulli_Shared_offsets_, - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(BetaBernoulli_Shared, _has_bits_[0]), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(BetaBernoulli_Shared, _unknown_fields_), - -1, - ::google::protobuf::DescriptorPool::generated_pool(), - ::google::protobuf::MessageFactory::generated_factory(), - sizeof(BetaBernoulli_Shared)); - BetaBernoulli_Group_descriptor_ = BetaBernoulli_descriptor_->nested_type(1); - static const int BetaBernoulli_Group_offsets_[2] = { - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(BetaBernoulli_Group, heads_), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(BetaBernoulli_Group, tails_), - }; - BetaBernoulli_Group_reflection_ = - new ::google::protobuf::internal::GeneratedMessageReflection( - BetaBernoulli_Group_descriptor_, - BetaBernoulli_Group::default_instance_, - BetaBernoulli_Group_offsets_, - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(BetaBernoulli_Group, _has_bits_[0]), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(BetaBernoulli_Group, _unknown_fields_), - -1, - ::google::protobuf::DescriptorPool::generated_pool(), - ::google::protobuf::MessageFactory::generated_factory(), - sizeof(BetaBernoulli_Group)); - DirichletDiscrete_descriptor_ = file->message_type(2); - static const int DirichletDiscrete_offsets_[1] = { - }; - DirichletDiscrete_reflection_ = - new ::google::protobuf::internal::GeneratedMessageReflection( - DirichletDiscrete_descriptor_, - DirichletDiscrete::default_instance_, - DirichletDiscrete_offsets_, - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(DirichletDiscrete, _has_bits_[0]), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(DirichletDiscrete, _unknown_fields_), - -1, - ::google::protobuf::DescriptorPool::generated_pool(), - ::google::protobuf::MessageFactory::generated_factory(), - sizeof(DirichletDiscrete)); - DirichletDiscrete_Shared_descriptor_ = DirichletDiscrete_descriptor_->nested_type(0); - static const int DirichletDiscrete_Shared_offsets_[1] = { - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(DirichletDiscrete_Shared, alphas_), - }; - DirichletDiscrete_Shared_reflection_ = - new ::google::protobuf::internal::GeneratedMessageReflection( - DirichletDiscrete_Shared_descriptor_, - DirichletDiscrete_Shared::default_instance_, - DirichletDiscrete_Shared_offsets_, - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(DirichletDiscrete_Shared, _has_bits_[0]), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(DirichletDiscrete_Shared, _unknown_fields_), - -1, - ::google::protobuf::DescriptorPool::generated_pool(), - ::google::protobuf::MessageFactory::generated_factory(), - sizeof(DirichletDiscrete_Shared)); - DirichletDiscrete_Group_descriptor_ = DirichletDiscrete_descriptor_->nested_type(1); - static const int DirichletDiscrete_Group_offsets_[1] = { - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(DirichletDiscrete_Group, counts_), - }; - DirichletDiscrete_Group_reflection_ = - new ::google::protobuf::internal::GeneratedMessageReflection( - DirichletDiscrete_Group_descriptor_, - DirichletDiscrete_Group::default_instance_, - DirichletDiscrete_Group_offsets_, - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(DirichletDiscrete_Group, _has_bits_[0]), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(DirichletDiscrete_Group, _unknown_fields_), - -1, - ::google::protobuf::DescriptorPool::generated_pool(), - ::google::protobuf::MessageFactory::generated_factory(), - sizeof(DirichletDiscrete_Group)); - DirichletProcessDiscrete_descriptor_ = file->message_type(3); - static const int DirichletProcessDiscrete_offsets_[1] = { - }; - DirichletProcessDiscrete_reflection_ = - new ::google::protobuf::internal::GeneratedMessageReflection( - DirichletProcessDiscrete_descriptor_, - DirichletProcessDiscrete::default_instance_, - DirichletProcessDiscrete_offsets_, - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(DirichletProcessDiscrete, _has_bits_[0]), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(DirichletProcessDiscrete, _unknown_fields_), - -1, - ::google::protobuf::DescriptorPool::generated_pool(), - ::google::protobuf::MessageFactory::generated_factory(), - sizeof(DirichletProcessDiscrete)); - DirichletProcessDiscrete_Shared_descriptor_ = DirichletProcessDiscrete_descriptor_->nested_type(0); - static const int DirichletProcessDiscrete_Shared_offsets_[5] = { - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(DirichletProcessDiscrete_Shared, gamma_), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(DirichletProcessDiscrete_Shared, alpha_), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(DirichletProcessDiscrete_Shared, values_), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(DirichletProcessDiscrete_Shared, betas_), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(DirichletProcessDiscrete_Shared, counts_), - }; - DirichletProcessDiscrete_Shared_reflection_ = - new ::google::protobuf::internal::GeneratedMessageReflection( - DirichletProcessDiscrete_Shared_descriptor_, - DirichletProcessDiscrete_Shared::default_instance_, - DirichletProcessDiscrete_Shared_offsets_, - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(DirichletProcessDiscrete_Shared, _has_bits_[0]), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(DirichletProcessDiscrete_Shared, _unknown_fields_), - -1, - ::google::protobuf::DescriptorPool::generated_pool(), - ::google::protobuf::MessageFactory::generated_factory(), - sizeof(DirichletProcessDiscrete_Shared)); - DirichletProcessDiscrete_Group_descriptor_ = DirichletProcessDiscrete_descriptor_->nested_type(1); - static const int DirichletProcessDiscrete_Group_offsets_[2] = { - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(DirichletProcessDiscrete_Group, keys_), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(DirichletProcessDiscrete_Group, values_), - }; - DirichletProcessDiscrete_Group_reflection_ = - new ::google::protobuf::internal::GeneratedMessageReflection( - DirichletProcessDiscrete_Group_descriptor_, - DirichletProcessDiscrete_Group::default_instance_, - DirichletProcessDiscrete_Group_offsets_, - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(DirichletProcessDiscrete_Group, _has_bits_[0]), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(DirichletProcessDiscrete_Group, _unknown_fields_), - -1, - ::google::protobuf::DescriptorPool::generated_pool(), - ::google::protobuf::MessageFactory::generated_factory(), - sizeof(DirichletProcessDiscrete_Group)); - PitmanYorProcessDiscrete_descriptor_ = file->message_type(4); - static const int PitmanYorProcessDiscrete_offsets_[1] = { - }; - PitmanYorProcessDiscrete_reflection_ = - new ::google::protobuf::internal::GeneratedMessageReflection( - PitmanYorProcessDiscrete_descriptor_, - PitmanYorProcessDiscrete::default_instance_, - PitmanYorProcessDiscrete_offsets_, - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(PitmanYorProcessDiscrete, _has_bits_[0]), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(PitmanYorProcessDiscrete, _unknown_fields_), - -1, - ::google::protobuf::DescriptorPool::generated_pool(), - ::google::protobuf::MessageFactory::generated_factory(), - sizeof(PitmanYorProcessDiscrete)); - PitmanYorProcessDiscrete_Shared_descriptor_ = PitmanYorProcessDiscrete_descriptor_->nested_type(0); - static const int PitmanYorProcessDiscrete_Shared_offsets_[3] = { - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(PitmanYorProcessDiscrete_Shared, alpha_), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(PitmanYorProcessDiscrete_Shared, d_), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(PitmanYorProcessDiscrete_Shared, counts_), - }; - PitmanYorProcessDiscrete_Shared_reflection_ = - new ::google::protobuf::internal::GeneratedMessageReflection( - PitmanYorProcessDiscrete_Shared_descriptor_, - PitmanYorProcessDiscrete_Shared::default_instance_, - PitmanYorProcessDiscrete_Shared_offsets_, - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(PitmanYorProcessDiscrete_Shared, _has_bits_[0]), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(PitmanYorProcessDiscrete_Shared, _unknown_fields_), - -1, - ::google::protobuf::DescriptorPool::generated_pool(), - ::google::protobuf::MessageFactory::generated_factory(), - sizeof(PitmanYorProcessDiscrete_Shared)); - PitmanYorProcessDiscrete_Group_descriptor_ = PitmanYorProcessDiscrete_descriptor_->nested_type(1); - static const int PitmanYorProcessDiscrete_Group_offsets_[2] = { - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(PitmanYorProcessDiscrete_Group, keys_), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(PitmanYorProcessDiscrete_Group, values_), - }; - PitmanYorProcessDiscrete_Group_reflection_ = - new ::google::protobuf::internal::GeneratedMessageReflection( - PitmanYorProcessDiscrete_Group_descriptor_, - PitmanYorProcessDiscrete_Group::default_instance_, - PitmanYorProcessDiscrete_Group_offsets_, - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(PitmanYorProcessDiscrete_Group, _has_bits_[0]), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(PitmanYorProcessDiscrete_Group, _unknown_fields_), - -1, - ::google::protobuf::DescriptorPool::generated_pool(), - ::google::protobuf::MessageFactory::generated_factory(), - sizeof(PitmanYorProcessDiscrete_Group)); - GammaPoisson_descriptor_ = file->message_type(5); - static const int GammaPoisson_offsets_[1] = { - }; - GammaPoisson_reflection_ = - new ::google::protobuf::internal::GeneratedMessageReflection( - GammaPoisson_descriptor_, - GammaPoisson::default_instance_, - GammaPoisson_offsets_, - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(GammaPoisson, _has_bits_[0]), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(GammaPoisson, _unknown_fields_), - -1, - ::google::protobuf::DescriptorPool::generated_pool(), - ::google::protobuf::MessageFactory::generated_factory(), - sizeof(GammaPoisson)); - GammaPoisson_Shared_descriptor_ = GammaPoisson_descriptor_->nested_type(0); - static const int GammaPoisson_Shared_offsets_[2] = { - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(GammaPoisson_Shared, alpha_), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(GammaPoisson_Shared, inv_beta_), - }; - GammaPoisson_Shared_reflection_ = - new ::google::protobuf::internal::GeneratedMessageReflection( - GammaPoisson_Shared_descriptor_, - GammaPoisson_Shared::default_instance_, - GammaPoisson_Shared_offsets_, - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(GammaPoisson_Shared, _has_bits_[0]), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(GammaPoisson_Shared, _unknown_fields_), - -1, - ::google::protobuf::DescriptorPool::generated_pool(), - ::google::protobuf::MessageFactory::generated_factory(), - sizeof(GammaPoisson_Shared)); - GammaPoisson_Group_descriptor_ = GammaPoisson_descriptor_->nested_type(1); - static const int GammaPoisson_Group_offsets_[3] = { - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(GammaPoisson_Group, count_), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(GammaPoisson_Group, sum_), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(GammaPoisson_Group, log_prod_), - }; - GammaPoisson_Group_reflection_ = - new ::google::protobuf::internal::GeneratedMessageReflection( - GammaPoisson_Group_descriptor_, - GammaPoisson_Group::default_instance_, - GammaPoisson_Group_offsets_, - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(GammaPoisson_Group, _has_bits_[0]), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(GammaPoisson_Group, _unknown_fields_), - -1, - ::google::protobuf::DescriptorPool::generated_pool(), - ::google::protobuf::MessageFactory::generated_factory(), - sizeof(GammaPoisson_Group)); - BetaNegativeBinomial_descriptor_ = file->message_type(6); - static const int BetaNegativeBinomial_offsets_[1] = { - }; - BetaNegativeBinomial_reflection_ = - new ::google::protobuf::internal::GeneratedMessageReflection( - BetaNegativeBinomial_descriptor_, - BetaNegativeBinomial::default_instance_, - BetaNegativeBinomial_offsets_, - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(BetaNegativeBinomial, _has_bits_[0]), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(BetaNegativeBinomial, _unknown_fields_), - -1, - ::google::protobuf::DescriptorPool::generated_pool(), - ::google::protobuf::MessageFactory::generated_factory(), - sizeof(BetaNegativeBinomial)); - BetaNegativeBinomial_Shared_descriptor_ = BetaNegativeBinomial_descriptor_->nested_type(0); - static const int BetaNegativeBinomial_Shared_offsets_[3] = { - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(BetaNegativeBinomial_Shared, alpha_), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(BetaNegativeBinomial_Shared, beta_), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(BetaNegativeBinomial_Shared, r_), - }; - BetaNegativeBinomial_Shared_reflection_ = - new ::google::protobuf::internal::GeneratedMessageReflection( - BetaNegativeBinomial_Shared_descriptor_, - BetaNegativeBinomial_Shared::default_instance_, - BetaNegativeBinomial_Shared_offsets_, - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(BetaNegativeBinomial_Shared, _has_bits_[0]), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(BetaNegativeBinomial_Shared, _unknown_fields_), - -1, - ::google::protobuf::DescriptorPool::generated_pool(), - ::google::protobuf::MessageFactory::generated_factory(), - sizeof(BetaNegativeBinomial_Shared)); - BetaNegativeBinomial_Group_descriptor_ = BetaNegativeBinomial_descriptor_->nested_type(1); - static const int BetaNegativeBinomial_Group_offsets_[2] = { - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(BetaNegativeBinomial_Group, count_), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(BetaNegativeBinomial_Group, sum_), - }; - BetaNegativeBinomial_Group_reflection_ = - new ::google::protobuf::internal::GeneratedMessageReflection( - BetaNegativeBinomial_Group_descriptor_, - BetaNegativeBinomial_Group::default_instance_, - BetaNegativeBinomial_Group_offsets_, - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(BetaNegativeBinomial_Group, _has_bits_[0]), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(BetaNegativeBinomial_Group, _unknown_fields_), - -1, - ::google::protobuf::DescriptorPool::generated_pool(), - ::google::protobuf::MessageFactory::generated_factory(), - sizeof(BetaNegativeBinomial_Group)); - NormalInverseChiSq_descriptor_ = file->message_type(7); - static const int NormalInverseChiSq_offsets_[1] = { - }; - NormalInverseChiSq_reflection_ = - new ::google::protobuf::internal::GeneratedMessageReflection( - NormalInverseChiSq_descriptor_, - NormalInverseChiSq::default_instance_, - NormalInverseChiSq_offsets_, - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(NormalInverseChiSq, _has_bits_[0]), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(NormalInverseChiSq, _unknown_fields_), - -1, - ::google::protobuf::DescriptorPool::generated_pool(), - ::google::protobuf::MessageFactory::generated_factory(), - sizeof(NormalInverseChiSq)); - NormalInverseChiSq_Shared_descriptor_ = NormalInverseChiSq_descriptor_->nested_type(0); - static const int NormalInverseChiSq_Shared_offsets_[4] = { - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(NormalInverseChiSq_Shared, mu_), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(NormalInverseChiSq_Shared, kappa_), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(NormalInverseChiSq_Shared, sigmasq_), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(NormalInverseChiSq_Shared, nu_), - }; - NormalInverseChiSq_Shared_reflection_ = - new ::google::protobuf::internal::GeneratedMessageReflection( - NormalInverseChiSq_Shared_descriptor_, - NormalInverseChiSq_Shared::default_instance_, - NormalInverseChiSq_Shared_offsets_, - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(NormalInverseChiSq_Shared, _has_bits_[0]), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(NormalInverseChiSq_Shared, _unknown_fields_), - -1, - ::google::protobuf::DescriptorPool::generated_pool(), - ::google::protobuf::MessageFactory::generated_factory(), - sizeof(NormalInverseChiSq_Shared)); - NormalInverseChiSq_Group_descriptor_ = NormalInverseChiSq_descriptor_->nested_type(1); - static const int NormalInverseChiSq_Group_offsets_[3] = { - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(NormalInverseChiSq_Group, count_), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(NormalInverseChiSq_Group, mean_), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(NormalInverseChiSq_Group, count_times_variance_), - }; - NormalInverseChiSq_Group_reflection_ = - new ::google::protobuf::internal::GeneratedMessageReflection( - NormalInverseChiSq_Group_descriptor_, - NormalInverseChiSq_Group::default_instance_, - NormalInverseChiSq_Group_offsets_, - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(NormalInverseChiSq_Group, _has_bits_[0]), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(NormalInverseChiSq_Group, _unknown_fields_), - -1, - ::google::protobuf::DescriptorPool::generated_pool(), - ::google::protobuf::MessageFactory::generated_factory(), - sizeof(NormalInverseChiSq_Group)); - NormalInverseWishart_descriptor_ = file->message_type(8); - static const int NormalInverseWishart_offsets_[1] = { - }; - NormalInverseWishart_reflection_ = - new ::google::protobuf::internal::GeneratedMessageReflection( - NormalInverseWishart_descriptor_, - NormalInverseWishart::default_instance_, - NormalInverseWishart_offsets_, - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(NormalInverseWishart, _has_bits_[0]), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(NormalInverseWishart, _unknown_fields_), - -1, - ::google::protobuf::DescriptorPool::generated_pool(), - ::google::protobuf::MessageFactory::generated_factory(), - sizeof(NormalInverseWishart)); - NormalInverseWishart_Shared_descriptor_ = NormalInverseWishart_descriptor_->nested_type(0); - static const int NormalInverseWishart_Shared_offsets_[4] = { - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(NormalInverseWishart_Shared, mu_), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(NormalInverseWishart_Shared, kappa_), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(NormalInverseWishart_Shared, psi_), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(NormalInverseWishart_Shared, nu_), - }; - NormalInverseWishart_Shared_reflection_ = - new ::google::protobuf::internal::GeneratedMessageReflection( - NormalInverseWishart_Shared_descriptor_, - NormalInverseWishart_Shared::default_instance_, - NormalInverseWishart_Shared_offsets_, - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(NormalInverseWishart_Shared, _has_bits_[0]), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(NormalInverseWishart_Shared, _unknown_fields_), - -1, - ::google::protobuf::DescriptorPool::generated_pool(), - ::google::protobuf::MessageFactory::generated_factory(), - sizeof(NormalInverseWishart_Shared)); - NormalInverseWishart_Group_descriptor_ = NormalInverseWishart_descriptor_->nested_type(1); - static const int NormalInverseWishart_Group_offsets_[3] = { - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(NormalInverseWishart_Group, count_), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(NormalInverseWishart_Group, sum_x_), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(NormalInverseWishart_Group, sum_xxt_), - }; - NormalInverseWishart_Group_reflection_ = - new ::google::protobuf::internal::GeneratedMessageReflection( - NormalInverseWishart_Group_descriptor_, - NormalInverseWishart_Group::default_instance_, - NormalInverseWishart_Group_offsets_, - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(NormalInverseWishart_Group, _has_bits_[0]), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(NormalInverseWishart_Group, _unknown_fields_), - -1, - ::google::protobuf::DescriptorPool::generated_pool(), - ::google::protobuf::MessageFactory::generated_factory(), - sizeof(NormalInverseWishart_Group)); -} - -namespace { - -GOOGLE_PROTOBUF_DECLARE_ONCE(protobuf_AssignDescriptors_once_); -inline void protobuf_AssignDescriptorsOnce() { - ::google::protobuf::GoogleOnceInit(&protobuf_AssignDescriptors_once_, - &protobuf_AssignDesc_distributions_2fio_2fschema_2eproto); -} - -void protobuf_RegisterTypes(const ::std::string&) { - protobuf_AssignDescriptorsOnce(); - ::google::protobuf::MessageFactory::InternalRegisterGeneratedMessage( - Clustering_descriptor_, &Clustering::default_instance()); - ::google::protobuf::MessageFactory::InternalRegisterGeneratedMessage( - Clustering_PitmanYor_descriptor_, &Clustering_PitmanYor::default_instance()); - ::google::protobuf::MessageFactory::InternalRegisterGeneratedMessage( - Clustering_LowEntropy_descriptor_, &Clustering_LowEntropy::default_instance()); - ::google::protobuf::MessageFactory::InternalRegisterGeneratedMessage( - BetaBernoulli_descriptor_, &BetaBernoulli::default_instance()); - ::google::protobuf::MessageFactory::InternalRegisterGeneratedMessage( - BetaBernoulli_Shared_descriptor_, &BetaBernoulli_Shared::default_instance()); - ::google::protobuf::MessageFactory::InternalRegisterGeneratedMessage( - BetaBernoulli_Group_descriptor_, &BetaBernoulli_Group::default_instance()); - ::google::protobuf::MessageFactory::InternalRegisterGeneratedMessage( - DirichletDiscrete_descriptor_, &DirichletDiscrete::default_instance()); - ::google::protobuf::MessageFactory::InternalRegisterGeneratedMessage( - DirichletDiscrete_Shared_descriptor_, &DirichletDiscrete_Shared::default_instance()); - ::google::protobuf::MessageFactory::InternalRegisterGeneratedMessage( - DirichletDiscrete_Group_descriptor_, &DirichletDiscrete_Group::default_instance()); - ::google::protobuf::MessageFactory::InternalRegisterGeneratedMessage( - DirichletProcessDiscrete_descriptor_, &DirichletProcessDiscrete::default_instance()); - ::google::protobuf::MessageFactory::InternalRegisterGeneratedMessage( - DirichletProcessDiscrete_Shared_descriptor_, &DirichletProcessDiscrete_Shared::default_instance()); - ::google::protobuf::MessageFactory::InternalRegisterGeneratedMessage( - DirichletProcessDiscrete_Group_descriptor_, &DirichletProcessDiscrete_Group::default_instance()); - ::google::protobuf::MessageFactory::InternalRegisterGeneratedMessage( - PitmanYorProcessDiscrete_descriptor_, &PitmanYorProcessDiscrete::default_instance()); - ::google::protobuf::MessageFactory::InternalRegisterGeneratedMessage( - PitmanYorProcessDiscrete_Shared_descriptor_, &PitmanYorProcessDiscrete_Shared::default_instance()); - ::google::protobuf::MessageFactory::InternalRegisterGeneratedMessage( - PitmanYorProcessDiscrete_Group_descriptor_, &PitmanYorProcessDiscrete_Group::default_instance()); - ::google::protobuf::MessageFactory::InternalRegisterGeneratedMessage( - GammaPoisson_descriptor_, &GammaPoisson::default_instance()); - ::google::protobuf::MessageFactory::InternalRegisterGeneratedMessage( - GammaPoisson_Shared_descriptor_, &GammaPoisson_Shared::default_instance()); - ::google::protobuf::MessageFactory::InternalRegisterGeneratedMessage( - GammaPoisson_Group_descriptor_, &GammaPoisson_Group::default_instance()); - ::google::protobuf::MessageFactory::InternalRegisterGeneratedMessage( - BetaNegativeBinomial_descriptor_, &BetaNegativeBinomial::default_instance()); - ::google::protobuf::MessageFactory::InternalRegisterGeneratedMessage( - BetaNegativeBinomial_Shared_descriptor_, &BetaNegativeBinomial_Shared::default_instance()); - ::google::protobuf::MessageFactory::InternalRegisterGeneratedMessage( - BetaNegativeBinomial_Group_descriptor_, &BetaNegativeBinomial_Group::default_instance()); - ::google::protobuf::MessageFactory::InternalRegisterGeneratedMessage( - NormalInverseChiSq_descriptor_, &NormalInverseChiSq::default_instance()); - ::google::protobuf::MessageFactory::InternalRegisterGeneratedMessage( - NormalInverseChiSq_Shared_descriptor_, &NormalInverseChiSq_Shared::default_instance()); - ::google::protobuf::MessageFactory::InternalRegisterGeneratedMessage( - NormalInverseChiSq_Group_descriptor_, &NormalInverseChiSq_Group::default_instance()); - ::google::protobuf::MessageFactory::InternalRegisterGeneratedMessage( - NormalInverseWishart_descriptor_, &NormalInverseWishart::default_instance()); - ::google::protobuf::MessageFactory::InternalRegisterGeneratedMessage( - NormalInverseWishart_Shared_descriptor_, &NormalInverseWishart_Shared::default_instance()); - ::google::protobuf::MessageFactory::InternalRegisterGeneratedMessage( - NormalInverseWishart_Group_descriptor_, &NormalInverseWishart_Group::default_instance()); -} - -} // namespace - -void protobuf_ShutdownFile_distributions_2fio_2fschema_2eproto() { - delete Clustering::default_instance_; - delete Clustering_reflection_; - delete Clustering_PitmanYor::default_instance_; - delete Clustering_PitmanYor_reflection_; - delete Clustering_LowEntropy::default_instance_; - delete Clustering_LowEntropy_reflection_; - delete BetaBernoulli::default_instance_; - delete BetaBernoulli_reflection_; - delete BetaBernoulli_Shared::default_instance_; - delete BetaBernoulli_Shared_reflection_; - delete BetaBernoulli_Group::default_instance_; - delete BetaBernoulli_Group_reflection_; - delete DirichletDiscrete::default_instance_; - delete DirichletDiscrete_reflection_; - delete DirichletDiscrete_Shared::default_instance_; - delete DirichletDiscrete_Shared_reflection_; - delete DirichletDiscrete_Group::default_instance_; - delete DirichletDiscrete_Group_reflection_; - delete DirichletProcessDiscrete::default_instance_; - delete DirichletProcessDiscrete_reflection_; - delete DirichletProcessDiscrete_Shared::default_instance_; - delete DirichletProcessDiscrete_Shared_reflection_; - delete DirichletProcessDiscrete_Group::default_instance_; - delete DirichletProcessDiscrete_Group_reflection_; - delete PitmanYorProcessDiscrete::default_instance_; - delete PitmanYorProcessDiscrete_reflection_; - delete PitmanYorProcessDiscrete_Shared::default_instance_; - delete PitmanYorProcessDiscrete_Shared_reflection_; - delete PitmanYorProcessDiscrete_Group::default_instance_; - delete PitmanYorProcessDiscrete_Group_reflection_; - delete GammaPoisson::default_instance_; - delete GammaPoisson_reflection_; - delete GammaPoisson_Shared::default_instance_; - delete GammaPoisson_Shared_reflection_; - delete GammaPoisson_Group::default_instance_; - delete GammaPoisson_Group_reflection_; - delete BetaNegativeBinomial::default_instance_; - delete BetaNegativeBinomial_reflection_; - delete BetaNegativeBinomial_Shared::default_instance_; - delete BetaNegativeBinomial_Shared_reflection_; - delete BetaNegativeBinomial_Group::default_instance_; - delete BetaNegativeBinomial_Group_reflection_; - delete NormalInverseChiSq::default_instance_; - delete NormalInverseChiSq_reflection_; - delete NormalInverseChiSq_Shared::default_instance_; - delete NormalInverseChiSq_Shared_reflection_; - delete NormalInverseChiSq_Group::default_instance_; - delete NormalInverseChiSq_Group_reflection_; - delete NormalInverseWishart::default_instance_; - delete NormalInverseWishart_reflection_; - delete NormalInverseWishart_Shared::default_instance_; - delete NormalInverseWishart_Shared_reflection_; - delete NormalInverseWishart_Group::default_instance_; - delete NormalInverseWishart_Group_reflection_; -} - -void protobuf_AddDesc_distributions_2fio_2fschema_2eproto() { - static bool already_here = false; - if (already_here) return; - already_here = true; - GOOGLE_PROTOBUF_VERIFY_VERSION; - - ::google::protobuf::DescriptorPool::InternalAddGeneratedFile( - "\n\035distributions/io/schema.proto\022\026protobu" - "f.distributions\"\335\001\n\nClustering\022@\n\npitman" - "_yor\030\001 \001(\0132,.protobuf.distributions.Clus" - "tering.PitmanYor\022B\n\013low_entropy\030\002 \001(\0132-." - "protobuf.distributions.Clustering.LowEnt" - "ropy\032%\n\tPitmanYor\022\r\n\005alpha\030\001 \002(\002\022\t\n\001d\030\002 " - "\002(\002\032\"\n\nLowEntropy\022\024\n\014dataset_size\030\001 \002(\004\"" - "]\n\rBetaBernoulli\032%\n\006Shared\022\r\n\005alpha\030\001 \002(" - "\002\022\014\n\004beta\030\002 \002(\002\032%\n\005Group\022\r\n\005heads\030\001 \002(\004\022" - "\r\n\005tails\030\002 \002(\004\"F\n\021DirichletDiscrete\032\030\n\006S" - "hared\022\016\n\006alphas\030\001 \003(\002\032\027\n\005Group\022\016\n\006counts" - "\030\001 \003(\004\"\230\001\n\030DirichletProcessDiscrete\032U\n\006S" - "hared\022\r\n\005gamma\030\001 \002(\002\022\r\n\005alpha\030\002 \002(\002\022\016\n\006v" - "alues\030\003 \003(\r\022\r\n\005betas\030\004 \003(\002\022\016\n\006counts\030\005 \003" - "(\004\032%\n\005Group\022\014\n\004keys\030\001 \003(\r\022\016\n\006values\030\002 \003(" - "\004\"u\n\030PitmanYorProcessDiscrete\0322\n\006Shared\022" - "\r\n\005alpha\030\001 \002(\002\022\t\n\001d\030\002 \003(\002\022\016\n\006counts\030\003 \003(" - "\004\032%\n\005Group\022\014\n\004keys\030\001 \003(\r\022\016\n\006values\030\002 \003(\004" - "\"p\n\014GammaPoisson\032)\n\006Shared\022\r\n\005alpha\030\001 \002(" - "\002\022\020\n\010inv_beta\030\002 \002(\002\0325\n\005Group\022\r\n\005count\030\001 " - "\002(\004\022\013\n\003sum\030\002 \002(\004\022\020\n\010log_prod\030\003 \002(\002\"m\n\024Be" - "taNegativeBinomial\0320\n\006Shared\022\r\n\005alpha\030\001 " - "\002(\002\022\014\n\004beta\030\002 \002(\002\022\t\n\001r\030\003 \002(\004\032#\n\005Group\022\r\n" - "\005count\030\001 \002(\004\022\013\n\003sum\030\002 \002(\004\"\232\001\n\022NormalInve" - "rseChiSq\032@\n\006Shared\022\n\n\002mu\030\001 \002(\002\022\r\n\005kappa\030" - "\002 \002(\002\022\017\n\007sigmasq\030\003 \002(\002\022\n\n\002nu\030\004 \002(\002\032B\n\005Gr" - "oup\022\r\n\005count\030\001 \002(\004\022\014\n\004mean\030\002 \002(\002\022\034\n\024coun" - "t_times_variance\030\003 \002(\002\"\214\001\n\024NormalInverse" - "Wishart\032<\n\006Shared\022\n\n\002mu\030\001 \003(\002\022\r\n\005kappa\030\002" - " \002(\002\022\013\n\003psi\030\003 \003(\002\022\n\n\002nu\030\004 \002(\002\0326\n\005Group\022\r" - "\n\005count\030\001 \002(\005\022\r\n\005sum_x\030\002 \003(\002\022\017\n\007sum_xxT\030" - "\003 \003(\002", 1245); - ::google::protobuf::MessageFactory::InternalRegisterGeneratedFile( - "distributions/io/schema.proto", &protobuf_RegisterTypes); - Clustering::default_instance_ = new Clustering(); - Clustering_PitmanYor::default_instance_ = new Clustering_PitmanYor(); - Clustering_LowEntropy::default_instance_ = new Clustering_LowEntropy(); - BetaBernoulli::default_instance_ = new BetaBernoulli(); - BetaBernoulli_Shared::default_instance_ = new BetaBernoulli_Shared(); - BetaBernoulli_Group::default_instance_ = new BetaBernoulli_Group(); - DirichletDiscrete::default_instance_ = new DirichletDiscrete(); - DirichletDiscrete_Shared::default_instance_ = new DirichletDiscrete_Shared(); - DirichletDiscrete_Group::default_instance_ = new DirichletDiscrete_Group(); - DirichletProcessDiscrete::default_instance_ = new DirichletProcessDiscrete(); - DirichletProcessDiscrete_Shared::default_instance_ = new DirichletProcessDiscrete_Shared(); - DirichletProcessDiscrete_Group::default_instance_ = new DirichletProcessDiscrete_Group(); - PitmanYorProcessDiscrete::default_instance_ = new PitmanYorProcessDiscrete(); - PitmanYorProcessDiscrete_Shared::default_instance_ = new PitmanYorProcessDiscrete_Shared(); - PitmanYorProcessDiscrete_Group::default_instance_ = new PitmanYorProcessDiscrete_Group(); - GammaPoisson::default_instance_ = new GammaPoisson(); - GammaPoisson_Shared::default_instance_ = new GammaPoisson_Shared(); - GammaPoisson_Group::default_instance_ = new GammaPoisson_Group(); - BetaNegativeBinomial::default_instance_ = new BetaNegativeBinomial(); - BetaNegativeBinomial_Shared::default_instance_ = new BetaNegativeBinomial_Shared(); - BetaNegativeBinomial_Group::default_instance_ = new BetaNegativeBinomial_Group(); - NormalInverseChiSq::default_instance_ = new NormalInverseChiSq(); - NormalInverseChiSq_Shared::default_instance_ = new NormalInverseChiSq_Shared(); - NormalInverseChiSq_Group::default_instance_ = new NormalInverseChiSq_Group(); - NormalInverseWishart::default_instance_ = new NormalInverseWishart(); - NormalInverseWishart_Shared::default_instance_ = new NormalInverseWishart_Shared(); - NormalInverseWishart_Group::default_instance_ = new NormalInverseWishart_Group(); - Clustering::default_instance_->InitAsDefaultInstance(); - Clustering_PitmanYor::default_instance_->InitAsDefaultInstance(); - Clustering_LowEntropy::default_instance_->InitAsDefaultInstance(); - BetaBernoulli::default_instance_->InitAsDefaultInstance(); - BetaBernoulli_Shared::default_instance_->InitAsDefaultInstance(); - BetaBernoulli_Group::default_instance_->InitAsDefaultInstance(); - DirichletDiscrete::default_instance_->InitAsDefaultInstance(); - DirichletDiscrete_Shared::default_instance_->InitAsDefaultInstance(); - DirichletDiscrete_Group::default_instance_->InitAsDefaultInstance(); - DirichletProcessDiscrete::default_instance_->InitAsDefaultInstance(); - DirichletProcessDiscrete_Shared::default_instance_->InitAsDefaultInstance(); - DirichletProcessDiscrete_Group::default_instance_->InitAsDefaultInstance(); - PitmanYorProcessDiscrete::default_instance_->InitAsDefaultInstance(); - PitmanYorProcessDiscrete_Shared::default_instance_->InitAsDefaultInstance(); - PitmanYorProcessDiscrete_Group::default_instance_->InitAsDefaultInstance(); - GammaPoisson::default_instance_->InitAsDefaultInstance(); - GammaPoisson_Shared::default_instance_->InitAsDefaultInstance(); - GammaPoisson_Group::default_instance_->InitAsDefaultInstance(); - BetaNegativeBinomial::default_instance_->InitAsDefaultInstance(); - BetaNegativeBinomial_Shared::default_instance_->InitAsDefaultInstance(); - BetaNegativeBinomial_Group::default_instance_->InitAsDefaultInstance(); - NormalInverseChiSq::default_instance_->InitAsDefaultInstance(); - NormalInverseChiSq_Shared::default_instance_->InitAsDefaultInstance(); - NormalInverseChiSq_Group::default_instance_->InitAsDefaultInstance(); - NormalInverseWishart::default_instance_->InitAsDefaultInstance(); - NormalInverseWishart_Shared::default_instance_->InitAsDefaultInstance(); - NormalInverseWishart_Group::default_instance_->InitAsDefaultInstance(); - ::google::protobuf::internal::OnShutdown(&protobuf_ShutdownFile_distributions_2fio_2fschema_2eproto); -} - -// Force AddDescriptors() to be called at static initialization time. -struct StaticDescriptorInitializer_distributions_2fio_2fschema_2eproto { - StaticDescriptorInitializer_distributions_2fio_2fschema_2eproto() { - protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); - } -} static_descriptor_initializer_distributions_2fio_2fschema_2eproto_; - - -// =================================================================== - -#ifndef _MSC_VER -const int Clustering_PitmanYor::kAlphaFieldNumber; -const int Clustering_PitmanYor::kDFieldNumber; -#endif // !_MSC_VER - -Clustering_PitmanYor::Clustering_PitmanYor() - : ::google::protobuf::Message() { - SharedCtor(); -} - -void Clustering_PitmanYor::InitAsDefaultInstance() { -} - -Clustering_PitmanYor::Clustering_PitmanYor(const Clustering_PitmanYor& from) - : ::google::protobuf::Message() { - SharedCtor(); - MergeFrom(from); -} - -void Clustering_PitmanYor::SharedCtor() { - _cached_size_ = 0; - alpha_ = 0; - d_ = 0; - ::memset(_has_bits_, 0, sizeof(_has_bits_)); -} - -Clustering_PitmanYor::~Clustering_PitmanYor() { - SharedDtor(); -} - -void Clustering_PitmanYor::SharedDtor() { - if (this != default_instance_) { - } -} - -void Clustering_PitmanYor::SetCachedSize(int size) const { - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); -} -const ::google::protobuf::Descriptor* Clustering_PitmanYor::descriptor() { - protobuf_AssignDescriptorsOnce(); - return Clustering_PitmanYor_descriptor_; -} - -const Clustering_PitmanYor& Clustering_PitmanYor::default_instance() { - if (default_instance_ == NULL) protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); return *default_instance_; -} - -Clustering_PitmanYor* Clustering_PitmanYor::default_instance_ = NULL; - -Clustering_PitmanYor* Clustering_PitmanYor::New() const { - return new Clustering_PitmanYor; -} - -void Clustering_PitmanYor::Clear() { - if (_has_bits_[0 / 32] & (0xffu << (0 % 32))) { - alpha_ = 0; - d_ = 0; - } - ::memset(_has_bits_, 0, sizeof(_has_bits_)); - mutable_unknown_fields()->Clear(); -} - -bool Clustering_PitmanYor::MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input) { -#define DO_(EXPRESSION) if (!(EXPRESSION)) return false - ::google::protobuf::uint32 tag; - while ((tag = input->ReadTag()) != 0) { - switch (::google::protobuf::internal::WireFormatLite::GetTagFieldNumber(tag)) { - // required float alpha = 1; - case 1: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_FIXED32) { - DO_((::google::protobuf::internal::WireFormatLite::ReadPrimitive< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - input, &alpha_))); - set_has_alpha(); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(21)) goto parse_d; - break; - } - - // required float d = 2; - case 2: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_FIXED32) { - parse_d: - DO_((::google::protobuf::internal::WireFormatLite::ReadPrimitive< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - input, &d_))); - set_has_d(); - } else { - goto handle_uninterpreted; - } - if (input->ExpectAtEnd()) return true; - break; - } - - default: { - handle_uninterpreted: - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_END_GROUP) { - return true; - } - DO_(::google::protobuf::internal::WireFormat::SkipField( - input, tag, mutable_unknown_fields())); - break; - } - } - } - return true; -#undef DO_ -} - -void Clustering_PitmanYor::SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const { - // required float alpha = 1; - if (has_alpha()) { - ::google::protobuf::internal::WireFormatLite::WriteFloat(1, this->alpha(), output); - } - - // required float d = 2; - if (has_d()) { - ::google::protobuf::internal::WireFormatLite::WriteFloat(2, this->d(), output); - } - - if (!unknown_fields().empty()) { - ::google::protobuf::internal::WireFormat::SerializeUnknownFields( - unknown_fields(), output); - } -} - -::google::protobuf::uint8* Clustering_PitmanYor::SerializeWithCachedSizesToArray( - ::google::protobuf::uint8* target) const { - // required float alpha = 1; - if (has_alpha()) { - target = ::google::protobuf::internal::WireFormatLite::WriteFloatToArray(1, this->alpha(), target); - } - - // required float d = 2; - if (has_d()) { - target = ::google::protobuf::internal::WireFormatLite::WriteFloatToArray(2, this->d(), target); - } - - if (!unknown_fields().empty()) { - target = ::google::protobuf::internal::WireFormat::SerializeUnknownFieldsToArray( - unknown_fields(), target); - } - return target; -} - -int Clustering_PitmanYor::ByteSize() const { - int total_size = 0; - - if (_has_bits_[0 / 32] & (0xffu << (0 % 32))) { - // required float alpha = 1; - if (has_alpha()) { - total_size += 1 + 4; - } - - // required float d = 2; - if (has_d()) { - total_size += 1 + 4; - } - - } - if (!unknown_fields().empty()) { - total_size += - ::google::protobuf::internal::WireFormat::ComputeUnknownFieldsSize( - unknown_fields()); - } - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = total_size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); - return total_size; -} - -void Clustering_PitmanYor::MergeFrom(const ::google::protobuf::Message& from) { - GOOGLE_CHECK_NE(&from, this); - const Clustering_PitmanYor* source = - ::google::protobuf::internal::dynamic_cast_if_available( - &from); - if (source == NULL) { - ::google::protobuf::internal::ReflectionOps::Merge(from, this); - } else { - MergeFrom(*source); - } -} - -void Clustering_PitmanYor::MergeFrom(const Clustering_PitmanYor& from) { - GOOGLE_CHECK_NE(&from, this); - if (from._has_bits_[0 / 32] & (0xffu << (0 % 32))) { - if (from.has_alpha()) { - set_alpha(from.alpha()); - } - if (from.has_d()) { - set_d(from.d()); - } - } - mutable_unknown_fields()->MergeFrom(from.unknown_fields()); -} - -void Clustering_PitmanYor::CopyFrom(const ::google::protobuf::Message& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -void Clustering_PitmanYor::CopyFrom(const Clustering_PitmanYor& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -bool Clustering_PitmanYor::IsInitialized() const { - if ((_has_bits_[0] & 0x00000003) != 0x00000003) return false; - - return true; -} - -void Clustering_PitmanYor::Swap(Clustering_PitmanYor* other) { - if (other != this) { - std::swap(alpha_, other->alpha_); - std::swap(d_, other->d_); - std::swap(_has_bits_[0], other->_has_bits_[0]); - _unknown_fields_.Swap(&other->_unknown_fields_); - std::swap(_cached_size_, other->_cached_size_); - } -} - -::google::protobuf::Metadata Clustering_PitmanYor::GetMetadata() const { - protobuf_AssignDescriptorsOnce(); - ::google::protobuf::Metadata metadata; - metadata.descriptor = Clustering_PitmanYor_descriptor_; - metadata.reflection = Clustering_PitmanYor_reflection_; - return metadata; -} - - -// ------------------------------------------------------------------- - -#ifndef _MSC_VER -const int Clustering_LowEntropy::kDatasetSizeFieldNumber; -#endif // !_MSC_VER - -Clustering_LowEntropy::Clustering_LowEntropy() - : ::google::protobuf::Message() { - SharedCtor(); -} - -void Clustering_LowEntropy::InitAsDefaultInstance() { -} - -Clustering_LowEntropy::Clustering_LowEntropy(const Clustering_LowEntropy& from) - : ::google::protobuf::Message() { - SharedCtor(); - MergeFrom(from); -} - -void Clustering_LowEntropy::SharedCtor() { - _cached_size_ = 0; - dataset_size_ = GOOGLE_ULONGLONG(0); - ::memset(_has_bits_, 0, sizeof(_has_bits_)); -} - -Clustering_LowEntropy::~Clustering_LowEntropy() { - SharedDtor(); -} - -void Clustering_LowEntropy::SharedDtor() { - if (this != default_instance_) { - } -} - -void Clustering_LowEntropy::SetCachedSize(int size) const { - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); -} -const ::google::protobuf::Descriptor* Clustering_LowEntropy::descriptor() { - protobuf_AssignDescriptorsOnce(); - return Clustering_LowEntropy_descriptor_; -} - -const Clustering_LowEntropy& Clustering_LowEntropy::default_instance() { - if (default_instance_ == NULL) protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); return *default_instance_; -} - -Clustering_LowEntropy* Clustering_LowEntropy::default_instance_ = NULL; - -Clustering_LowEntropy* Clustering_LowEntropy::New() const { - return new Clustering_LowEntropy; -} - -void Clustering_LowEntropy::Clear() { - if (_has_bits_[0 / 32] & (0xffu << (0 % 32))) { - dataset_size_ = GOOGLE_ULONGLONG(0); - } - ::memset(_has_bits_, 0, sizeof(_has_bits_)); - mutable_unknown_fields()->Clear(); -} - -bool Clustering_LowEntropy::MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input) { -#define DO_(EXPRESSION) if (!(EXPRESSION)) return false - ::google::protobuf::uint32 tag; - while ((tag = input->ReadTag()) != 0) { - switch (::google::protobuf::internal::WireFormatLite::GetTagFieldNumber(tag)) { - // required uint64 dataset_size = 1; - case 1: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_VARINT) { - DO_((::google::protobuf::internal::WireFormatLite::ReadPrimitive< - ::google::protobuf::uint64, ::google::protobuf::internal::WireFormatLite::TYPE_UINT64>( - input, &dataset_size_))); - set_has_dataset_size(); - } else { - goto handle_uninterpreted; - } - if (input->ExpectAtEnd()) return true; - break; - } - - default: { - handle_uninterpreted: - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_END_GROUP) { - return true; - } - DO_(::google::protobuf::internal::WireFormat::SkipField( - input, tag, mutable_unknown_fields())); - break; - } - } - } - return true; -#undef DO_ -} - -void Clustering_LowEntropy::SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const { - // required uint64 dataset_size = 1; - if (has_dataset_size()) { - ::google::protobuf::internal::WireFormatLite::WriteUInt64(1, this->dataset_size(), output); - } - - if (!unknown_fields().empty()) { - ::google::protobuf::internal::WireFormat::SerializeUnknownFields( - unknown_fields(), output); - } -} - -::google::protobuf::uint8* Clustering_LowEntropy::SerializeWithCachedSizesToArray( - ::google::protobuf::uint8* target) const { - // required uint64 dataset_size = 1; - if (has_dataset_size()) { - target = ::google::protobuf::internal::WireFormatLite::WriteUInt64ToArray(1, this->dataset_size(), target); - } - - if (!unknown_fields().empty()) { - target = ::google::protobuf::internal::WireFormat::SerializeUnknownFieldsToArray( - unknown_fields(), target); - } - return target; -} - -int Clustering_LowEntropy::ByteSize() const { - int total_size = 0; - - if (_has_bits_[0 / 32] & (0xffu << (0 % 32))) { - // required uint64 dataset_size = 1; - if (has_dataset_size()) { - total_size += 1 + - ::google::protobuf::internal::WireFormatLite::UInt64Size( - this->dataset_size()); - } - - } - if (!unknown_fields().empty()) { - total_size += - ::google::protobuf::internal::WireFormat::ComputeUnknownFieldsSize( - unknown_fields()); - } - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = total_size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); - return total_size; -} - -void Clustering_LowEntropy::MergeFrom(const ::google::protobuf::Message& from) { - GOOGLE_CHECK_NE(&from, this); - const Clustering_LowEntropy* source = - ::google::protobuf::internal::dynamic_cast_if_available( - &from); - if (source == NULL) { - ::google::protobuf::internal::ReflectionOps::Merge(from, this); - } else { - MergeFrom(*source); - } -} - -void Clustering_LowEntropy::MergeFrom(const Clustering_LowEntropy& from) { - GOOGLE_CHECK_NE(&from, this); - if (from._has_bits_[0 / 32] & (0xffu << (0 % 32))) { - if (from.has_dataset_size()) { - set_dataset_size(from.dataset_size()); - } - } - mutable_unknown_fields()->MergeFrom(from.unknown_fields()); -} - -void Clustering_LowEntropy::CopyFrom(const ::google::protobuf::Message& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -void Clustering_LowEntropy::CopyFrom(const Clustering_LowEntropy& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -bool Clustering_LowEntropy::IsInitialized() const { - if ((_has_bits_[0] & 0x00000001) != 0x00000001) return false; - - return true; -} - -void Clustering_LowEntropy::Swap(Clustering_LowEntropy* other) { - if (other != this) { - std::swap(dataset_size_, other->dataset_size_); - std::swap(_has_bits_[0], other->_has_bits_[0]); - _unknown_fields_.Swap(&other->_unknown_fields_); - std::swap(_cached_size_, other->_cached_size_); - } -} - -::google::protobuf::Metadata Clustering_LowEntropy::GetMetadata() const { - protobuf_AssignDescriptorsOnce(); - ::google::protobuf::Metadata metadata; - metadata.descriptor = Clustering_LowEntropy_descriptor_; - metadata.reflection = Clustering_LowEntropy_reflection_; - return metadata; -} - - -// ------------------------------------------------------------------- - -#ifndef _MSC_VER -const int Clustering::kPitmanYorFieldNumber; -const int Clustering::kLowEntropyFieldNumber; -#endif // !_MSC_VER - -Clustering::Clustering() - : ::google::protobuf::Message() { - SharedCtor(); -} - -void Clustering::InitAsDefaultInstance() { - pitman_yor_ = const_cast< ::protobuf::distributions::Clustering_PitmanYor*>(&::protobuf::distributions::Clustering_PitmanYor::default_instance()); - low_entropy_ = const_cast< ::protobuf::distributions::Clustering_LowEntropy*>(&::protobuf::distributions::Clustering_LowEntropy::default_instance()); -} - -Clustering::Clustering(const Clustering& from) - : ::google::protobuf::Message() { - SharedCtor(); - MergeFrom(from); -} - -void Clustering::SharedCtor() { - _cached_size_ = 0; - pitman_yor_ = NULL; - low_entropy_ = NULL; - ::memset(_has_bits_, 0, sizeof(_has_bits_)); -} - -Clustering::~Clustering() { - SharedDtor(); -} - -void Clustering::SharedDtor() { - if (this != default_instance_) { - delete pitman_yor_; - delete low_entropy_; - } -} - -void Clustering::SetCachedSize(int size) const { - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); -} -const ::google::protobuf::Descriptor* Clustering::descriptor() { - protobuf_AssignDescriptorsOnce(); - return Clustering_descriptor_; -} - -const Clustering& Clustering::default_instance() { - if (default_instance_ == NULL) protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); return *default_instance_; -} - -Clustering* Clustering::default_instance_ = NULL; - -Clustering* Clustering::New() const { - return new Clustering; -} - -void Clustering::Clear() { - if (_has_bits_[0 / 32] & (0xffu << (0 % 32))) { - if (has_pitman_yor()) { - if (pitman_yor_ != NULL) pitman_yor_->::protobuf::distributions::Clustering_PitmanYor::Clear(); - } - if (has_low_entropy()) { - if (low_entropy_ != NULL) low_entropy_->::protobuf::distributions::Clustering_LowEntropy::Clear(); - } - } - ::memset(_has_bits_, 0, sizeof(_has_bits_)); - mutable_unknown_fields()->Clear(); -} - -bool Clustering::MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input) { -#define DO_(EXPRESSION) if (!(EXPRESSION)) return false - ::google::protobuf::uint32 tag; - while ((tag = input->ReadTag()) != 0) { - switch (::google::protobuf::internal::WireFormatLite::GetTagFieldNumber(tag)) { - // optional .protobuf.distributions.Clustering.PitmanYor pitman_yor = 1; - case 1: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_LENGTH_DELIMITED) { - DO_(::google::protobuf::internal::WireFormatLite::ReadMessageNoVirtual( - input, mutable_pitman_yor())); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(18)) goto parse_low_entropy; - break; - } - - // optional .protobuf.distributions.Clustering.LowEntropy low_entropy = 2; - case 2: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_LENGTH_DELIMITED) { - parse_low_entropy: - DO_(::google::protobuf::internal::WireFormatLite::ReadMessageNoVirtual( - input, mutable_low_entropy())); - } else { - goto handle_uninterpreted; - } - if (input->ExpectAtEnd()) return true; - break; - } - - default: { - handle_uninterpreted: - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_END_GROUP) { - return true; - } - DO_(::google::protobuf::internal::WireFormat::SkipField( - input, tag, mutable_unknown_fields())); - break; - } - } - } - return true; -#undef DO_ -} - -void Clustering::SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const { - // optional .protobuf.distributions.Clustering.PitmanYor pitman_yor = 1; - if (has_pitman_yor()) { - ::google::protobuf::internal::WireFormatLite::WriteMessageMaybeToArray( - 1, this->pitman_yor(), output); - } - - // optional .protobuf.distributions.Clustering.LowEntropy low_entropy = 2; - if (has_low_entropy()) { - ::google::protobuf::internal::WireFormatLite::WriteMessageMaybeToArray( - 2, this->low_entropy(), output); - } - - if (!unknown_fields().empty()) { - ::google::protobuf::internal::WireFormat::SerializeUnknownFields( - unknown_fields(), output); - } -} - -::google::protobuf::uint8* Clustering::SerializeWithCachedSizesToArray( - ::google::protobuf::uint8* target) const { - // optional .protobuf.distributions.Clustering.PitmanYor pitman_yor = 1; - if (has_pitman_yor()) { - target = ::google::protobuf::internal::WireFormatLite:: - WriteMessageNoVirtualToArray( - 1, this->pitman_yor(), target); - } - - // optional .protobuf.distributions.Clustering.LowEntropy low_entropy = 2; - if (has_low_entropy()) { - target = ::google::protobuf::internal::WireFormatLite:: - WriteMessageNoVirtualToArray( - 2, this->low_entropy(), target); - } - - if (!unknown_fields().empty()) { - target = ::google::protobuf::internal::WireFormat::SerializeUnknownFieldsToArray( - unknown_fields(), target); - } - return target; -} - -int Clustering::ByteSize() const { - int total_size = 0; - - if (_has_bits_[0 / 32] & (0xffu << (0 % 32))) { - // optional .protobuf.distributions.Clustering.PitmanYor pitman_yor = 1; - if (has_pitman_yor()) { - total_size += 1 + - ::google::protobuf::internal::WireFormatLite::MessageSizeNoVirtual( - this->pitman_yor()); - } - - // optional .protobuf.distributions.Clustering.LowEntropy low_entropy = 2; - if (has_low_entropy()) { - total_size += 1 + - ::google::protobuf::internal::WireFormatLite::MessageSizeNoVirtual( - this->low_entropy()); - } - - } - if (!unknown_fields().empty()) { - total_size += - ::google::protobuf::internal::WireFormat::ComputeUnknownFieldsSize( - unknown_fields()); - } - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = total_size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); - return total_size; -} - -void Clustering::MergeFrom(const ::google::protobuf::Message& from) { - GOOGLE_CHECK_NE(&from, this); - const Clustering* source = - ::google::protobuf::internal::dynamic_cast_if_available( - &from); - if (source == NULL) { - ::google::protobuf::internal::ReflectionOps::Merge(from, this); - } else { - MergeFrom(*source); - } -} - -void Clustering::MergeFrom(const Clustering& from) { - GOOGLE_CHECK_NE(&from, this); - if (from._has_bits_[0 / 32] & (0xffu << (0 % 32))) { - if (from.has_pitman_yor()) { - mutable_pitman_yor()->::protobuf::distributions::Clustering_PitmanYor::MergeFrom(from.pitman_yor()); - } - if (from.has_low_entropy()) { - mutable_low_entropy()->::protobuf::distributions::Clustering_LowEntropy::MergeFrom(from.low_entropy()); - } - } - mutable_unknown_fields()->MergeFrom(from.unknown_fields()); -} - -void Clustering::CopyFrom(const ::google::protobuf::Message& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -void Clustering::CopyFrom(const Clustering& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -bool Clustering::IsInitialized() const { - - if (has_pitman_yor()) { - if (!this->pitman_yor().IsInitialized()) return false; - } - if (has_low_entropy()) { - if (!this->low_entropy().IsInitialized()) return false; - } - return true; -} - -void Clustering::Swap(Clustering* other) { - if (other != this) { - std::swap(pitman_yor_, other->pitman_yor_); - std::swap(low_entropy_, other->low_entropy_); - std::swap(_has_bits_[0], other->_has_bits_[0]); - _unknown_fields_.Swap(&other->_unknown_fields_); - std::swap(_cached_size_, other->_cached_size_); - } -} - -::google::protobuf::Metadata Clustering::GetMetadata() const { - protobuf_AssignDescriptorsOnce(); - ::google::protobuf::Metadata metadata; - metadata.descriptor = Clustering_descriptor_; - metadata.reflection = Clustering_reflection_; - return metadata; -} - - -// =================================================================== - -#ifndef _MSC_VER -const int BetaBernoulli_Shared::kAlphaFieldNumber; -const int BetaBernoulli_Shared::kBetaFieldNumber; -#endif // !_MSC_VER - -BetaBernoulli_Shared::BetaBernoulli_Shared() - : ::google::protobuf::Message() { - SharedCtor(); -} - -void BetaBernoulli_Shared::InitAsDefaultInstance() { -} - -BetaBernoulli_Shared::BetaBernoulli_Shared(const BetaBernoulli_Shared& from) - : ::google::protobuf::Message() { - SharedCtor(); - MergeFrom(from); -} - -void BetaBernoulli_Shared::SharedCtor() { - _cached_size_ = 0; - alpha_ = 0; - beta_ = 0; - ::memset(_has_bits_, 0, sizeof(_has_bits_)); -} - -BetaBernoulli_Shared::~BetaBernoulli_Shared() { - SharedDtor(); -} - -void BetaBernoulli_Shared::SharedDtor() { - if (this != default_instance_) { - } -} - -void BetaBernoulli_Shared::SetCachedSize(int size) const { - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); -} -const ::google::protobuf::Descriptor* BetaBernoulli_Shared::descriptor() { - protobuf_AssignDescriptorsOnce(); - return BetaBernoulli_Shared_descriptor_; -} - -const BetaBernoulli_Shared& BetaBernoulli_Shared::default_instance() { - if (default_instance_ == NULL) protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); return *default_instance_; -} - -BetaBernoulli_Shared* BetaBernoulli_Shared::default_instance_ = NULL; - -BetaBernoulli_Shared* BetaBernoulli_Shared::New() const { - return new BetaBernoulli_Shared; -} - -void BetaBernoulli_Shared::Clear() { - if (_has_bits_[0 / 32] & (0xffu << (0 % 32))) { - alpha_ = 0; - beta_ = 0; - } - ::memset(_has_bits_, 0, sizeof(_has_bits_)); - mutable_unknown_fields()->Clear(); -} - -bool BetaBernoulli_Shared::MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input) { -#define DO_(EXPRESSION) if (!(EXPRESSION)) return false - ::google::protobuf::uint32 tag; - while ((tag = input->ReadTag()) != 0) { - switch (::google::protobuf::internal::WireFormatLite::GetTagFieldNumber(tag)) { - // required float alpha = 1; - case 1: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_FIXED32) { - DO_((::google::protobuf::internal::WireFormatLite::ReadPrimitive< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - input, &alpha_))); - set_has_alpha(); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(21)) goto parse_beta; - break; - } - - // required float beta = 2; - case 2: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_FIXED32) { - parse_beta: - DO_((::google::protobuf::internal::WireFormatLite::ReadPrimitive< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - input, &beta_))); - set_has_beta(); - } else { - goto handle_uninterpreted; - } - if (input->ExpectAtEnd()) return true; - break; - } - - default: { - handle_uninterpreted: - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_END_GROUP) { - return true; - } - DO_(::google::protobuf::internal::WireFormat::SkipField( - input, tag, mutable_unknown_fields())); - break; - } - } - } - return true; -#undef DO_ -} - -void BetaBernoulli_Shared::SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const { - // required float alpha = 1; - if (has_alpha()) { - ::google::protobuf::internal::WireFormatLite::WriteFloat(1, this->alpha(), output); - } - - // required float beta = 2; - if (has_beta()) { - ::google::protobuf::internal::WireFormatLite::WriteFloat(2, this->beta(), output); - } - - if (!unknown_fields().empty()) { - ::google::protobuf::internal::WireFormat::SerializeUnknownFields( - unknown_fields(), output); - } -} - -::google::protobuf::uint8* BetaBernoulli_Shared::SerializeWithCachedSizesToArray( - ::google::protobuf::uint8* target) const { - // required float alpha = 1; - if (has_alpha()) { - target = ::google::protobuf::internal::WireFormatLite::WriteFloatToArray(1, this->alpha(), target); - } - - // required float beta = 2; - if (has_beta()) { - target = ::google::protobuf::internal::WireFormatLite::WriteFloatToArray(2, this->beta(), target); - } - - if (!unknown_fields().empty()) { - target = ::google::protobuf::internal::WireFormat::SerializeUnknownFieldsToArray( - unknown_fields(), target); - } - return target; -} - -int BetaBernoulli_Shared::ByteSize() const { - int total_size = 0; - - if (_has_bits_[0 / 32] & (0xffu << (0 % 32))) { - // required float alpha = 1; - if (has_alpha()) { - total_size += 1 + 4; - } - - // required float beta = 2; - if (has_beta()) { - total_size += 1 + 4; - } - - } - if (!unknown_fields().empty()) { - total_size += - ::google::protobuf::internal::WireFormat::ComputeUnknownFieldsSize( - unknown_fields()); - } - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = total_size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); - return total_size; -} - -void BetaBernoulli_Shared::MergeFrom(const ::google::protobuf::Message& from) { - GOOGLE_CHECK_NE(&from, this); - const BetaBernoulli_Shared* source = - ::google::protobuf::internal::dynamic_cast_if_available( - &from); - if (source == NULL) { - ::google::protobuf::internal::ReflectionOps::Merge(from, this); - } else { - MergeFrom(*source); - } -} - -void BetaBernoulli_Shared::MergeFrom(const BetaBernoulli_Shared& from) { - GOOGLE_CHECK_NE(&from, this); - if (from._has_bits_[0 / 32] & (0xffu << (0 % 32))) { - if (from.has_alpha()) { - set_alpha(from.alpha()); - } - if (from.has_beta()) { - set_beta(from.beta()); - } - } - mutable_unknown_fields()->MergeFrom(from.unknown_fields()); -} - -void BetaBernoulli_Shared::CopyFrom(const ::google::protobuf::Message& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -void BetaBernoulli_Shared::CopyFrom(const BetaBernoulli_Shared& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -bool BetaBernoulli_Shared::IsInitialized() const { - if ((_has_bits_[0] & 0x00000003) != 0x00000003) return false; - - return true; -} - -void BetaBernoulli_Shared::Swap(BetaBernoulli_Shared* other) { - if (other != this) { - std::swap(alpha_, other->alpha_); - std::swap(beta_, other->beta_); - std::swap(_has_bits_[0], other->_has_bits_[0]); - _unknown_fields_.Swap(&other->_unknown_fields_); - std::swap(_cached_size_, other->_cached_size_); - } -} - -::google::protobuf::Metadata BetaBernoulli_Shared::GetMetadata() const { - protobuf_AssignDescriptorsOnce(); - ::google::protobuf::Metadata metadata; - metadata.descriptor = BetaBernoulli_Shared_descriptor_; - metadata.reflection = BetaBernoulli_Shared_reflection_; - return metadata; -} - - -// ------------------------------------------------------------------- - -#ifndef _MSC_VER -const int BetaBernoulli_Group::kHeadsFieldNumber; -const int BetaBernoulli_Group::kTailsFieldNumber; -#endif // !_MSC_VER - -BetaBernoulli_Group::BetaBernoulli_Group() - : ::google::protobuf::Message() { - SharedCtor(); -} - -void BetaBernoulli_Group::InitAsDefaultInstance() { -} - -BetaBernoulli_Group::BetaBernoulli_Group(const BetaBernoulli_Group& from) - : ::google::protobuf::Message() { - SharedCtor(); - MergeFrom(from); -} - -void BetaBernoulli_Group::SharedCtor() { - _cached_size_ = 0; - heads_ = GOOGLE_ULONGLONG(0); - tails_ = GOOGLE_ULONGLONG(0); - ::memset(_has_bits_, 0, sizeof(_has_bits_)); -} - -BetaBernoulli_Group::~BetaBernoulli_Group() { - SharedDtor(); -} - -void BetaBernoulli_Group::SharedDtor() { - if (this != default_instance_) { - } -} - -void BetaBernoulli_Group::SetCachedSize(int size) const { - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); -} -const ::google::protobuf::Descriptor* BetaBernoulli_Group::descriptor() { - protobuf_AssignDescriptorsOnce(); - return BetaBernoulli_Group_descriptor_; -} - -const BetaBernoulli_Group& BetaBernoulli_Group::default_instance() { - if (default_instance_ == NULL) protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); return *default_instance_; -} - -BetaBernoulli_Group* BetaBernoulli_Group::default_instance_ = NULL; - -BetaBernoulli_Group* BetaBernoulli_Group::New() const { - return new BetaBernoulli_Group; -} - -void BetaBernoulli_Group::Clear() { - if (_has_bits_[0 / 32] & (0xffu << (0 % 32))) { - heads_ = GOOGLE_ULONGLONG(0); - tails_ = GOOGLE_ULONGLONG(0); - } - ::memset(_has_bits_, 0, sizeof(_has_bits_)); - mutable_unknown_fields()->Clear(); -} - -bool BetaBernoulli_Group::MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input) { -#define DO_(EXPRESSION) if (!(EXPRESSION)) return false - ::google::protobuf::uint32 tag; - while ((tag = input->ReadTag()) != 0) { - switch (::google::protobuf::internal::WireFormatLite::GetTagFieldNumber(tag)) { - // required uint64 heads = 1; - case 1: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_VARINT) { - DO_((::google::protobuf::internal::WireFormatLite::ReadPrimitive< - ::google::protobuf::uint64, ::google::protobuf::internal::WireFormatLite::TYPE_UINT64>( - input, &heads_))); - set_has_heads(); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(16)) goto parse_tails; - break; - } - - // required uint64 tails = 2; - case 2: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_VARINT) { - parse_tails: - DO_((::google::protobuf::internal::WireFormatLite::ReadPrimitive< - ::google::protobuf::uint64, ::google::protobuf::internal::WireFormatLite::TYPE_UINT64>( - input, &tails_))); - set_has_tails(); - } else { - goto handle_uninterpreted; - } - if (input->ExpectAtEnd()) return true; - break; - } - - default: { - handle_uninterpreted: - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_END_GROUP) { - return true; - } - DO_(::google::protobuf::internal::WireFormat::SkipField( - input, tag, mutable_unknown_fields())); - break; - } - } - } - return true; -#undef DO_ -} - -void BetaBernoulli_Group::SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const { - // required uint64 heads = 1; - if (has_heads()) { - ::google::protobuf::internal::WireFormatLite::WriteUInt64(1, this->heads(), output); - } - - // required uint64 tails = 2; - if (has_tails()) { - ::google::protobuf::internal::WireFormatLite::WriteUInt64(2, this->tails(), output); - } - - if (!unknown_fields().empty()) { - ::google::protobuf::internal::WireFormat::SerializeUnknownFields( - unknown_fields(), output); - } -} - -::google::protobuf::uint8* BetaBernoulli_Group::SerializeWithCachedSizesToArray( - ::google::protobuf::uint8* target) const { - // required uint64 heads = 1; - if (has_heads()) { - target = ::google::protobuf::internal::WireFormatLite::WriteUInt64ToArray(1, this->heads(), target); - } - - // required uint64 tails = 2; - if (has_tails()) { - target = ::google::protobuf::internal::WireFormatLite::WriteUInt64ToArray(2, this->tails(), target); - } - - if (!unknown_fields().empty()) { - target = ::google::protobuf::internal::WireFormat::SerializeUnknownFieldsToArray( - unknown_fields(), target); - } - return target; -} - -int BetaBernoulli_Group::ByteSize() const { - int total_size = 0; - - if (_has_bits_[0 / 32] & (0xffu << (0 % 32))) { - // required uint64 heads = 1; - if (has_heads()) { - total_size += 1 + - ::google::protobuf::internal::WireFormatLite::UInt64Size( - this->heads()); - } - - // required uint64 tails = 2; - if (has_tails()) { - total_size += 1 + - ::google::protobuf::internal::WireFormatLite::UInt64Size( - this->tails()); - } - - } - if (!unknown_fields().empty()) { - total_size += - ::google::protobuf::internal::WireFormat::ComputeUnknownFieldsSize( - unknown_fields()); - } - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = total_size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); - return total_size; -} - -void BetaBernoulli_Group::MergeFrom(const ::google::protobuf::Message& from) { - GOOGLE_CHECK_NE(&from, this); - const BetaBernoulli_Group* source = - ::google::protobuf::internal::dynamic_cast_if_available( - &from); - if (source == NULL) { - ::google::protobuf::internal::ReflectionOps::Merge(from, this); - } else { - MergeFrom(*source); - } -} - -void BetaBernoulli_Group::MergeFrom(const BetaBernoulli_Group& from) { - GOOGLE_CHECK_NE(&from, this); - if (from._has_bits_[0 / 32] & (0xffu << (0 % 32))) { - if (from.has_heads()) { - set_heads(from.heads()); - } - if (from.has_tails()) { - set_tails(from.tails()); - } - } - mutable_unknown_fields()->MergeFrom(from.unknown_fields()); -} - -void BetaBernoulli_Group::CopyFrom(const ::google::protobuf::Message& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -void BetaBernoulli_Group::CopyFrom(const BetaBernoulli_Group& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -bool BetaBernoulli_Group::IsInitialized() const { - if ((_has_bits_[0] & 0x00000003) != 0x00000003) return false; - - return true; -} - -void BetaBernoulli_Group::Swap(BetaBernoulli_Group* other) { - if (other != this) { - std::swap(heads_, other->heads_); - std::swap(tails_, other->tails_); - std::swap(_has_bits_[0], other->_has_bits_[0]); - _unknown_fields_.Swap(&other->_unknown_fields_); - std::swap(_cached_size_, other->_cached_size_); - } -} - -::google::protobuf::Metadata BetaBernoulli_Group::GetMetadata() const { - protobuf_AssignDescriptorsOnce(); - ::google::protobuf::Metadata metadata; - metadata.descriptor = BetaBernoulli_Group_descriptor_; - metadata.reflection = BetaBernoulli_Group_reflection_; - return metadata; -} - - -// ------------------------------------------------------------------- - -#ifndef _MSC_VER -#endif // !_MSC_VER - -BetaBernoulli::BetaBernoulli() - : ::google::protobuf::Message() { - SharedCtor(); -} - -void BetaBernoulli::InitAsDefaultInstance() { -} - -BetaBernoulli::BetaBernoulli(const BetaBernoulli& from) - : ::google::protobuf::Message() { - SharedCtor(); - MergeFrom(from); -} - -void BetaBernoulli::SharedCtor() { - _cached_size_ = 0; - ::memset(_has_bits_, 0, sizeof(_has_bits_)); -} - -BetaBernoulli::~BetaBernoulli() { - SharedDtor(); -} - -void BetaBernoulli::SharedDtor() { - if (this != default_instance_) { - } -} - -void BetaBernoulli::SetCachedSize(int size) const { - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); -} -const ::google::protobuf::Descriptor* BetaBernoulli::descriptor() { - protobuf_AssignDescriptorsOnce(); - return BetaBernoulli_descriptor_; -} - -const BetaBernoulli& BetaBernoulli::default_instance() { - if (default_instance_ == NULL) protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); return *default_instance_; -} - -BetaBernoulli* BetaBernoulli::default_instance_ = NULL; - -BetaBernoulli* BetaBernoulli::New() const { - return new BetaBernoulli; -} - -void BetaBernoulli::Clear() { - ::memset(_has_bits_, 0, sizeof(_has_bits_)); - mutable_unknown_fields()->Clear(); -} - -bool BetaBernoulli::MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input) { -#define DO_(EXPRESSION) if (!(EXPRESSION)) return false - ::google::protobuf::uint32 tag; - while ((tag = input->ReadTag()) != 0) { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_END_GROUP) { - return true; - } - DO_(::google::protobuf::internal::WireFormat::SkipField( - input, tag, mutable_unknown_fields())); - } - return true; -#undef DO_ -} - -void BetaBernoulli::SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const { - if (!unknown_fields().empty()) { - ::google::protobuf::internal::WireFormat::SerializeUnknownFields( - unknown_fields(), output); - } -} - -::google::protobuf::uint8* BetaBernoulli::SerializeWithCachedSizesToArray( - ::google::protobuf::uint8* target) const { - if (!unknown_fields().empty()) { - target = ::google::protobuf::internal::WireFormat::SerializeUnknownFieldsToArray( - unknown_fields(), target); - } - return target; -} - -int BetaBernoulli::ByteSize() const { - int total_size = 0; - - if (!unknown_fields().empty()) { - total_size += - ::google::protobuf::internal::WireFormat::ComputeUnknownFieldsSize( - unknown_fields()); - } - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = total_size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); - return total_size; -} - -void BetaBernoulli::MergeFrom(const ::google::protobuf::Message& from) { - GOOGLE_CHECK_NE(&from, this); - const BetaBernoulli* source = - ::google::protobuf::internal::dynamic_cast_if_available( - &from); - if (source == NULL) { - ::google::protobuf::internal::ReflectionOps::Merge(from, this); - } else { - MergeFrom(*source); - } -} - -void BetaBernoulli::MergeFrom(const BetaBernoulli& from) { - GOOGLE_CHECK_NE(&from, this); - mutable_unknown_fields()->MergeFrom(from.unknown_fields()); -} - -void BetaBernoulli::CopyFrom(const ::google::protobuf::Message& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -void BetaBernoulli::CopyFrom(const BetaBernoulli& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -bool BetaBernoulli::IsInitialized() const { - - return true; -} - -void BetaBernoulli::Swap(BetaBernoulli* other) { - if (other != this) { - _unknown_fields_.Swap(&other->_unknown_fields_); - std::swap(_cached_size_, other->_cached_size_); - } -} - -::google::protobuf::Metadata BetaBernoulli::GetMetadata() const { - protobuf_AssignDescriptorsOnce(); - ::google::protobuf::Metadata metadata; - metadata.descriptor = BetaBernoulli_descriptor_; - metadata.reflection = BetaBernoulli_reflection_; - return metadata; -} - - -// =================================================================== - -#ifndef _MSC_VER -const int DirichletDiscrete_Shared::kAlphasFieldNumber; -#endif // !_MSC_VER - -DirichletDiscrete_Shared::DirichletDiscrete_Shared() - : ::google::protobuf::Message() { - SharedCtor(); -} - -void DirichletDiscrete_Shared::InitAsDefaultInstance() { -} - -DirichletDiscrete_Shared::DirichletDiscrete_Shared(const DirichletDiscrete_Shared& from) - : ::google::protobuf::Message() { - SharedCtor(); - MergeFrom(from); -} - -void DirichletDiscrete_Shared::SharedCtor() { - _cached_size_ = 0; - ::memset(_has_bits_, 0, sizeof(_has_bits_)); -} - -DirichletDiscrete_Shared::~DirichletDiscrete_Shared() { - SharedDtor(); -} - -void DirichletDiscrete_Shared::SharedDtor() { - if (this != default_instance_) { - } -} - -void DirichletDiscrete_Shared::SetCachedSize(int size) const { - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); -} -const ::google::protobuf::Descriptor* DirichletDiscrete_Shared::descriptor() { - protobuf_AssignDescriptorsOnce(); - return DirichletDiscrete_Shared_descriptor_; -} - -const DirichletDiscrete_Shared& DirichletDiscrete_Shared::default_instance() { - if (default_instance_ == NULL) protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); return *default_instance_; -} - -DirichletDiscrete_Shared* DirichletDiscrete_Shared::default_instance_ = NULL; - -DirichletDiscrete_Shared* DirichletDiscrete_Shared::New() const { - return new DirichletDiscrete_Shared; -} - -void DirichletDiscrete_Shared::Clear() { - alphas_.Clear(); - ::memset(_has_bits_, 0, sizeof(_has_bits_)); - mutable_unknown_fields()->Clear(); -} - -bool DirichletDiscrete_Shared::MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input) { -#define DO_(EXPRESSION) if (!(EXPRESSION)) return false - ::google::protobuf::uint32 tag; - while ((tag = input->ReadTag()) != 0) { - switch (::google::protobuf::internal::WireFormatLite::GetTagFieldNumber(tag)) { - // repeated float alphas = 1; - case 1: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_FIXED32) { - parse_alphas: - DO_((::google::protobuf::internal::WireFormatLite::ReadRepeatedPrimitive< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - 1, 13, input, this->mutable_alphas()))); - } else if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) - == ::google::protobuf::internal::WireFormatLite:: - WIRETYPE_LENGTH_DELIMITED) { - DO_((::google::protobuf::internal::WireFormatLite::ReadPackedPrimitiveNoInline< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - input, this->mutable_alphas()))); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(13)) goto parse_alphas; - if (input->ExpectAtEnd()) return true; - break; - } - - default: { - handle_uninterpreted: - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_END_GROUP) { - return true; - } - DO_(::google::protobuf::internal::WireFormat::SkipField( - input, tag, mutable_unknown_fields())); - break; - } - } - } - return true; -#undef DO_ -} - -void DirichletDiscrete_Shared::SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const { - // repeated float alphas = 1; - for (int i = 0; i < this->alphas_size(); i++) { - ::google::protobuf::internal::WireFormatLite::WriteFloat( - 1, this->alphas(i), output); - } - - if (!unknown_fields().empty()) { - ::google::protobuf::internal::WireFormat::SerializeUnknownFields( - unknown_fields(), output); - } -} - -::google::protobuf::uint8* DirichletDiscrete_Shared::SerializeWithCachedSizesToArray( - ::google::protobuf::uint8* target) const { - // repeated float alphas = 1; - for (int i = 0; i < this->alphas_size(); i++) { - target = ::google::protobuf::internal::WireFormatLite:: - WriteFloatToArray(1, this->alphas(i), target); - } - - if (!unknown_fields().empty()) { - target = ::google::protobuf::internal::WireFormat::SerializeUnknownFieldsToArray( - unknown_fields(), target); - } - return target; -} - -int DirichletDiscrete_Shared::ByteSize() const { - int total_size = 0; - - // repeated float alphas = 1; - { - int data_size = 0; - data_size = 4 * this->alphas_size(); - total_size += 1 * this->alphas_size() + data_size; - } - - if (!unknown_fields().empty()) { - total_size += - ::google::protobuf::internal::WireFormat::ComputeUnknownFieldsSize( - unknown_fields()); - } - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = total_size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); - return total_size; -} - -void DirichletDiscrete_Shared::MergeFrom(const ::google::protobuf::Message& from) { - GOOGLE_CHECK_NE(&from, this); - const DirichletDiscrete_Shared* source = - ::google::protobuf::internal::dynamic_cast_if_available( - &from); - if (source == NULL) { - ::google::protobuf::internal::ReflectionOps::Merge(from, this); - } else { - MergeFrom(*source); - } -} - -void DirichletDiscrete_Shared::MergeFrom(const DirichletDiscrete_Shared& from) { - GOOGLE_CHECK_NE(&from, this); - alphas_.MergeFrom(from.alphas_); - mutable_unknown_fields()->MergeFrom(from.unknown_fields()); -} - -void DirichletDiscrete_Shared::CopyFrom(const ::google::protobuf::Message& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -void DirichletDiscrete_Shared::CopyFrom(const DirichletDiscrete_Shared& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -bool DirichletDiscrete_Shared::IsInitialized() const { - - return true; -} - -void DirichletDiscrete_Shared::Swap(DirichletDiscrete_Shared* other) { - if (other != this) { - alphas_.Swap(&other->alphas_); - std::swap(_has_bits_[0], other->_has_bits_[0]); - _unknown_fields_.Swap(&other->_unknown_fields_); - std::swap(_cached_size_, other->_cached_size_); - } -} - -::google::protobuf::Metadata DirichletDiscrete_Shared::GetMetadata() const { - protobuf_AssignDescriptorsOnce(); - ::google::protobuf::Metadata metadata; - metadata.descriptor = DirichletDiscrete_Shared_descriptor_; - metadata.reflection = DirichletDiscrete_Shared_reflection_; - return metadata; -} - - -// ------------------------------------------------------------------- - -#ifndef _MSC_VER -const int DirichletDiscrete_Group::kCountsFieldNumber; -#endif // !_MSC_VER - -DirichletDiscrete_Group::DirichletDiscrete_Group() - : ::google::protobuf::Message() { - SharedCtor(); -} - -void DirichletDiscrete_Group::InitAsDefaultInstance() { -} - -DirichletDiscrete_Group::DirichletDiscrete_Group(const DirichletDiscrete_Group& from) - : ::google::protobuf::Message() { - SharedCtor(); - MergeFrom(from); -} - -void DirichletDiscrete_Group::SharedCtor() { - _cached_size_ = 0; - ::memset(_has_bits_, 0, sizeof(_has_bits_)); -} - -DirichletDiscrete_Group::~DirichletDiscrete_Group() { - SharedDtor(); -} - -void DirichletDiscrete_Group::SharedDtor() { - if (this != default_instance_) { - } -} - -void DirichletDiscrete_Group::SetCachedSize(int size) const { - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); -} -const ::google::protobuf::Descriptor* DirichletDiscrete_Group::descriptor() { - protobuf_AssignDescriptorsOnce(); - return DirichletDiscrete_Group_descriptor_; -} - -const DirichletDiscrete_Group& DirichletDiscrete_Group::default_instance() { - if (default_instance_ == NULL) protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); return *default_instance_; -} - -DirichletDiscrete_Group* DirichletDiscrete_Group::default_instance_ = NULL; - -DirichletDiscrete_Group* DirichletDiscrete_Group::New() const { - return new DirichletDiscrete_Group; -} - -void DirichletDiscrete_Group::Clear() { - counts_.Clear(); - ::memset(_has_bits_, 0, sizeof(_has_bits_)); - mutable_unknown_fields()->Clear(); -} - -bool DirichletDiscrete_Group::MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input) { -#define DO_(EXPRESSION) if (!(EXPRESSION)) return false - ::google::protobuf::uint32 tag; - while ((tag = input->ReadTag()) != 0) { - switch (::google::protobuf::internal::WireFormatLite::GetTagFieldNumber(tag)) { - // repeated uint64 counts = 1; - case 1: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_VARINT) { - parse_counts: - DO_((::google::protobuf::internal::WireFormatLite::ReadRepeatedPrimitive< - ::google::protobuf::uint64, ::google::protobuf::internal::WireFormatLite::TYPE_UINT64>( - 1, 8, input, this->mutable_counts()))); - } else if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) - == ::google::protobuf::internal::WireFormatLite:: - WIRETYPE_LENGTH_DELIMITED) { - DO_((::google::protobuf::internal::WireFormatLite::ReadPackedPrimitiveNoInline< - ::google::protobuf::uint64, ::google::protobuf::internal::WireFormatLite::TYPE_UINT64>( - input, this->mutable_counts()))); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(8)) goto parse_counts; - if (input->ExpectAtEnd()) return true; - break; - } - - default: { - handle_uninterpreted: - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_END_GROUP) { - return true; - } - DO_(::google::protobuf::internal::WireFormat::SkipField( - input, tag, mutable_unknown_fields())); - break; - } - } - } - return true; -#undef DO_ -} - -void DirichletDiscrete_Group::SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const { - // repeated uint64 counts = 1; - for (int i = 0; i < this->counts_size(); i++) { - ::google::protobuf::internal::WireFormatLite::WriteUInt64( - 1, this->counts(i), output); - } - - if (!unknown_fields().empty()) { - ::google::protobuf::internal::WireFormat::SerializeUnknownFields( - unknown_fields(), output); - } -} - -::google::protobuf::uint8* DirichletDiscrete_Group::SerializeWithCachedSizesToArray( - ::google::protobuf::uint8* target) const { - // repeated uint64 counts = 1; - for (int i = 0; i < this->counts_size(); i++) { - target = ::google::protobuf::internal::WireFormatLite:: - WriteUInt64ToArray(1, this->counts(i), target); - } - - if (!unknown_fields().empty()) { - target = ::google::protobuf::internal::WireFormat::SerializeUnknownFieldsToArray( - unknown_fields(), target); - } - return target; -} - -int DirichletDiscrete_Group::ByteSize() const { - int total_size = 0; - - // repeated uint64 counts = 1; - { - int data_size = 0; - for (int i = 0; i < this->counts_size(); i++) { - data_size += ::google::protobuf::internal::WireFormatLite:: - UInt64Size(this->counts(i)); - } - total_size += 1 * this->counts_size() + data_size; - } - - if (!unknown_fields().empty()) { - total_size += - ::google::protobuf::internal::WireFormat::ComputeUnknownFieldsSize( - unknown_fields()); - } - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = total_size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); - return total_size; -} - -void DirichletDiscrete_Group::MergeFrom(const ::google::protobuf::Message& from) { - GOOGLE_CHECK_NE(&from, this); - const DirichletDiscrete_Group* source = - ::google::protobuf::internal::dynamic_cast_if_available( - &from); - if (source == NULL) { - ::google::protobuf::internal::ReflectionOps::Merge(from, this); - } else { - MergeFrom(*source); - } -} - -void DirichletDiscrete_Group::MergeFrom(const DirichletDiscrete_Group& from) { - GOOGLE_CHECK_NE(&from, this); - counts_.MergeFrom(from.counts_); - mutable_unknown_fields()->MergeFrom(from.unknown_fields()); -} - -void DirichletDiscrete_Group::CopyFrom(const ::google::protobuf::Message& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -void DirichletDiscrete_Group::CopyFrom(const DirichletDiscrete_Group& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -bool DirichletDiscrete_Group::IsInitialized() const { - - return true; -} - -void DirichletDiscrete_Group::Swap(DirichletDiscrete_Group* other) { - if (other != this) { - counts_.Swap(&other->counts_); - std::swap(_has_bits_[0], other->_has_bits_[0]); - _unknown_fields_.Swap(&other->_unknown_fields_); - std::swap(_cached_size_, other->_cached_size_); - } -} - -::google::protobuf::Metadata DirichletDiscrete_Group::GetMetadata() const { - protobuf_AssignDescriptorsOnce(); - ::google::protobuf::Metadata metadata; - metadata.descriptor = DirichletDiscrete_Group_descriptor_; - metadata.reflection = DirichletDiscrete_Group_reflection_; - return metadata; -} - - -// ------------------------------------------------------------------- - -#ifndef _MSC_VER -#endif // !_MSC_VER - -DirichletDiscrete::DirichletDiscrete() - : ::google::protobuf::Message() { - SharedCtor(); -} - -void DirichletDiscrete::InitAsDefaultInstance() { -} - -DirichletDiscrete::DirichletDiscrete(const DirichletDiscrete& from) - : ::google::protobuf::Message() { - SharedCtor(); - MergeFrom(from); -} - -void DirichletDiscrete::SharedCtor() { - _cached_size_ = 0; - ::memset(_has_bits_, 0, sizeof(_has_bits_)); -} - -DirichletDiscrete::~DirichletDiscrete() { - SharedDtor(); -} - -void DirichletDiscrete::SharedDtor() { - if (this != default_instance_) { - } -} - -void DirichletDiscrete::SetCachedSize(int size) const { - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); -} -const ::google::protobuf::Descriptor* DirichletDiscrete::descriptor() { - protobuf_AssignDescriptorsOnce(); - return DirichletDiscrete_descriptor_; -} - -const DirichletDiscrete& DirichletDiscrete::default_instance() { - if (default_instance_ == NULL) protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); return *default_instance_; -} - -DirichletDiscrete* DirichletDiscrete::default_instance_ = NULL; - -DirichletDiscrete* DirichletDiscrete::New() const { - return new DirichletDiscrete; -} - -void DirichletDiscrete::Clear() { - ::memset(_has_bits_, 0, sizeof(_has_bits_)); - mutable_unknown_fields()->Clear(); -} - -bool DirichletDiscrete::MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input) { -#define DO_(EXPRESSION) if (!(EXPRESSION)) return false - ::google::protobuf::uint32 tag; - while ((tag = input->ReadTag()) != 0) { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_END_GROUP) { - return true; - } - DO_(::google::protobuf::internal::WireFormat::SkipField( - input, tag, mutable_unknown_fields())); - } - return true; -#undef DO_ -} - -void DirichletDiscrete::SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const { - if (!unknown_fields().empty()) { - ::google::protobuf::internal::WireFormat::SerializeUnknownFields( - unknown_fields(), output); - } -} - -::google::protobuf::uint8* DirichletDiscrete::SerializeWithCachedSizesToArray( - ::google::protobuf::uint8* target) const { - if (!unknown_fields().empty()) { - target = ::google::protobuf::internal::WireFormat::SerializeUnknownFieldsToArray( - unknown_fields(), target); - } - return target; -} - -int DirichletDiscrete::ByteSize() const { - int total_size = 0; - - if (!unknown_fields().empty()) { - total_size += - ::google::protobuf::internal::WireFormat::ComputeUnknownFieldsSize( - unknown_fields()); - } - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = total_size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); - return total_size; -} - -void DirichletDiscrete::MergeFrom(const ::google::protobuf::Message& from) { - GOOGLE_CHECK_NE(&from, this); - const DirichletDiscrete* source = - ::google::protobuf::internal::dynamic_cast_if_available( - &from); - if (source == NULL) { - ::google::protobuf::internal::ReflectionOps::Merge(from, this); - } else { - MergeFrom(*source); - } -} - -void DirichletDiscrete::MergeFrom(const DirichletDiscrete& from) { - GOOGLE_CHECK_NE(&from, this); - mutable_unknown_fields()->MergeFrom(from.unknown_fields()); -} - -void DirichletDiscrete::CopyFrom(const ::google::protobuf::Message& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -void DirichletDiscrete::CopyFrom(const DirichletDiscrete& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -bool DirichletDiscrete::IsInitialized() const { - - return true; -} - -void DirichletDiscrete::Swap(DirichletDiscrete* other) { - if (other != this) { - _unknown_fields_.Swap(&other->_unknown_fields_); - std::swap(_cached_size_, other->_cached_size_); - } -} - -::google::protobuf::Metadata DirichletDiscrete::GetMetadata() const { - protobuf_AssignDescriptorsOnce(); - ::google::protobuf::Metadata metadata; - metadata.descriptor = DirichletDiscrete_descriptor_; - metadata.reflection = DirichletDiscrete_reflection_; - return metadata; -} - - -// =================================================================== - -#ifndef _MSC_VER -const int DirichletProcessDiscrete_Shared::kGammaFieldNumber; -const int DirichletProcessDiscrete_Shared::kAlphaFieldNumber; -const int DirichletProcessDiscrete_Shared::kValuesFieldNumber; -const int DirichletProcessDiscrete_Shared::kBetasFieldNumber; -const int DirichletProcessDiscrete_Shared::kCountsFieldNumber; -#endif // !_MSC_VER - -DirichletProcessDiscrete_Shared::DirichletProcessDiscrete_Shared() - : ::google::protobuf::Message() { - SharedCtor(); -} - -void DirichletProcessDiscrete_Shared::InitAsDefaultInstance() { -} - -DirichletProcessDiscrete_Shared::DirichletProcessDiscrete_Shared(const DirichletProcessDiscrete_Shared& from) - : ::google::protobuf::Message() { - SharedCtor(); - MergeFrom(from); -} - -void DirichletProcessDiscrete_Shared::SharedCtor() { - _cached_size_ = 0; - gamma_ = 0; - alpha_ = 0; - ::memset(_has_bits_, 0, sizeof(_has_bits_)); -} - -DirichletProcessDiscrete_Shared::~DirichletProcessDiscrete_Shared() { - SharedDtor(); -} - -void DirichletProcessDiscrete_Shared::SharedDtor() { - if (this != default_instance_) { - } -} - -void DirichletProcessDiscrete_Shared::SetCachedSize(int size) const { - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); -} -const ::google::protobuf::Descriptor* DirichletProcessDiscrete_Shared::descriptor() { - protobuf_AssignDescriptorsOnce(); - return DirichletProcessDiscrete_Shared_descriptor_; -} - -const DirichletProcessDiscrete_Shared& DirichletProcessDiscrete_Shared::default_instance() { - if (default_instance_ == NULL) protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); return *default_instance_; -} - -DirichletProcessDiscrete_Shared* DirichletProcessDiscrete_Shared::default_instance_ = NULL; - -DirichletProcessDiscrete_Shared* DirichletProcessDiscrete_Shared::New() const { - return new DirichletProcessDiscrete_Shared; -} - -void DirichletProcessDiscrete_Shared::Clear() { - if (_has_bits_[0 / 32] & (0xffu << (0 % 32))) { - gamma_ = 0; - alpha_ = 0; - } - values_.Clear(); - betas_.Clear(); - counts_.Clear(); - ::memset(_has_bits_, 0, sizeof(_has_bits_)); - mutable_unknown_fields()->Clear(); -} - -bool DirichletProcessDiscrete_Shared::MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input) { -#define DO_(EXPRESSION) if (!(EXPRESSION)) return false - ::google::protobuf::uint32 tag; - while ((tag = input->ReadTag()) != 0) { - switch (::google::protobuf::internal::WireFormatLite::GetTagFieldNumber(tag)) { - // required float gamma = 1; - case 1: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_FIXED32) { - DO_((::google::protobuf::internal::WireFormatLite::ReadPrimitive< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - input, &gamma_))); - set_has_gamma(); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(21)) goto parse_alpha; - break; - } - - // required float alpha = 2; - case 2: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_FIXED32) { - parse_alpha: - DO_((::google::protobuf::internal::WireFormatLite::ReadPrimitive< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - input, &alpha_))); - set_has_alpha(); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(24)) goto parse_values; - break; - } - - // repeated uint32 values = 3; - case 3: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_VARINT) { - parse_values: - DO_((::google::protobuf::internal::WireFormatLite::ReadRepeatedPrimitive< - ::google::protobuf::uint32, ::google::protobuf::internal::WireFormatLite::TYPE_UINT32>( - 1, 24, input, this->mutable_values()))); - } else if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) - == ::google::protobuf::internal::WireFormatLite:: - WIRETYPE_LENGTH_DELIMITED) { - DO_((::google::protobuf::internal::WireFormatLite::ReadPackedPrimitiveNoInline< - ::google::protobuf::uint32, ::google::protobuf::internal::WireFormatLite::TYPE_UINT32>( - input, this->mutable_values()))); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(24)) goto parse_values; - if (input->ExpectTag(37)) goto parse_betas; - break; - } - - // repeated float betas = 4; - case 4: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_FIXED32) { - parse_betas: - DO_((::google::protobuf::internal::WireFormatLite::ReadRepeatedPrimitive< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - 1, 37, input, this->mutable_betas()))); - } else if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) - == ::google::protobuf::internal::WireFormatLite:: - WIRETYPE_LENGTH_DELIMITED) { - DO_((::google::protobuf::internal::WireFormatLite::ReadPackedPrimitiveNoInline< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - input, this->mutable_betas()))); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(37)) goto parse_betas; - if (input->ExpectTag(40)) goto parse_counts; - break; - } - - // repeated uint64 counts = 5; - case 5: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_VARINT) { - parse_counts: - DO_((::google::protobuf::internal::WireFormatLite::ReadRepeatedPrimitive< - ::google::protobuf::uint64, ::google::protobuf::internal::WireFormatLite::TYPE_UINT64>( - 1, 40, input, this->mutable_counts()))); - } else if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) - == ::google::protobuf::internal::WireFormatLite:: - WIRETYPE_LENGTH_DELIMITED) { - DO_((::google::protobuf::internal::WireFormatLite::ReadPackedPrimitiveNoInline< - ::google::protobuf::uint64, ::google::protobuf::internal::WireFormatLite::TYPE_UINT64>( - input, this->mutable_counts()))); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(40)) goto parse_counts; - if (input->ExpectAtEnd()) return true; - break; - } - - default: { - handle_uninterpreted: - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_END_GROUP) { - return true; - } - DO_(::google::protobuf::internal::WireFormat::SkipField( - input, tag, mutable_unknown_fields())); - break; - } - } - } - return true; -#undef DO_ -} - -void DirichletProcessDiscrete_Shared::SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const { - // required float gamma = 1; - if (has_gamma()) { - ::google::protobuf::internal::WireFormatLite::WriteFloat(1, this->gamma(), output); - } - - // required float alpha = 2; - if (has_alpha()) { - ::google::protobuf::internal::WireFormatLite::WriteFloat(2, this->alpha(), output); - } - - // repeated uint32 values = 3; - for (int i = 0; i < this->values_size(); i++) { - ::google::protobuf::internal::WireFormatLite::WriteUInt32( - 3, this->values(i), output); - } - - // repeated float betas = 4; - for (int i = 0; i < this->betas_size(); i++) { - ::google::protobuf::internal::WireFormatLite::WriteFloat( - 4, this->betas(i), output); - } - - // repeated uint64 counts = 5; - for (int i = 0; i < this->counts_size(); i++) { - ::google::protobuf::internal::WireFormatLite::WriteUInt64( - 5, this->counts(i), output); - } - - if (!unknown_fields().empty()) { - ::google::protobuf::internal::WireFormat::SerializeUnknownFields( - unknown_fields(), output); - } -} - -::google::protobuf::uint8* DirichletProcessDiscrete_Shared::SerializeWithCachedSizesToArray( - ::google::protobuf::uint8* target) const { - // required float gamma = 1; - if (has_gamma()) { - target = ::google::protobuf::internal::WireFormatLite::WriteFloatToArray(1, this->gamma(), target); - } - - // required float alpha = 2; - if (has_alpha()) { - target = ::google::protobuf::internal::WireFormatLite::WriteFloatToArray(2, this->alpha(), target); - } - - // repeated uint32 values = 3; - for (int i = 0; i < this->values_size(); i++) { - target = ::google::protobuf::internal::WireFormatLite:: - WriteUInt32ToArray(3, this->values(i), target); - } - - // repeated float betas = 4; - for (int i = 0; i < this->betas_size(); i++) { - target = ::google::protobuf::internal::WireFormatLite:: - WriteFloatToArray(4, this->betas(i), target); - } - - // repeated uint64 counts = 5; - for (int i = 0; i < this->counts_size(); i++) { - target = ::google::protobuf::internal::WireFormatLite:: - WriteUInt64ToArray(5, this->counts(i), target); - } - - if (!unknown_fields().empty()) { - target = ::google::protobuf::internal::WireFormat::SerializeUnknownFieldsToArray( - unknown_fields(), target); - } - return target; -} - -int DirichletProcessDiscrete_Shared::ByteSize() const { - int total_size = 0; - - if (_has_bits_[0 / 32] & (0xffu << (0 % 32))) { - // required float gamma = 1; - if (has_gamma()) { - total_size += 1 + 4; - } - - // required float alpha = 2; - if (has_alpha()) { - total_size += 1 + 4; - } - - } - // repeated uint32 values = 3; - { - int data_size = 0; - for (int i = 0; i < this->values_size(); i++) { - data_size += ::google::protobuf::internal::WireFormatLite:: - UInt32Size(this->values(i)); - } - total_size += 1 * this->values_size() + data_size; - } - - // repeated float betas = 4; - { - int data_size = 0; - data_size = 4 * this->betas_size(); - total_size += 1 * this->betas_size() + data_size; - } - - // repeated uint64 counts = 5; - { - int data_size = 0; - for (int i = 0; i < this->counts_size(); i++) { - data_size += ::google::protobuf::internal::WireFormatLite:: - UInt64Size(this->counts(i)); - } - total_size += 1 * this->counts_size() + data_size; - } - - if (!unknown_fields().empty()) { - total_size += - ::google::protobuf::internal::WireFormat::ComputeUnknownFieldsSize( - unknown_fields()); - } - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = total_size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); - return total_size; -} - -void DirichletProcessDiscrete_Shared::MergeFrom(const ::google::protobuf::Message& from) { - GOOGLE_CHECK_NE(&from, this); - const DirichletProcessDiscrete_Shared* source = - ::google::protobuf::internal::dynamic_cast_if_available( - &from); - if (source == NULL) { - ::google::protobuf::internal::ReflectionOps::Merge(from, this); - } else { - MergeFrom(*source); - } -} - -void DirichletProcessDiscrete_Shared::MergeFrom(const DirichletProcessDiscrete_Shared& from) { - GOOGLE_CHECK_NE(&from, this); - values_.MergeFrom(from.values_); - betas_.MergeFrom(from.betas_); - counts_.MergeFrom(from.counts_); - if (from._has_bits_[0 / 32] & (0xffu << (0 % 32))) { - if (from.has_gamma()) { - set_gamma(from.gamma()); - } - if (from.has_alpha()) { - set_alpha(from.alpha()); - } - } - mutable_unknown_fields()->MergeFrom(from.unknown_fields()); -} - -void DirichletProcessDiscrete_Shared::CopyFrom(const ::google::protobuf::Message& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -void DirichletProcessDiscrete_Shared::CopyFrom(const DirichletProcessDiscrete_Shared& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -bool DirichletProcessDiscrete_Shared::IsInitialized() const { - if ((_has_bits_[0] & 0x00000003) != 0x00000003) return false; - - return true; -} - -void DirichletProcessDiscrete_Shared::Swap(DirichletProcessDiscrete_Shared* other) { - if (other != this) { - std::swap(gamma_, other->gamma_); - std::swap(alpha_, other->alpha_); - values_.Swap(&other->values_); - betas_.Swap(&other->betas_); - counts_.Swap(&other->counts_); - std::swap(_has_bits_[0], other->_has_bits_[0]); - _unknown_fields_.Swap(&other->_unknown_fields_); - std::swap(_cached_size_, other->_cached_size_); - } -} - -::google::protobuf::Metadata DirichletProcessDiscrete_Shared::GetMetadata() const { - protobuf_AssignDescriptorsOnce(); - ::google::protobuf::Metadata metadata; - metadata.descriptor = DirichletProcessDiscrete_Shared_descriptor_; - metadata.reflection = DirichletProcessDiscrete_Shared_reflection_; - return metadata; -} - - -// ------------------------------------------------------------------- - -#ifndef _MSC_VER -const int DirichletProcessDiscrete_Group::kKeysFieldNumber; -const int DirichletProcessDiscrete_Group::kValuesFieldNumber; -#endif // !_MSC_VER - -DirichletProcessDiscrete_Group::DirichletProcessDiscrete_Group() - : ::google::protobuf::Message() { - SharedCtor(); -} - -void DirichletProcessDiscrete_Group::InitAsDefaultInstance() { -} - -DirichletProcessDiscrete_Group::DirichletProcessDiscrete_Group(const DirichletProcessDiscrete_Group& from) - : ::google::protobuf::Message() { - SharedCtor(); - MergeFrom(from); -} - -void DirichletProcessDiscrete_Group::SharedCtor() { - _cached_size_ = 0; - ::memset(_has_bits_, 0, sizeof(_has_bits_)); -} - -DirichletProcessDiscrete_Group::~DirichletProcessDiscrete_Group() { - SharedDtor(); -} - -void DirichletProcessDiscrete_Group::SharedDtor() { - if (this != default_instance_) { - } -} - -void DirichletProcessDiscrete_Group::SetCachedSize(int size) const { - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); -} -const ::google::protobuf::Descriptor* DirichletProcessDiscrete_Group::descriptor() { - protobuf_AssignDescriptorsOnce(); - return DirichletProcessDiscrete_Group_descriptor_; -} - -const DirichletProcessDiscrete_Group& DirichletProcessDiscrete_Group::default_instance() { - if (default_instance_ == NULL) protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); return *default_instance_; -} - -DirichletProcessDiscrete_Group* DirichletProcessDiscrete_Group::default_instance_ = NULL; - -DirichletProcessDiscrete_Group* DirichletProcessDiscrete_Group::New() const { - return new DirichletProcessDiscrete_Group; -} - -void DirichletProcessDiscrete_Group::Clear() { - keys_.Clear(); - values_.Clear(); - ::memset(_has_bits_, 0, sizeof(_has_bits_)); - mutable_unknown_fields()->Clear(); -} - -bool DirichletProcessDiscrete_Group::MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input) { -#define DO_(EXPRESSION) if (!(EXPRESSION)) return false - ::google::protobuf::uint32 tag; - while ((tag = input->ReadTag()) != 0) { - switch (::google::protobuf::internal::WireFormatLite::GetTagFieldNumber(tag)) { - // repeated uint32 keys = 1; - case 1: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_VARINT) { - parse_keys: - DO_((::google::protobuf::internal::WireFormatLite::ReadRepeatedPrimitive< - ::google::protobuf::uint32, ::google::protobuf::internal::WireFormatLite::TYPE_UINT32>( - 1, 8, input, this->mutable_keys()))); - } else if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) - == ::google::protobuf::internal::WireFormatLite:: - WIRETYPE_LENGTH_DELIMITED) { - DO_((::google::protobuf::internal::WireFormatLite::ReadPackedPrimitiveNoInline< - ::google::protobuf::uint32, ::google::protobuf::internal::WireFormatLite::TYPE_UINT32>( - input, this->mutable_keys()))); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(8)) goto parse_keys; - if (input->ExpectTag(16)) goto parse_values; - break; - } - - // repeated uint64 values = 2; - case 2: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_VARINT) { - parse_values: - DO_((::google::protobuf::internal::WireFormatLite::ReadRepeatedPrimitive< - ::google::protobuf::uint64, ::google::protobuf::internal::WireFormatLite::TYPE_UINT64>( - 1, 16, input, this->mutable_values()))); - } else if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) - == ::google::protobuf::internal::WireFormatLite:: - WIRETYPE_LENGTH_DELIMITED) { - DO_((::google::protobuf::internal::WireFormatLite::ReadPackedPrimitiveNoInline< - ::google::protobuf::uint64, ::google::protobuf::internal::WireFormatLite::TYPE_UINT64>( - input, this->mutable_values()))); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(16)) goto parse_values; - if (input->ExpectAtEnd()) return true; - break; - } - - default: { - handle_uninterpreted: - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_END_GROUP) { - return true; - } - DO_(::google::protobuf::internal::WireFormat::SkipField( - input, tag, mutable_unknown_fields())); - break; - } - } - } - return true; -#undef DO_ -} - -void DirichletProcessDiscrete_Group::SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const { - // repeated uint32 keys = 1; - for (int i = 0; i < this->keys_size(); i++) { - ::google::protobuf::internal::WireFormatLite::WriteUInt32( - 1, this->keys(i), output); - } - - // repeated uint64 values = 2; - for (int i = 0; i < this->values_size(); i++) { - ::google::protobuf::internal::WireFormatLite::WriteUInt64( - 2, this->values(i), output); - } - - if (!unknown_fields().empty()) { - ::google::protobuf::internal::WireFormat::SerializeUnknownFields( - unknown_fields(), output); - } -} - -::google::protobuf::uint8* DirichletProcessDiscrete_Group::SerializeWithCachedSizesToArray( - ::google::protobuf::uint8* target) const { - // repeated uint32 keys = 1; - for (int i = 0; i < this->keys_size(); i++) { - target = ::google::protobuf::internal::WireFormatLite:: - WriteUInt32ToArray(1, this->keys(i), target); - } - - // repeated uint64 values = 2; - for (int i = 0; i < this->values_size(); i++) { - target = ::google::protobuf::internal::WireFormatLite:: - WriteUInt64ToArray(2, this->values(i), target); - } - - if (!unknown_fields().empty()) { - target = ::google::protobuf::internal::WireFormat::SerializeUnknownFieldsToArray( - unknown_fields(), target); - } - return target; -} - -int DirichletProcessDiscrete_Group::ByteSize() const { - int total_size = 0; - - // repeated uint32 keys = 1; - { - int data_size = 0; - for (int i = 0; i < this->keys_size(); i++) { - data_size += ::google::protobuf::internal::WireFormatLite:: - UInt32Size(this->keys(i)); - } - total_size += 1 * this->keys_size() + data_size; - } - - // repeated uint64 values = 2; - { - int data_size = 0; - for (int i = 0; i < this->values_size(); i++) { - data_size += ::google::protobuf::internal::WireFormatLite:: - UInt64Size(this->values(i)); - } - total_size += 1 * this->values_size() + data_size; - } - - if (!unknown_fields().empty()) { - total_size += - ::google::protobuf::internal::WireFormat::ComputeUnknownFieldsSize( - unknown_fields()); - } - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = total_size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); - return total_size; -} - -void DirichletProcessDiscrete_Group::MergeFrom(const ::google::protobuf::Message& from) { - GOOGLE_CHECK_NE(&from, this); - const DirichletProcessDiscrete_Group* source = - ::google::protobuf::internal::dynamic_cast_if_available( - &from); - if (source == NULL) { - ::google::protobuf::internal::ReflectionOps::Merge(from, this); - } else { - MergeFrom(*source); - } -} - -void DirichletProcessDiscrete_Group::MergeFrom(const DirichletProcessDiscrete_Group& from) { - GOOGLE_CHECK_NE(&from, this); - keys_.MergeFrom(from.keys_); - values_.MergeFrom(from.values_); - mutable_unknown_fields()->MergeFrom(from.unknown_fields()); -} - -void DirichletProcessDiscrete_Group::CopyFrom(const ::google::protobuf::Message& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -void DirichletProcessDiscrete_Group::CopyFrom(const DirichletProcessDiscrete_Group& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -bool DirichletProcessDiscrete_Group::IsInitialized() const { - - return true; -} - -void DirichletProcessDiscrete_Group::Swap(DirichletProcessDiscrete_Group* other) { - if (other != this) { - keys_.Swap(&other->keys_); - values_.Swap(&other->values_); - std::swap(_has_bits_[0], other->_has_bits_[0]); - _unknown_fields_.Swap(&other->_unknown_fields_); - std::swap(_cached_size_, other->_cached_size_); - } -} - -::google::protobuf::Metadata DirichletProcessDiscrete_Group::GetMetadata() const { - protobuf_AssignDescriptorsOnce(); - ::google::protobuf::Metadata metadata; - metadata.descriptor = DirichletProcessDiscrete_Group_descriptor_; - metadata.reflection = DirichletProcessDiscrete_Group_reflection_; - return metadata; -} - - -// ------------------------------------------------------------------- - -#ifndef _MSC_VER -#endif // !_MSC_VER - -DirichletProcessDiscrete::DirichletProcessDiscrete() - : ::google::protobuf::Message() { - SharedCtor(); -} - -void DirichletProcessDiscrete::InitAsDefaultInstance() { -} - -DirichletProcessDiscrete::DirichletProcessDiscrete(const DirichletProcessDiscrete& from) - : ::google::protobuf::Message() { - SharedCtor(); - MergeFrom(from); -} - -void DirichletProcessDiscrete::SharedCtor() { - _cached_size_ = 0; - ::memset(_has_bits_, 0, sizeof(_has_bits_)); -} - -DirichletProcessDiscrete::~DirichletProcessDiscrete() { - SharedDtor(); -} - -void DirichletProcessDiscrete::SharedDtor() { - if (this != default_instance_) { - } -} - -void DirichletProcessDiscrete::SetCachedSize(int size) const { - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); -} -const ::google::protobuf::Descriptor* DirichletProcessDiscrete::descriptor() { - protobuf_AssignDescriptorsOnce(); - return DirichletProcessDiscrete_descriptor_; -} - -const DirichletProcessDiscrete& DirichletProcessDiscrete::default_instance() { - if (default_instance_ == NULL) protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); return *default_instance_; -} - -DirichletProcessDiscrete* DirichletProcessDiscrete::default_instance_ = NULL; - -DirichletProcessDiscrete* DirichletProcessDiscrete::New() const { - return new DirichletProcessDiscrete; -} - -void DirichletProcessDiscrete::Clear() { - ::memset(_has_bits_, 0, sizeof(_has_bits_)); - mutable_unknown_fields()->Clear(); -} - -bool DirichletProcessDiscrete::MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input) { -#define DO_(EXPRESSION) if (!(EXPRESSION)) return false - ::google::protobuf::uint32 tag; - while ((tag = input->ReadTag()) != 0) { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_END_GROUP) { - return true; - } - DO_(::google::protobuf::internal::WireFormat::SkipField( - input, tag, mutable_unknown_fields())); - } - return true; -#undef DO_ -} - -void DirichletProcessDiscrete::SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const { - if (!unknown_fields().empty()) { - ::google::protobuf::internal::WireFormat::SerializeUnknownFields( - unknown_fields(), output); - } -} - -::google::protobuf::uint8* DirichletProcessDiscrete::SerializeWithCachedSizesToArray( - ::google::protobuf::uint8* target) const { - if (!unknown_fields().empty()) { - target = ::google::protobuf::internal::WireFormat::SerializeUnknownFieldsToArray( - unknown_fields(), target); - } - return target; -} - -int DirichletProcessDiscrete::ByteSize() const { - int total_size = 0; - - if (!unknown_fields().empty()) { - total_size += - ::google::protobuf::internal::WireFormat::ComputeUnknownFieldsSize( - unknown_fields()); - } - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = total_size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); - return total_size; -} - -void DirichletProcessDiscrete::MergeFrom(const ::google::protobuf::Message& from) { - GOOGLE_CHECK_NE(&from, this); - const DirichletProcessDiscrete* source = - ::google::protobuf::internal::dynamic_cast_if_available( - &from); - if (source == NULL) { - ::google::protobuf::internal::ReflectionOps::Merge(from, this); - } else { - MergeFrom(*source); - } -} - -void DirichletProcessDiscrete::MergeFrom(const DirichletProcessDiscrete& from) { - GOOGLE_CHECK_NE(&from, this); - mutable_unknown_fields()->MergeFrom(from.unknown_fields()); -} - -void DirichletProcessDiscrete::CopyFrom(const ::google::protobuf::Message& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -void DirichletProcessDiscrete::CopyFrom(const DirichletProcessDiscrete& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -bool DirichletProcessDiscrete::IsInitialized() const { - - return true; -} - -void DirichletProcessDiscrete::Swap(DirichletProcessDiscrete* other) { - if (other != this) { - _unknown_fields_.Swap(&other->_unknown_fields_); - std::swap(_cached_size_, other->_cached_size_); - } -} - -::google::protobuf::Metadata DirichletProcessDiscrete::GetMetadata() const { - protobuf_AssignDescriptorsOnce(); - ::google::protobuf::Metadata metadata; - metadata.descriptor = DirichletProcessDiscrete_descriptor_; - metadata.reflection = DirichletProcessDiscrete_reflection_; - return metadata; -} - - -// =================================================================== - -#ifndef _MSC_VER -const int PitmanYorProcessDiscrete_Shared::kAlphaFieldNumber; -const int PitmanYorProcessDiscrete_Shared::kDFieldNumber; -const int PitmanYorProcessDiscrete_Shared::kCountsFieldNumber; -#endif // !_MSC_VER - -PitmanYorProcessDiscrete_Shared::PitmanYorProcessDiscrete_Shared() - : ::google::protobuf::Message() { - SharedCtor(); -} - -void PitmanYorProcessDiscrete_Shared::InitAsDefaultInstance() { -} - -PitmanYorProcessDiscrete_Shared::PitmanYorProcessDiscrete_Shared(const PitmanYorProcessDiscrete_Shared& from) - : ::google::protobuf::Message() { - SharedCtor(); - MergeFrom(from); -} - -void PitmanYorProcessDiscrete_Shared::SharedCtor() { - _cached_size_ = 0; - alpha_ = 0; - ::memset(_has_bits_, 0, sizeof(_has_bits_)); -} - -PitmanYorProcessDiscrete_Shared::~PitmanYorProcessDiscrete_Shared() { - SharedDtor(); -} - -void PitmanYorProcessDiscrete_Shared::SharedDtor() { - if (this != default_instance_) { - } -} - -void PitmanYorProcessDiscrete_Shared::SetCachedSize(int size) const { - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); -} -const ::google::protobuf::Descriptor* PitmanYorProcessDiscrete_Shared::descriptor() { - protobuf_AssignDescriptorsOnce(); - return PitmanYorProcessDiscrete_Shared_descriptor_; -} - -const PitmanYorProcessDiscrete_Shared& PitmanYorProcessDiscrete_Shared::default_instance() { - if (default_instance_ == NULL) protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); return *default_instance_; -} - -PitmanYorProcessDiscrete_Shared* PitmanYorProcessDiscrete_Shared::default_instance_ = NULL; - -PitmanYorProcessDiscrete_Shared* PitmanYorProcessDiscrete_Shared::New() const { - return new PitmanYorProcessDiscrete_Shared; -} - -void PitmanYorProcessDiscrete_Shared::Clear() { - if (_has_bits_[0 / 32] & (0xffu << (0 % 32))) { - alpha_ = 0; - } - d_.Clear(); - counts_.Clear(); - ::memset(_has_bits_, 0, sizeof(_has_bits_)); - mutable_unknown_fields()->Clear(); -} - -bool PitmanYorProcessDiscrete_Shared::MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input) { -#define DO_(EXPRESSION) if (!(EXPRESSION)) return false - ::google::protobuf::uint32 tag; - while ((tag = input->ReadTag()) != 0) { - switch (::google::protobuf::internal::WireFormatLite::GetTagFieldNumber(tag)) { - // required float alpha = 1; - case 1: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_FIXED32) { - DO_((::google::protobuf::internal::WireFormatLite::ReadPrimitive< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - input, &alpha_))); - set_has_alpha(); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(21)) goto parse_d; - break; - } - - // repeated float d = 2; - case 2: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_FIXED32) { - parse_d: - DO_((::google::protobuf::internal::WireFormatLite::ReadRepeatedPrimitive< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - 1, 21, input, this->mutable_d()))); - } else if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) - == ::google::protobuf::internal::WireFormatLite:: - WIRETYPE_LENGTH_DELIMITED) { - DO_((::google::protobuf::internal::WireFormatLite::ReadPackedPrimitiveNoInline< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - input, this->mutable_d()))); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(21)) goto parse_d; - if (input->ExpectTag(24)) goto parse_counts; - break; - } - - // repeated uint64 counts = 3; - case 3: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_VARINT) { - parse_counts: - DO_((::google::protobuf::internal::WireFormatLite::ReadRepeatedPrimitive< - ::google::protobuf::uint64, ::google::protobuf::internal::WireFormatLite::TYPE_UINT64>( - 1, 24, input, this->mutable_counts()))); - } else if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) - == ::google::protobuf::internal::WireFormatLite:: - WIRETYPE_LENGTH_DELIMITED) { - DO_((::google::protobuf::internal::WireFormatLite::ReadPackedPrimitiveNoInline< - ::google::protobuf::uint64, ::google::protobuf::internal::WireFormatLite::TYPE_UINT64>( - input, this->mutable_counts()))); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(24)) goto parse_counts; - if (input->ExpectAtEnd()) return true; - break; - } - - default: { - handle_uninterpreted: - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_END_GROUP) { - return true; - } - DO_(::google::protobuf::internal::WireFormat::SkipField( - input, tag, mutable_unknown_fields())); - break; - } - } - } - return true; -#undef DO_ -} - -void PitmanYorProcessDiscrete_Shared::SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const { - // required float alpha = 1; - if (has_alpha()) { - ::google::protobuf::internal::WireFormatLite::WriteFloat(1, this->alpha(), output); - } - - // repeated float d = 2; - for (int i = 0; i < this->d_size(); i++) { - ::google::protobuf::internal::WireFormatLite::WriteFloat( - 2, this->d(i), output); - } - - // repeated uint64 counts = 3; - for (int i = 0; i < this->counts_size(); i++) { - ::google::protobuf::internal::WireFormatLite::WriteUInt64( - 3, this->counts(i), output); - } - - if (!unknown_fields().empty()) { - ::google::protobuf::internal::WireFormat::SerializeUnknownFields( - unknown_fields(), output); - } -} - -::google::protobuf::uint8* PitmanYorProcessDiscrete_Shared::SerializeWithCachedSizesToArray( - ::google::protobuf::uint8* target) const { - // required float alpha = 1; - if (has_alpha()) { - target = ::google::protobuf::internal::WireFormatLite::WriteFloatToArray(1, this->alpha(), target); - } - - // repeated float d = 2; - for (int i = 0; i < this->d_size(); i++) { - target = ::google::protobuf::internal::WireFormatLite:: - WriteFloatToArray(2, this->d(i), target); - } - - // repeated uint64 counts = 3; - for (int i = 0; i < this->counts_size(); i++) { - target = ::google::protobuf::internal::WireFormatLite:: - WriteUInt64ToArray(3, this->counts(i), target); - } - - if (!unknown_fields().empty()) { - target = ::google::protobuf::internal::WireFormat::SerializeUnknownFieldsToArray( - unknown_fields(), target); - } - return target; -} - -int PitmanYorProcessDiscrete_Shared::ByteSize() const { - int total_size = 0; - - if (_has_bits_[0 / 32] & (0xffu << (0 % 32))) { - // required float alpha = 1; - if (has_alpha()) { - total_size += 1 + 4; - } - - } - // repeated float d = 2; - { - int data_size = 0; - data_size = 4 * this->d_size(); - total_size += 1 * this->d_size() + data_size; - } - - // repeated uint64 counts = 3; - { - int data_size = 0; - for (int i = 0; i < this->counts_size(); i++) { - data_size += ::google::protobuf::internal::WireFormatLite:: - UInt64Size(this->counts(i)); - } - total_size += 1 * this->counts_size() + data_size; - } - - if (!unknown_fields().empty()) { - total_size += - ::google::protobuf::internal::WireFormat::ComputeUnknownFieldsSize( - unknown_fields()); - } - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = total_size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); - return total_size; -} - -void PitmanYorProcessDiscrete_Shared::MergeFrom(const ::google::protobuf::Message& from) { - GOOGLE_CHECK_NE(&from, this); - const PitmanYorProcessDiscrete_Shared* source = - ::google::protobuf::internal::dynamic_cast_if_available( - &from); - if (source == NULL) { - ::google::protobuf::internal::ReflectionOps::Merge(from, this); - } else { - MergeFrom(*source); - } -} - -void PitmanYorProcessDiscrete_Shared::MergeFrom(const PitmanYorProcessDiscrete_Shared& from) { - GOOGLE_CHECK_NE(&from, this); - d_.MergeFrom(from.d_); - counts_.MergeFrom(from.counts_); - if (from._has_bits_[0 / 32] & (0xffu << (0 % 32))) { - if (from.has_alpha()) { - set_alpha(from.alpha()); - } - } - mutable_unknown_fields()->MergeFrom(from.unknown_fields()); -} - -void PitmanYorProcessDiscrete_Shared::CopyFrom(const ::google::protobuf::Message& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -void PitmanYorProcessDiscrete_Shared::CopyFrom(const PitmanYorProcessDiscrete_Shared& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -bool PitmanYorProcessDiscrete_Shared::IsInitialized() const { - if ((_has_bits_[0] & 0x00000001) != 0x00000001) return false; - - return true; -} - -void PitmanYorProcessDiscrete_Shared::Swap(PitmanYorProcessDiscrete_Shared* other) { - if (other != this) { - std::swap(alpha_, other->alpha_); - d_.Swap(&other->d_); - counts_.Swap(&other->counts_); - std::swap(_has_bits_[0], other->_has_bits_[0]); - _unknown_fields_.Swap(&other->_unknown_fields_); - std::swap(_cached_size_, other->_cached_size_); - } -} - -::google::protobuf::Metadata PitmanYorProcessDiscrete_Shared::GetMetadata() const { - protobuf_AssignDescriptorsOnce(); - ::google::protobuf::Metadata metadata; - metadata.descriptor = PitmanYorProcessDiscrete_Shared_descriptor_; - metadata.reflection = PitmanYorProcessDiscrete_Shared_reflection_; - return metadata; -} - - -// ------------------------------------------------------------------- - -#ifndef _MSC_VER -const int PitmanYorProcessDiscrete_Group::kKeysFieldNumber; -const int PitmanYorProcessDiscrete_Group::kValuesFieldNumber; -#endif // !_MSC_VER - -PitmanYorProcessDiscrete_Group::PitmanYorProcessDiscrete_Group() - : ::google::protobuf::Message() { - SharedCtor(); -} - -void PitmanYorProcessDiscrete_Group::InitAsDefaultInstance() { -} - -PitmanYorProcessDiscrete_Group::PitmanYorProcessDiscrete_Group(const PitmanYorProcessDiscrete_Group& from) - : ::google::protobuf::Message() { - SharedCtor(); - MergeFrom(from); -} - -void PitmanYorProcessDiscrete_Group::SharedCtor() { - _cached_size_ = 0; - ::memset(_has_bits_, 0, sizeof(_has_bits_)); -} - -PitmanYorProcessDiscrete_Group::~PitmanYorProcessDiscrete_Group() { - SharedDtor(); -} - -void PitmanYorProcessDiscrete_Group::SharedDtor() { - if (this != default_instance_) { - } -} - -void PitmanYorProcessDiscrete_Group::SetCachedSize(int size) const { - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); -} -const ::google::protobuf::Descriptor* PitmanYorProcessDiscrete_Group::descriptor() { - protobuf_AssignDescriptorsOnce(); - return PitmanYorProcessDiscrete_Group_descriptor_; -} - -const PitmanYorProcessDiscrete_Group& PitmanYorProcessDiscrete_Group::default_instance() { - if (default_instance_ == NULL) protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); return *default_instance_; -} - -PitmanYorProcessDiscrete_Group* PitmanYorProcessDiscrete_Group::default_instance_ = NULL; - -PitmanYorProcessDiscrete_Group* PitmanYorProcessDiscrete_Group::New() const { - return new PitmanYorProcessDiscrete_Group; -} - -void PitmanYorProcessDiscrete_Group::Clear() { - keys_.Clear(); - values_.Clear(); - ::memset(_has_bits_, 0, sizeof(_has_bits_)); - mutable_unknown_fields()->Clear(); -} - -bool PitmanYorProcessDiscrete_Group::MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input) { -#define DO_(EXPRESSION) if (!(EXPRESSION)) return false - ::google::protobuf::uint32 tag; - while ((tag = input->ReadTag()) != 0) { - switch (::google::protobuf::internal::WireFormatLite::GetTagFieldNumber(tag)) { - // repeated uint32 keys = 1; - case 1: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_VARINT) { - parse_keys: - DO_((::google::protobuf::internal::WireFormatLite::ReadRepeatedPrimitive< - ::google::protobuf::uint32, ::google::protobuf::internal::WireFormatLite::TYPE_UINT32>( - 1, 8, input, this->mutable_keys()))); - } else if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) - == ::google::protobuf::internal::WireFormatLite:: - WIRETYPE_LENGTH_DELIMITED) { - DO_((::google::protobuf::internal::WireFormatLite::ReadPackedPrimitiveNoInline< - ::google::protobuf::uint32, ::google::protobuf::internal::WireFormatLite::TYPE_UINT32>( - input, this->mutable_keys()))); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(8)) goto parse_keys; - if (input->ExpectTag(16)) goto parse_values; - break; - } - - // repeated uint64 values = 2; - case 2: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_VARINT) { - parse_values: - DO_((::google::protobuf::internal::WireFormatLite::ReadRepeatedPrimitive< - ::google::protobuf::uint64, ::google::protobuf::internal::WireFormatLite::TYPE_UINT64>( - 1, 16, input, this->mutable_values()))); - } else if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) - == ::google::protobuf::internal::WireFormatLite:: - WIRETYPE_LENGTH_DELIMITED) { - DO_((::google::protobuf::internal::WireFormatLite::ReadPackedPrimitiveNoInline< - ::google::protobuf::uint64, ::google::protobuf::internal::WireFormatLite::TYPE_UINT64>( - input, this->mutable_values()))); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(16)) goto parse_values; - if (input->ExpectAtEnd()) return true; - break; - } - - default: { - handle_uninterpreted: - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_END_GROUP) { - return true; - } - DO_(::google::protobuf::internal::WireFormat::SkipField( - input, tag, mutable_unknown_fields())); - break; - } - } - } - return true; -#undef DO_ -} - -void PitmanYorProcessDiscrete_Group::SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const { - // repeated uint32 keys = 1; - for (int i = 0; i < this->keys_size(); i++) { - ::google::protobuf::internal::WireFormatLite::WriteUInt32( - 1, this->keys(i), output); - } - - // repeated uint64 values = 2; - for (int i = 0; i < this->values_size(); i++) { - ::google::protobuf::internal::WireFormatLite::WriteUInt64( - 2, this->values(i), output); - } - - if (!unknown_fields().empty()) { - ::google::protobuf::internal::WireFormat::SerializeUnknownFields( - unknown_fields(), output); - } -} - -::google::protobuf::uint8* PitmanYorProcessDiscrete_Group::SerializeWithCachedSizesToArray( - ::google::protobuf::uint8* target) const { - // repeated uint32 keys = 1; - for (int i = 0; i < this->keys_size(); i++) { - target = ::google::protobuf::internal::WireFormatLite:: - WriteUInt32ToArray(1, this->keys(i), target); - } - - // repeated uint64 values = 2; - for (int i = 0; i < this->values_size(); i++) { - target = ::google::protobuf::internal::WireFormatLite:: - WriteUInt64ToArray(2, this->values(i), target); - } - - if (!unknown_fields().empty()) { - target = ::google::protobuf::internal::WireFormat::SerializeUnknownFieldsToArray( - unknown_fields(), target); - } - return target; -} - -int PitmanYorProcessDiscrete_Group::ByteSize() const { - int total_size = 0; - - // repeated uint32 keys = 1; - { - int data_size = 0; - for (int i = 0; i < this->keys_size(); i++) { - data_size += ::google::protobuf::internal::WireFormatLite:: - UInt32Size(this->keys(i)); - } - total_size += 1 * this->keys_size() + data_size; - } - - // repeated uint64 values = 2; - { - int data_size = 0; - for (int i = 0; i < this->values_size(); i++) { - data_size += ::google::protobuf::internal::WireFormatLite:: - UInt64Size(this->values(i)); - } - total_size += 1 * this->values_size() + data_size; - } - - if (!unknown_fields().empty()) { - total_size += - ::google::protobuf::internal::WireFormat::ComputeUnknownFieldsSize( - unknown_fields()); - } - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = total_size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); - return total_size; -} - -void PitmanYorProcessDiscrete_Group::MergeFrom(const ::google::protobuf::Message& from) { - GOOGLE_CHECK_NE(&from, this); - const PitmanYorProcessDiscrete_Group* source = - ::google::protobuf::internal::dynamic_cast_if_available( - &from); - if (source == NULL) { - ::google::protobuf::internal::ReflectionOps::Merge(from, this); - } else { - MergeFrom(*source); - } -} - -void PitmanYorProcessDiscrete_Group::MergeFrom(const PitmanYorProcessDiscrete_Group& from) { - GOOGLE_CHECK_NE(&from, this); - keys_.MergeFrom(from.keys_); - values_.MergeFrom(from.values_); - mutable_unknown_fields()->MergeFrom(from.unknown_fields()); -} - -void PitmanYorProcessDiscrete_Group::CopyFrom(const ::google::protobuf::Message& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -void PitmanYorProcessDiscrete_Group::CopyFrom(const PitmanYorProcessDiscrete_Group& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -bool PitmanYorProcessDiscrete_Group::IsInitialized() const { - - return true; -} - -void PitmanYorProcessDiscrete_Group::Swap(PitmanYorProcessDiscrete_Group* other) { - if (other != this) { - keys_.Swap(&other->keys_); - values_.Swap(&other->values_); - std::swap(_has_bits_[0], other->_has_bits_[0]); - _unknown_fields_.Swap(&other->_unknown_fields_); - std::swap(_cached_size_, other->_cached_size_); - } -} - -::google::protobuf::Metadata PitmanYorProcessDiscrete_Group::GetMetadata() const { - protobuf_AssignDescriptorsOnce(); - ::google::protobuf::Metadata metadata; - metadata.descriptor = PitmanYorProcessDiscrete_Group_descriptor_; - metadata.reflection = PitmanYorProcessDiscrete_Group_reflection_; - return metadata; -} - - -// ------------------------------------------------------------------- - -#ifndef _MSC_VER -#endif // !_MSC_VER - -PitmanYorProcessDiscrete::PitmanYorProcessDiscrete() - : ::google::protobuf::Message() { - SharedCtor(); -} - -void PitmanYorProcessDiscrete::InitAsDefaultInstance() { -} - -PitmanYorProcessDiscrete::PitmanYorProcessDiscrete(const PitmanYorProcessDiscrete& from) - : ::google::protobuf::Message() { - SharedCtor(); - MergeFrom(from); -} - -void PitmanYorProcessDiscrete::SharedCtor() { - _cached_size_ = 0; - ::memset(_has_bits_, 0, sizeof(_has_bits_)); -} - -PitmanYorProcessDiscrete::~PitmanYorProcessDiscrete() { - SharedDtor(); -} - -void PitmanYorProcessDiscrete::SharedDtor() { - if (this != default_instance_) { - } -} - -void PitmanYorProcessDiscrete::SetCachedSize(int size) const { - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); -} -const ::google::protobuf::Descriptor* PitmanYorProcessDiscrete::descriptor() { - protobuf_AssignDescriptorsOnce(); - return PitmanYorProcessDiscrete_descriptor_; -} - -const PitmanYorProcessDiscrete& PitmanYorProcessDiscrete::default_instance() { - if (default_instance_ == NULL) protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); return *default_instance_; -} - -PitmanYorProcessDiscrete* PitmanYorProcessDiscrete::default_instance_ = NULL; - -PitmanYorProcessDiscrete* PitmanYorProcessDiscrete::New() const { - return new PitmanYorProcessDiscrete; -} - -void PitmanYorProcessDiscrete::Clear() { - ::memset(_has_bits_, 0, sizeof(_has_bits_)); - mutable_unknown_fields()->Clear(); -} - -bool PitmanYorProcessDiscrete::MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input) { -#define DO_(EXPRESSION) if (!(EXPRESSION)) return false - ::google::protobuf::uint32 tag; - while ((tag = input->ReadTag()) != 0) { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_END_GROUP) { - return true; - } - DO_(::google::protobuf::internal::WireFormat::SkipField( - input, tag, mutable_unknown_fields())); - } - return true; -#undef DO_ -} - -void PitmanYorProcessDiscrete::SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const { - if (!unknown_fields().empty()) { - ::google::protobuf::internal::WireFormat::SerializeUnknownFields( - unknown_fields(), output); - } -} - -::google::protobuf::uint8* PitmanYorProcessDiscrete::SerializeWithCachedSizesToArray( - ::google::protobuf::uint8* target) const { - if (!unknown_fields().empty()) { - target = ::google::protobuf::internal::WireFormat::SerializeUnknownFieldsToArray( - unknown_fields(), target); - } - return target; -} - -int PitmanYorProcessDiscrete::ByteSize() const { - int total_size = 0; - - if (!unknown_fields().empty()) { - total_size += - ::google::protobuf::internal::WireFormat::ComputeUnknownFieldsSize( - unknown_fields()); - } - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = total_size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); - return total_size; -} - -void PitmanYorProcessDiscrete::MergeFrom(const ::google::protobuf::Message& from) { - GOOGLE_CHECK_NE(&from, this); - const PitmanYorProcessDiscrete* source = - ::google::protobuf::internal::dynamic_cast_if_available( - &from); - if (source == NULL) { - ::google::protobuf::internal::ReflectionOps::Merge(from, this); - } else { - MergeFrom(*source); - } -} - -void PitmanYorProcessDiscrete::MergeFrom(const PitmanYorProcessDiscrete& from) { - GOOGLE_CHECK_NE(&from, this); - mutable_unknown_fields()->MergeFrom(from.unknown_fields()); -} - -void PitmanYorProcessDiscrete::CopyFrom(const ::google::protobuf::Message& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -void PitmanYorProcessDiscrete::CopyFrom(const PitmanYorProcessDiscrete& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -bool PitmanYorProcessDiscrete::IsInitialized() const { - - return true; -} - -void PitmanYorProcessDiscrete::Swap(PitmanYorProcessDiscrete* other) { - if (other != this) { - _unknown_fields_.Swap(&other->_unknown_fields_); - std::swap(_cached_size_, other->_cached_size_); - } -} - -::google::protobuf::Metadata PitmanYorProcessDiscrete::GetMetadata() const { - protobuf_AssignDescriptorsOnce(); - ::google::protobuf::Metadata metadata; - metadata.descriptor = PitmanYorProcessDiscrete_descriptor_; - metadata.reflection = PitmanYorProcessDiscrete_reflection_; - return metadata; -} - - -// =================================================================== - -#ifndef _MSC_VER -const int GammaPoisson_Shared::kAlphaFieldNumber; -const int GammaPoisson_Shared::kInvBetaFieldNumber; -#endif // !_MSC_VER - -GammaPoisson_Shared::GammaPoisson_Shared() - : ::google::protobuf::Message() { - SharedCtor(); -} - -void GammaPoisson_Shared::InitAsDefaultInstance() { -} - -GammaPoisson_Shared::GammaPoisson_Shared(const GammaPoisson_Shared& from) - : ::google::protobuf::Message() { - SharedCtor(); - MergeFrom(from); -} - -void GammaPoisson_Shared::SharedCtor() { - _cached_size_ = 0; - alpha_ = 0; - inv_beta_ = 0; - ::memset(_has_bits_, 0, sizeof(_has_bits_)); -} - -GammaPoisson_Shared::~GammaPoisson_Shared() { - SharedDtor(); -} - -void GammaPoisson_Shared::SharedDtor() { - if (this != default_instance_) { - } -} - -void GammaPoisson_Shared::SetCachedSize(int size) const { - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); -} -const ::google::protobuf::Descriptor* GammaPoisson_Shared::descriptor() { - protobuf_AssignDescriptorsOnce(); - return GammaPoisson_Shared_descriptor_; -} - -const GammaPoisson_Shared& GammaPoisson_Shared::default_instance() { - if (default_instance_ == NULL) protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); return *default_instance_; -} - -GammaPoisson_Shared* GammaPoisson_Shared::default_instance_ = NULL; - -GammaPoisson_Shared* GammaPoisson_Shared::New() const { - return new GammaPoisson_Shared; -} - -void GammaPoisson_Shared::Clear() { - if (_has_bits_[0 / 32] & (0xffu << (0 % 32))) { - alpha_ = 0; - inv_beta_ = 0; - } - ::memset(_has_bits_, 0, sizeof(_has_bits_)); - mutable_unknown_fields()->Clear(); -} - -bool GammaPoisson_Shared::MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input) { -#define DO_(EXPRESSION) if (!(EXPRESSION)) return false - ::google::protobuf::uint32 tag; - while ((tag = input->ReadTag()) != 0) { - switch (::google::protobuf::internal::WireFormatLite::GetTagFieldNumber(tag)) { - // required float alpha = 1; - case 1: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_FIXED32) { - DO_((::google::protobuf::internal::WireFormatLite::ReadPrimitive< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - input, &alpha_))); - set_has_alpha(); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(21)) goto parse_inv_beta; - break; - } - - // required float inv_beta = 2; - case 2: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_FIXED32) { - parse_inv_beta: - DO_((::google::protobuf::internal::WireFormatLite::ReadPrimitive< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - input, &inv_beta_))); - set_has_inv_beta(); - } else { - goto handle_uninterpreted; - } - if (input->ExpectAtEnd()) return true; - break; - } - - default: { - handle_uninterpreted: - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_END_GROUP) { - return true; - } - DO_(::google::protobuf::internal::WireFormat::SkipField( - input, tag, mutable_unknown_fields())); - break; - } - } - } - return true; -#undef DO_ -} - -void GammaPoisson_Shared::SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const { - // required float alpha = 1; - if (has_alpha()) { - ::google::protobuf::internal::WireFormatLite::WriteFloat(1, this->alpha(), output); - } - - // required float inv_beta = 2; - if (has_inv_beta()) { - ::google::protobuf::internal::WireFormatLite::WriteFloat(2, this->inv_beta(), output); - } - - if (!unknown_fields().empty()) { - ::google::protobuf::internal::WireFormat::SerializeUnknownFields( - unknown_fields(), output); - } -} - -::google::protobuf::uint8* GammaPoisson_Shared::SerializeWithCachedSizesToArray( - ::google::protobuf::uint8* target) const { - // required float alpha = 1; - if (has_alpha()) { - target = ::google::protobuf::internal::WireFormatLite::WriteFloatToArray(1, this->alpha(), target); - } - - // required float inv_beta = 2; - if (has_inv_beta()) { - target = ::google::protobuf::internal::WireFormatLite::WriteFloatToArray(2, this->inv_beta(), target); - } - - if (!unknown_fields().empty()) { - target = ::google::protobuf::internal::WireFormat::SerializeUnknownFieldsToArray( - unknown_fields(), target); - } - return target; -} - -int GammaPoisson_Shared::ByteSize() const { - int total_size = 0; - - if (_has_bits_[0 / 32] & (0xffu << (0 % 32))) { - // required float alpha = 1; - if (has_alpha()) { - total_size += 1 + 4; - } - - // required float inv_beta = 2; - if (has_inv_beta()) { - total_size += 1 + 4; - } - - } - if (!unknown_fields().empty()) { - total_size += - ::google::protobuf::internal::WireFormat::ComputeUnknownFieldsSize( - unknown_fields()); - } - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = total_size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); - return total_size; -} - -void GammaPoisson_Shared::MergeFrom(const ::google::protobuf::Message& from) { - GOOGLE_CHECK_NE(&from, this); - const GammaPoisson_Shared* source = - ::google::protobuf::internal::dynamic_cast_if_available( - &from); - if (source == NULL) { - ::google::protobuf::internal::ReflectionOps::Merge(from, this); - } else { - MergeFrom(*source); - } -} - -void GammaPoisson_Shared::MergeFrom(const GammaPoisson_Shared& from) { - GOOGLE_CHECK_NE(&from, this); - if (from._has_bits_[0 / 32] & (0xffu << (0 % 32))) { - if (from.has_alpha()) { - set_alpha(from.alpha()); - } - if (from.has_inv_beta()) { - set_inv_beta(from.inv_beta()); - } - } - mutable_unknown_fields()->MergeFrom(from.unknown_fields()); -} - -void GammaPoisson_Shared::CopyFrom(const ::google::protobuf::Message& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -void GammaPoisson_Shared::CopyFrom(const GammaPoisson_Shared& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -bool GammaPoisson_Shared::IsInitialized() const { - if ((_has_bits_[0] & 0x00000003) != 0x00000003) return false; - - return true; -} - -void GammaPoisson_Shared::Swap(GammaPoisson_Shared* other) { - if (other != this) { - std::swap(alpha_, other->alpha_); - std::swap(inv_beta_, other->inv_beta_); - std::swap(_has_bits_[0], other->_has_bits_[0]); - _unknown_fields_.Swap(&other->_unknown_fields_); - std::swap(_cached_size_, other->_cached_size_); - } -} - -::google::protobuf::Metadata GammaPoisson_Shared::GetMetadata() const { - protobuf_AssignDescriptorsOnce(); - ::google::protobuf::Metadata metadata; - metadata.descriptor = GammaPoisson_Shared_descriptor_; - metadata.reflection = GammaPoisson_Shared_reflection_; - return metadata; -} - - -// ------------------------------------------------------------------- - -#ifndef _MSC_VER -const int GammaPoisson_Group::kCountFieldNumber; -const int GammaPoisson_Group::kSumFieldNumber; -const int GammaPoisson_Group::kLogProdFieldNumber; -#endif // !_MSC_VER - -GammaPoisson_Group::GammaPoisson_Group() - : ::google::protobuf::Message() { - SharedCtor(); -} - -void GammaPoisson_Group::InitAsDefaultInstance() { -} - -GammaPoisson_Group::GammaPoisson_Group(const GammaPoisson_Group& from) - : ::google::protobuf::Message() { - SharedCtor(); - MergeFrom(from); -} - -void GammaPoisson_Group::SharedCtor() { - _cached_size_ = 0; - count_ = GOOGLE_ULONGLONG(0); - sum_ = GOOGLE_ULONGLONG(0); - log_prod_ = 0; - ::memset(_has_bits_, 0, sizeof(_has_bits_)); -} - -GammaPoisson_Group::~GammaPoisson_Group() { - SharedDtor(); -} - -void GammaPoisson_Group::SharedDtor() { - if (this != default_instance_) { - } -} - -void GammaPoisson_Group::SetCachedSize(int size) const { - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); -} -const ::google::protobuf::Descriptor* GammaPoisson_Group::descriptor() { - protobuf_AssignDescriptorsOnce(); - return GammaPoisson_Group_descriptor_; -} - -const GammaPoisson_Group& GammaPoisson_Group::default_instance() { - if (default_instance_ == NULL) protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); return *default_instance_; -} - -GammaPoisson_Group* GammaPoisson_Group::default_instance_ = NULL; - -GammaPoisson_Group* GammaPoisson_Group::New() const { - return new GammaPoisson_Group; -} - -void GammaPoisson_Group::Clear() { - if (_has_bits_[0 / 32] & (0xffu << (0 % 32))) { - count_ = GOOGLE_ULONGLONG(0); - sum_ = GOOGLE_ULONGLONG(0); - log_prod_ = 0; - } - ::memset(_has_bits_, 0, sizeof(_has_bits_)); - mutable_unknown_fields()->Clear(); -} - -bool GammaPoisson_Group::MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input) { -#define DO_(EXPRESSION) if (!(EXPRESSION)) return false - ::google::protobuf::uint32 tag; - while ((tag = input->ReadTag()) != 0) { - switch (::google::protobuf::internal::WireFormatLite::GetTagFieldNumber(tag)) { - // required uint64 count = 1; - case 1: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_VARINT) { - DO_((::google::protobuf::internal::WireFormatLite::ReadPrimitive< - ::google::protobuf::uint64, ::google::protobuf::internal::WireFormatLite::TYPE_UINT64>( - input, &count_))); - set_has_count(); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(16)) goto parse_sum; - break; - } - - // required uint64 sum = 2; - case 2: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_VARINT) { - parse_sum: - DO_((::google::protobuf::internal::WireFormatLite::ReadPrimitive< - ::google::protobuf::uint64, ::google::protobuf::internal::WireFormatLite::TYPE_UINT64>( - input, &sum_))); - set_has_sum(); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(29)) goto parse_log_prod; - break; - } - - // required float log_prod = 3; - case 3: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_FIXED32) { - parse_log_prod: - DO_((::google::protobuf::internal::WireFormatLite::ReadPrimitive< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - input, &log_prod_))); - set_has_log_prod(); - } else { - goto handle_uninterpreted; - } - if (input->ExpectAtEnd()) return true; - break; - } - - default: { - handle_uninterpreted: - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_END_GROUP) { - return true; - } - DO_(::google::protobuf::internal::WireFormat::SkipField( - input, tag, mutable_unknown_fields())); - break; - } - } - } - return true; -#undef DO_ -} - -void GammaPoisson_Group::SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const { - // required uint64 count = 1; - if (has_count()) { - ::google::protobuf::internal::WireFormatLite::WriteUInt64(1, this->count(), output); - } - - // required uint64 sum = 2; - if (has_sum()) { - ::google::protobuf::internal::WireFormatLite::WriteUInt64(2, this->sum(), output); - } - - // required float log_prod = 3; - if (has_log_prod()) { - ::google::protobuf::internal::WireFormatLite::WriteFloat(3, this->log_prod(), output); - } - - if (!unknown_fields().empty()) { - ::google::protobuf::internal::WireFormat::SerializeUnknownFields( - unknown_fields(), output); - } -} - -::google::protobuf::uint8* GammaPoisson_Group::SerializeWithCachedSizesToArray( - ::google::protobuf::uint8* target) const { - // required uint64 count = 1; - if (has_count()) { - target = ::google::protobuf::internal::WireFormatLite::WriteUInt64ToArray(1, this->count(), target); - } - - // required uint64 sum = 2; - if (has_sum()) { - target = ::google::protobuf::internal::WireFormatLite::WriteUInt64ToArray(2, this->sum(), target); - } - - // required float log_prod = 3; - if (has_log_prod()) { - target = ::google::protobuf::internal::WireFormatLite::WriteFloatToArray(3, this->log_prod(), target); - } - - if (!unknown_fields().empty()) { - target = ::google::protobuf::internal::WireFormat::SerializeUnknownFieldsToArray( - unknown_fields(), target); - } - return target; -} - -int GammaPoisson_Group::ByteSize() const { - int total_size = 0; - - if (_has_bits_[0 / 32] & (0xffu << (0 % 32))) { - // required uint64 count = 1; - if (has_count()) { - total_size += 1 + - ::google::protobuf::internal::WireFormatLite::UInt64Size( - this->count()); - } - - // required uint64 sum = 2; - if (has_sum()) { - total_size += 1 + - ::google::protobuf::internal::WireFormatLite::UInt64Size( - this->sum()); - } - - // required float log_prod = 3; - if (has_log_prod()) { - total_size += 1 + 4; - } - - } - if (!unknown_fields().empty()) { - total_size += - ::google::protobuf::internal::WireFormat::ComputeUnknownFieldsSize( - unknown_fields()); - } - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = total_size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); - return total_size; -} - -void GammaPoisson_Group::MergeFrom(const ::google::protobuf::Message& from) { - GOOGLE_CHECK_NE(&from, this); - const GammaPoisson_Group* source = - ::google::protobuf::internal::dynamic_cast_if_available( - &from); - if (source == NULL) { - ::google::protobuf::internal::ReflectionOps::Merge(from, this); - } else { - MergeFrom(*source); - } -} - -void GammaPoisson_Group::MergeFrom(const GammaPoisson_Group& from) { - GOOGLE_CHECK_NE(&from, this); - if (from._has_bits_[0 / 32] & (0xffu << (0 % 32))) { - if (from.has_count()) { - set_count(from.count()); - } - if (from.has_sum()) { - set_sum(from.sum()); - } - if (from.has_log_prod()) { - set_log_prod(from.log_prod()); - } - } - mutable_unknown_fields()->MergeFrom(from.unknown_fields()); -} - -void GammaPoisson_Group::CopyFrom(const ::google::protobuf::Message& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -void GammaPoisson_Group::CopyFrom(const GammaPoisson_Group& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -bool GammaPoisson_Group::IsInitialized() const { - if ((_has_bits_[0] & 0x00000007) != 0x00000007) return false; - - return true; -} - -void GammaPoisson_Group::Swap(GammaPoisson_Group* other) { - if (other != this) { - std::swap(count_, other->count_); - std::swap(sum_, other->sum_); - std::swap(log_prod_, other->log_prod_); - std::swap(_has_bits_[0], other->_has_bits_[0]); - _unknown_fields_.Swap(&other->_unknown_fields_); - std::swap(_cached_size_, other->_cached_size_); - } -} - -::google::protobuf::Metadata GammaPoisson_Group::GetMetadata() const { - protobuf_AssignDescriptorsOnce(); - ::google::protobuf::Metadata metadata; - metadata.descriptor = GammaPoisson_Group_descriptor_; - metadata.reflection = GammaPoisson_Group_reflection_; - return metadata; -} - - -// ------------------------------------------------------------------- - -#ifndef _MSC_VER -#endif // !_MSC_VER - -GammaPoisson::GammaPoisson() - : ::google::protobuf::Message() { - SharedCtor(); -} - -void GammaPoisson::InitAsDefaultInstance() { -} - -GammaPoisson::GammaPoisson(const GammaPoisson& from) - : ::google::protobuf::Message() { - SharedCtor(); - MergeFrom(from); -} - -void GammaPoisson::SharedCtor() { - _cached_size_ = 0; - ::memset(_has_bits_, 0, sizeof(_has_bits_)); -} - -GammaPoisson::~GammaPoisson() { - SharedDtor(); -} - -void GammaPoisson::SharedDtor() { - if (this != default_instance_) { - } -} - -void GammaPoisson::SetCachedSize(int size) const { - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); -} -const ::google::protobuf::Descriptor* GammaPoisson::descriptor() { - protobuf_AssignDescriptorsOnce(); - return GammaPoisson_descriptor_; -} - -const GammaPoisson& GammaPoisson::default_instance() { - if (default_instance_ == NULL) protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); return *default_instance_; -} - -GammaPoisson* GammaPoisson::default_instance_ = NULL; - -GammaPoisson* GammaPoisson::New() const { - return new GammaPoisson; -} - -void GammaPoisson::Clear() { - ::memset(_has_bits_, 0, sizeof(_has_bits_)); - mutable_unknown_fields()->Clear(); -} - -bool GammaPoisson::MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input) { -#define DO_(EXPRESSION) if (!(EXPRESSION)) return false - ::google::protobuf::uint32 tag; - while ((tag = input->ReadTag()) != 0) { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_END_GROUP) { - return true; - } - DO_(::google::protobuf::internal::WireFormat::SkipField( - input, tag, mutable_unknown_fields())); - } - return true; -#undef DO_ -} - -void GammaPoisson::SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const { - if (!unknown_fields().empty()) { - ::google::protobuf::internal::WireFormat::SerializeUnknownFields( - unknown_fields(), output); - } -} - -::google::protobuf::uint8* GammaPoisson::SerializeWithCachedSizesToArray( - ::google::protobuf::uint8* target) const { - if (!unknown_fields().empty()) { - target = ::google::protobuf::internal::WireFormat::SerializeUnknownFieldsToArray( - unknown_fields(), target); - } - return target; -} - -int GammaPoisson::ByteSize() const { - int total_size = 0; - - if (!unknown_fields().empty()) { - total_size += - ::google::protobuf::internal::WireFormat::ComputeUnknownFieldsSize( - unknown_fields()); - } - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = total_size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); - return total_size; -} - -void GammaPoisson::MergeFrom(const ::google::protobuf::Message& from) { - GOOGLE_CHECK_NE(&from, this); - const GammaPoisson* source = - ::google::protobuf::internal::dynamic_cast_if_available( - &from); - if (source == NULL) { - ::google::protobuf::internal::ReflectionOps::Merge(from, this); - } else { - MergeFrom(*source); - } -} - -void GammaPoisson::MergeFrom(const GammaPoisson& from) { - GOOGLE_CHECK_NE(&from, this); - mutable_unknown_fields()->MergeFrom(from.unknown_fields()); -} - -void GammaPoisson::CopyFrom(const ::google::protobuf::Message& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -void GammaPoisson::CopyFrom(const GammaPoisson& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -bool GammaPoisson::IsInitialized() const { - - return true; -} - -void GammaPoisson::Swap(GammaPoisson* other) { - if (other != this) { - _unknown_fields_.Swap(&other->_unknown_fields_); - std::swap(_cached_size_, other->_cached_size_); - } -} - -::google::protobuf::Metadata GammaPoisson::GetMetadata() const { - protobuf_AssignDescriptorsOnce(); - ::google::protobuf::Metadata metadata; - metadata.descriptor = GammaPoisson_descriptor_; - metadata.reflection = GammaPoisson_reflection_; - return metadata; -} - - -// =================================================================== - -#ifndef _MSC_VER -const int BetaNegativeBinomial_Shared::kAlphaFieldNumber; -const int BetaNegativeBinomial_Shared::kBetaFieldNumber; -const int BetaNegativeBinomial_Shared::kRFieldNumber; -#endif // !_MSC_VER - -BetaNegativeBinomial_Shared::BetaNegativeBinomial_Shared() - : ::google::protobuf::Message() { - SharedCtor(); -} - -void BetaNegativeBinomial_Shared::InitAsDefaultInstance() { -} - -BetaNegativeBinomial_Shared::BetaNegativeBinomial_Shared(const BetaNegativeBinomial_Shared& from) - : ::google::protobuf::Message() { - SharedCtor(); - MergeFrom(from); -} - -void BetaNegativeBinomial_Shared::SharedCtor() { - _cached_size_ = 0; - alpha_ = 0; - beta_ = 0; - r_ = GOOGLE_ULONGLONG(0); - ::memset(_has_bits_, 0, sizeof(_has_bits_)); -} - -BetaNegativeBinomial_Shared::~BetaNegativeBinomial_Shared() { - SharedDtor(); -} - -void BetaNegativeBinomial_Shared::SharedDtor() { - if (this != default_instance_) { - } -} - -void BetaNegativeBinomial_Shared::SetCachedSize(int size) const { - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); -} -const ::google::protobuf::Descriptor* BetaNegativeBinomial_Shared::descriptor() { - protobuf_AssignDescriptorsOnce(); - return BetaNegativeBinomial_Shared_descriptor_; -} - -const BetaNegativeBinomial_Shared& BetaNegativeBinomial_Shared::default_instance() { - if (default_instance_ == NULL) protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); return *default_instance_; -} - -BetaNegativeBinomial_Shared* BetaNegativeBinomial_Shared::default_instance_ = NULL; - -BetaNegativeBinomial_Shared* BetaNegativeBinomial_Shared::New() const { - return new BetaNegativeBinomial_Shared; -} - -void BetaNegativeBinomial_Shared::Clear() { - if (_has_bits_[0 / 32] & (0xffu << (0 % 32))) { - alpha_ = 0; - beta_ = 0; - r_ = GOOGLE_ULONGLONG(0); - } - ::memset(_has_bits_, 0, sizeof(_has_bits_)); - mutable_unknown_fields()->Clear(); -} - -bool BetaNegativeBinomial_Shared::MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input) { -#define DO_(EXPRESSION) if (!(EXPRESSION)) return false - ::google::protobuf::uint32 tag; - while ((tag = input->ReadTag()) != 0) { - switch (::google::protobuf::internal::WireFormatLite::GetTagFieldNumber(tag)) { - // required float alpha = 1; - case 1: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_FIXED32) { - DO_((::google::protobuf::internal::WireFormatLite::ReadPrimitive< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - input, &alpha_))); - set_has_alpha(); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(21)) goto parse_beta; - break; - } - - // required float beta = 2; - case 2: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_FIXED32) { - parse_beta: - DO_((::google::protobuf::internal::WireFormatLite::ReadPrimitive< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - input, &beta_))); - set_has_beta(); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(24)) goto parse_r; - break; - } - - // required uint64 r = 3; - case 3: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_VARINT) { - parse_r: - DO_((::google::protobuf::internal::WireFormatLite::ReadPrimitive< - ::google::protobuf::uint64, ::google::protobuf::internal::WireFormatLite::TYPE_UINT64>( - input, &r_))); - set_has_r(); - } else { - goto handle_uninterpreted; - } - if (input->ExpectAtEnd()) return true; - break; - } - - default: { - handle_uninterpreted: - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_END_GROUP) { - return true; - } - DO_(::google::protobuf::internal::WireFormat::SkipField( - input, tag, mutable_unknown_fields())); - break; - } - } - } - return true; -#undef DO_ -} - -void BetaNegativeBinomial_Shared::SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const { - // required float alpha = 1; - if (has_alpha()) { - ::google::protobuf::internal::WireFormatLite::WriteFloat(1, this->alpha(), output); - } - - // required float beta = 2; - if (has_beta()) { - ::google::protobuf::internal::WireFormatLite::WriteFloat(2, this->beta(), output); - } - - // required uint64 r = 3; - if (has_r()) { - ::google::protobuf::internal::WireFormatLite::WriteUInt64(3, this->r(), output); - } - - if (!unknown_fields().empty()) { - ::google::protobuf::internal::WireFormat::SerializeUnknownFields( - unknown_fields(), output); - } -} - -::google::protobuf::uint8* BetaNegativeBinomial_Shared::SerializeWithCachedSizesToArray( - ::google::protobuf::uint8* target) const { - // required float alpha = 1; - if (has_alpha()) { - target = ::google::protobuf::internal::WireFormatLite::WriteFloatToArray(1, this->alpha(), target); - } - - // required float beta = 2; - if (has_beta()) { - target = ::google::protobuf::internal::WireFormatLite::WriteFloatToArray(2, this->beta(), target); - } - - // required uint64 r = 3; - if (has_r()) { - target = ::google::protobuf::internal::WireFormatLite::WriteUInt64ToArray(3, this->r(), target); - } - - if (!unknown_fields().empty()) { - target = ::google::protobuf::internal::WireFormat::SerializeUnknownFieldsToArray( - unknown_fields(), target); - } - return target; -} - -int BetaNegativeBinomial_Shared::ByteSize() const { - int total_size = 0; - - if (_has_bits_[0 / 32] & (0xffu << (0 % 32))) { - // required float alpha = 1; - if (has_alpha()) { - total_size += 1 + 4; - } - - // required float beta = 2; - if (has_beta()) { - total_size += 1 + 4; - } - - // required uint64 r = 3; - if (has_r()) { - total_size += 1 + - ::google::protobuf::internal::WireFormatLite::UInt64Size( - this->r()); - } - - } - if (!unknown_fields().empty()) { - total_size += - ::google::protobuf::internal::WireFormat::ComputeUnknownFieldsSize( - unknown_fields()); - } - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = total_size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); - return total_size; -} - -void BetaNegativeBinomial_Shared::MergeFrom(const ::google::protobuf::Message& from) { - GOOGLE_CHECK_NE(&from, this); - const BetaNegativeBinomial_Shared* source = - ::google::protobuf::internal::dynamic_cast_if_available( - &from); - if (source == NULL) { - ::google::protobuf::internal::ReflectionOps::Merge(from, this); - } else { - MergeFrom(*source); - } -} - -void BetaNegativeBinomial_Shared::MergeFrom(const BetaNegativeBinomial_Shared& from) { - GOOGLE_CHECK_NE(&from, this); - if (from._has_bits_[0 / 32] & (0xffu << (0 % 32))) { - if (from.has_alpha()) { - set_alpha(from.alpha()); - } - if (from.has_beta()) { - set_beta(from.beta()); - } - if (from.has_r()) { - set_r(from.r()); - } - } - mutable_unknown_fields()->MergeFrom(from.unknown_fields()); -} - -void BetaNegativeBinomial_Shared::CopyFrom(const ::google::protobuf::Message& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -void BetaNegativeBinomial_Shared::CopyFrom(const BetaNegativeBinomial_Shared& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -bool BetaNegativeBinomial_Shared::IsInitialized() const { - if ((_has_bits_[0] & 0x00000007) != 0x00000007) return false; - - return true; -} - -void BetaNegativeBinomial_Shared::Swap(BetaNegativeBinomial_Shared* other) { - if (other != this) { - std::swap(alpha_, other->alpha_); - std::swap(beta_, other->beta_); - std::swap(r_, other->r_); - std::swap(_has_bits_[0], other->_has_bits_[0]); - _unknown_fields_.Swap(&other->_unknown_fields_); - std::swap(_cached_size_, other->_cached_size_); - } -} - -::google::protobuf::Metadata BetaNegativeBinomial_Shared::GetMetadata() const { - protobuf_AssignDescriptorsOnce(); - ::google::protobuf::Metadata metadata; - metadata.descriptor = BetaNegativeBinomial_Shared_descriptor_; - metadata.reflection = BetaNegativeBinomial_Shared_reflection_; - return metadata; -} - - -// ------------------------------------------------------------------- - -#ifndef _MSC_VER -const int BetaNegativeBinomial_Group::kCountFieldNumber; -const int BetaNegativeBinomial_Group::kSumFieldNumber; -#endif // !_MSC_VER - -BetaNegativeBinomial_Group::BetaNegativeBinomial_Group() - : ::google::protobuf::Message() { - SharedCtor(); -} - -void BetaNegativeBinomial_Group::InitAsDefaultInstance() { -} - -BetaNegativeBinomial_Group::BetaNegativeBinomial_Group(const BetaNegativeBinomial_Group& from) - : ::google::protobuf::Message() { - SharedCtor(); - MergeFrom(from); -} - -void BetaNegativeBinomial_Group::SharedCtor() { - _cached_size_ = 0; - count_ = GOOGLE_ULONGLONG(0); - sum_ = GOOGLE_ULONGLONG(0); - ::memset(_has_bits_, 0, sizeof(_has_bits_)); -} - -BetaNegativeBinomial_Group::~BetaNegativeBinomial_Group() { - SharedDtor(); -} - -void BetaNegativeBinomial_Group::SharedDtor() { - if (this != default_instance_) { - } -} - -void BetaNegativeBinomial_Group::SetCachedSize(int size) const { - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); -} -const ::google::protobuf::Descriptor* BetaNegativeBinomial_Group::descriptor() { - protobuf_AssignDescriptorsOnce(); - return BetaNegativeBinomial_Group_descriptor_; -} - -const BetaNegativeBinomial_Group& BetaNegativeBinomial_Group::default_instance() { - if (default_instance_ == NULL) protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); return *default_instance_; -} - -BetaNegativeBinomial_Group* BetaNegativeBinomial_Group::default_instance_ = NULL; - -BetaNegativeBinomial_Group* BetaNegativeBinomial_Group::New() const { - return new BetaNegativeBinomial_Group; -} - -void BetaNegativeBinomial_Group::Clear() { - if (_has_bits_[0 / 32] & (0xffu << (0 % 32))) { - count_ = GOOGLE_ULONGLONG(0); - sum_ = GOOGLE_ULONGLONG(0); - } - ::memset(_has_bits_, 0, sizeof(_has_bits_)); - mutable_unknown_fields()->Clear(); -} - -bool BetaNegativeBinomial_Group::MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input) { -#define DO_(EXPRESSION) if (!(EXPRESSION)) return false - ::google::protobuf::uint32 tag; - while ((tag = input->ReadTag()) != 0) { - switch (::google::protobuf::internal::WireFormatLite::GetTagFieldNumber(tag)) { - // required uint64 count = 1; - case 1: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_VARINT) { - DO_((::google::protobuf::internal::WireFormatLite::ReadPrimitive< - ::google::protobuf::uint64, ::google::protobuf::internal::WireFormatLite::TYPE_UINT64>( - input, &count_))); - set_has_count(); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(16)) goto parse_sum; - break; - } - - // required uint64 sum = 2; - case 2: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_VARINT) { - parse_sum: - DO_((::google::protobuf::internal::WireFormatLite::ReadPrimitive< - ::google::protobuf::uint64, ::google::protobuf::internal::WireFormatLite::TYPE_UINT64>( - input, &sum_))); - set_has_sum(); - } else { - goto handle_uninterpreted; - } - if (input->ExpectAtEnd()) return true; - break; - } - - default: { - handle_uninterpreted: - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_END_GROUP) { - return true; - } - DO_(::google::protobuf::internal::WireFormat::SkipField( - input, tag, mutable_unknown_fields())); - break; - } - } - } - return true; -#undef DO_ -} - -void BetaNegativeBinomial_Group::SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const { - // required uint64 count = 1; - if (has_count()) { - ::google::protobuf::internal::WireFormatLite::WriteUInt64(1, this->count(), output); - } - - // required uint64 sum = 2; - if (has_sum()) { - ::google::protobuf::internal::WireFormatLite::WriteUInt64(2, this->sum(), output); - } - - if (!unknown_fields().empty()) { - ::google::protobuf::internal::WireFormat::SerializeUnknownFields( - unknown_fields(), output); - } -} - -::google::protobuf::uint8* BetaNegativeBinomial_Group::SerializeWithCachedSizesToArray( - ::google::protobuf::uint8* target) const { - // required uint64 count = 1; - if (has_count()) { - target = ::google::protobuf::internal::WireFormatLite::WriteUInt64ToArray(1, this->count(), target); - } - - // required uint64 sum = 2; - if (has_sum()) { - target = ::google::protobuf::internal::WireFormatLite::WriteUInt64ToArray(2, this->sum(), target); - } - - if (!unknown_fields().empty()) { - target = ::google::protobuf::internal::WireFormat::SerializeUnknownFieldsToArray( - unknown_fields(), target); - } - return target; -} - -int BetaNegativeBinomial_Group::ByteSize() const { - int total_size = 0; - - if (_has_bits_[0 / 32] & (0xffu << (0 % 32))) { - // required uint64 count = 1; - if (has_count()) { - total_size += 1 + - ::google::protobuf::internal::WireFormatLite::UInt64Size( - this->count()); - } - - // required uint64 sum = 2; - if (has_sum()) { - total_size += 1 + - ::google::protobuf::internal::WireFormatLite::UInt64Size( - this->sum()); - } - - } - if (!unknown_fields().empty()) { - total_size += - ::google::protobuf::internal::WireFormat::ComputeUnknownFieldsSize( - unknown_fields()); - } - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = total_size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); - return total_size; -} - -void BetaNegativeBinomial_Group::MergeFrom(const ::google::protobuf::Message& from) { - GOOGLE_CHECK_NE(&from, this); - const BetaNegativeBinomial_Group* source = - ::google::protobuf::internal::dynamic_cast_if_available( - &from); - if (source == NULL) { - ::google::protobuf::internal::ReflectionOps::Merge(from, this); - } else { - MergeFrom(*source); - } -} - -void BetaNegativeBinomial_Group::MergeFrom(const BetaNegativeBinomial_Group& from) { - GOOGLE_CHECK_NE(&from, this); - if (from._has_bits_[0 / 32] & (0xffu << (0 % 32))) { - if (from.has_count()) { - set_count(from.count()); - } - if (from.has_sum()) { - set_sum(from.sum()); - } - } - mutable_unknown_fields()->MergeFrom(from.unknown_fields()); -} - -void BetaNegativeBinomial_Group::CopyFrom(const ::google::protobuf::Message& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -void BetaNegativeBinomial_Group::CopyFrom(const BetaNegativeBinomial_Group& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -bool BetaNegativeBinomial_Group::IsInitialized() const { - if ((_has_bits_[0] & 0x00000003) != 0x00000003) return false; - - return true; -} - -void BetaNegativeBinomial_Group::Swap(BetaNegativeBinomial_Group* other) { - if (other != this) { - std::swap(count_, other->count_); - std::swap(sum_, other->sum_); - std::swap(_has_bits_[0], other->_has_bits_[0]); - _unknown_fields_.Swap(&other->_unknown_fields_); - std::swap(_cached_size_, other->_cached_size_); - } -} - -::google::protobuf::Metadata BetaNegativeBinomial_Group::GetMetadata() const { - protobuf_AssignDescriptorsOnce(); - ::google::protobuf::Metadata metadata; - metadata.descriptor = BetaNegativeBinomial_Group_descriptor_; - metadata.reflection = BetaNegativeBinomial_Group_reflection_; - return metadata; -} - - -// ------------------------------------------------------------------- - -#ifndef _MSC_VER -#endif // !_MSC_VER - -BetaNegativeBinomial::BetaNegativeBinomial() - : ::google::protobuf::Message() { - SharedCtor(); -} - -void BetaNegativeBinomial::InitAsDefaultInstance() { -} - -BetaNegativeBinomial::BetaNegativeBinomial(const BetaNegativeBinomial& from) - : ::google::protobuf::Message() { - SharedCtor(); - MergeFrom(from); -} - -void BetaNegativeBinomial::SharedCtor() { - _cached_size_ = 0; - ::memset(_has_bits_, 0, sizeof(_has_bits_)); -} - -BetaNegativeBinomial::~BetaNegativeBinomial() { - SharedDtor(); -} - -void BetaNegativeBinomial::SharedDtor() { - if (this != default_instance_) { - } -} - -void BetaNegativeBinomial::SetCachedSize(int size) const { - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); -} -const ::google::protobuf::Descriptor* BetaNegativeBinomial::descriptor() { - protobuf_AssignDescriptorsOnce(); - return BetaNegativeBinomial_descriptor_; -} - -const BetaNegativeBinomial& BetaNegativeBinomial::default_instance() { - if (default_instance_ == NULL) protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); return *default_instance_; -} - -BetaNegativeBinomial* BetaNegativeBinomial::default_instance_ = NULL; - -BetaNegativeBinomial* BetaNegativeBinomial::New() const { - return new BetaNegativeBinomial; -} - -void BetaNegativeBinomial::Clear() { - ::memset(_has_bits_, 0, sizeof(_has_bits_)); - mutable_unknown_fields()->Clear(); -} - -bool BetaNegativeBinomial::MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input) { -#define DO_(EXPRESSION) if (!(EXPRESSION)) return false - ::google::protobuf::uint32 tag; - while ((tag = input->ReadTag()) != 0) { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_END_GROUP) { - return true; - } - DO_(::google::protobuf::internal::WireFormat::SkipField( - input, tag, mutable_unknown_fields())); - } - return true; -#undef DO_ -} - -void BetaNegativeBinomial::SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const { - if (!unknown_fields().empty()) { - ::google::protobuf::internal::WireFormat::SerializeUnknownFields( - unknown_fields(), output); - } -} - -::google::protobuf::uint8* BetaNegativeBinomial::SerializeWithCachedSizesToArray( - ::google::protobuf::uint8* target) const { - if (!unknown_fields().empty()) { - target = ::google::protobuf::internal::WireFormat::SerializeUnknownFieldsToArray( - unknown_fields(), target); - } - return target; -} - -int BetaNegativeBinomial::ByteSize() const { - int total_size = 0; - - if (!unknown_fields().empty()) { - total_size += - ::google::protobuf::internal::WireFormat::ComputeUnknownFieldsSize( - unknown_fields()); - } - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = total_size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); - return total_size; -} - -void BetaNegativeBinomial::MergeFrom(const ::google::protobuf::Message& from) { - GOOGLE_CHECK_NE(&from, this); - const BetaNegativeBinomial* source = - ::google::protobuf::internal::dynamic_cast_if_available( - &from); - if (source == NULL) { - ::google::protobuf::internal::ReflectionOps::Merge(from, this); - } else { - MergeFrom(*source); - } -} - -void BetaNegativeBinomial::MergeFrom(const BetaNegativeBinomial& from) { - GOOGLE_CHECK_NE(&from, this); - mutable_unknown_fields()->MergeFrom(from.unknown_fields()); -} - -void BetaNegativeBinomial::CopyFrom(const ::google::protobuf::Message& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -void BetaNegativeBinomial::CopyFrom(const BetaNegativeBinomial& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -bool BetaNegativeBinomial::IsInitialized() const { - - return true; -} - -void BetaNegativeBinomial::Swap(BetaNegativeBinomial* other) { - if (other != this) { - _unknown_fields_.Swap(&other->_unknown_fields_); - std::swap(_cached_size_, other->_cached_size_); - } -} - -::google::protobuf::Metadata BetaNegativeBinomial::GetMetadata() const { - protobuf_AssignDescriptorsOnce(); - ::google::protobuf::Metadata metadata; - metadata.descriptor = BetaNegativeBinomial_descriptor_; - metadata.reflection = BetaNegativeBinomial_reflection_; - return metadata; -} - - -// =================================================================== - -#ifndef _MSC_VER -const int NormalInverseChiSq_Shared::kMuFieldNumber; -const int NormalInverseChiSq_Shared::kKappaFieldNumber; -const int NormalInverseChiSq_Shared::kSigmasqFieldNumber; -const int NormalInverseChiSq_Shared::kNuFieldNumber; -#endif // !_MSC_VER - -NormalInverseChiSq_Shared::NormalInverseChiSq_Shared() - : ::google::protobuf::Message() { - SharedCtor(); -} - -void NormalInverseChiSq_Shared::InitAsDefaultInstance() { -} - -NormalInverseChiSq_Shared::NormalInverseChiSq_Shared(const NormalInverseChiSq_Shared& from) - : ::google::protobuf::Message() { - SharedCtor(); - MergeFrom(from); -} - -void NormalInverseChiSq_Shared::SharedCtor() { - _cached_size_ = 0; - mu_ = 0; - kappa_ = 0; - sigmasq_ = 0; - nu_ = 0; - ::memset(_has_bits_, 0, sizeof(_has_bits_)); -} - -NormalInverseChiSq_Shared::~NormalInverseChiSq_Shared() { - SharedDtor(); -} - -void NormalInverseChiSq_Shared::SharedDtor() { - if (this != default_instance_) { - } -} - -void NormalInverseChiSq_Shared::SetCachedSize(int size) const { - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); -} -const ::google::protobuf::Descriptor* NormalInverseChiSq_Shared::descriptor() { - protobuf_AssignDescriptorsOnce(); - return NormalInverseChiSq_Shared_descriptor_; -} - -const NormalInverseChiSq_Shared& NormalInverseChiSq_Shared::default_instance() { - if (default_instance_ == NULL) protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); return *default_instance_; -} - -NormalInverseChiSq_Shared* NormalInverseChiSq_Shared::default_instance_ = NULL; - -NormalInverseChiSq_Shared* NormalInverseChiSq_Shared::New() const { - return new NormalInverseChiSq_Shared; -} - -void NormalInverseChiSq_Shared::Clear() { - if (_has_bits_[0 / 32] & (0xffu << (0 % 32))) { - mu_ = 0; - kappa_ = 0; - sigmasq_ = 0; - nu_ = 0; - } - ::memset(_has_bits_, 0, sizeof(_has_bits_)); - mutable_unknown_fields()->Clear(); -} - -bool NormalInverseChiSq_Shared::MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input) { -#define DO_(EXPRESSION) if (!(EXPRESSION)) return false - ::google::protobuf::uint32 tag; - while ((tag = input->ReadTag()) != 0) { - switch (::google::protobuf::internal::WireFormatLite::GetTagFieldNumber(tag)) { - // required float mu = 1; - case 1: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_FIXED32) { - DO_((::google::protobuf::internal::WireFormatLite::ReadPrimitive< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - input, &mu_))); - set_has_mu(); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(21)) goto parse_kappa; - break; - } - - // required float kappa = 2; - case 2: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_FIXED32) { - parse_kappa: - DO_((::google::protobuf::internal::WireFormatLite::ReadPrimitive< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - input, &kappa_))); - set_has_kappa(); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(29)) goto parse_sigmasq; - break; - } - - // required float sigmasq = 3; - case 3: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_FIXED32) { - parse_sigmasq: - DO_((::google::protobuf::internal::WireFormatLite::ReadPrimitive< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - input, &sigmasq_))); - set_has_sigmasq(); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(37)) goto parse_nu; - break; - } - - // required float nu = 4; - case 4: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_FIXED32) { - parse_nu: - DO_((::google::protobuf::internal::WireFormatLite::ReadPrimitive< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - input, &nu_))); - set_has_nu(); - } else { - goto handle_uninterpreted; - } - if (input->ExpectAtEnd()) return true; - break; - } - - default: { - handle_uninterpreted: - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_END_GROUP) { - return true; - } - DO_(::google::protobuf::internal::WireFormat::SkipField( - input, tag, mutable_unknown_fields())); - break; - } - } - } - return true; -#undef DO_ -} - -void NormalInverseChiSq_Shared::SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const { - // required float mu = 1; - if (has_mu()) { - ::google::protobuf::internal::WireFormatLite::WriteFloat(1, this->mu(), output); - } - - // required float kappa = 2; - if (has_kappa()) { - ::google::protobuf::internal::WireFormatLite::WriteFloat(2, this->kappa(), output); - } - - // required float sigmasq = 3; - if (has_sigmasq()) { - ::google::protobuf::internal::WireFormatLite::WriteFloat(3, this->sigmasq(), output); - } - - // required float nu = 4; - if (has_nu()) { - ::google::protobuf::internal::WireFormatLite::WriteFloat(4, this->nu(), output); - } - - if (!unknown_fields().empty()) { - ::google::protobuf::internal::WireFormat::SerializeUnknownFields( - unknown_fields(), output); - } -} - -::google::protobuf::uint8* NormalInverseChiSq_Shared::SerializeWithCachedSizesToArray( - ::google::protobuf::uint8* target) const { - // required float mu = 1; - if (has_mu()) { - target = ::google::protobuf::internal::WireFormatLite::WriteFloatToArray(1, this->mu(), target); - } - - // required float kappa = 2; - if (has_kappa()) { - target = ::google::protobuf::internal::WireFormatLite::WriteFloatToArray(2, this->kappa(), target); - } - - // required float sigmasq = 3; - if (has_sigmasq()) { - target = ::google::protobuf::internal::WireFormatLite::WriteFloatToArray(3, this->sigmasq(), target); - } - - // required float nu = 4; - if (has_nu()) { - target = ::google::protobuf::internal::WireFormatLite::WriteFloatToArray(4, this->nu(), target); - } - - if (!unknown_fields().empty()) { - target = ::google::protobuf::internal::WireFormat::SerializeUnknownFieldsToArray( - unknown_fields(), target); - } - return target; -} - -int NormalInverseChiSq_Shared::ByteSize() const { - int total_size = 0; - - if (_has_bits_[0 / 32] & (0xffu << (0 % 32))) { - // required float mu = 1; - if (has_mu()) { - total_size += 1 + 4; - } - - // required float kappa = 2; - if (has_kappa()) { - total_size += 1 + 4; - } - - // required float sigmasq = 3; - if (has_sigmasq()) { - total_size += 1 + 4; - } - - // required float nu = 4; - if (has_nu()) { - total_size += 1 + 4; - } - - } - if (!unknown_fields().empty()) { - total_size += - ::google::protobuf::internal::WireFormat::ComputeUnknownFieldsSize( - unknown_fields()); - } - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = total_size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); - return total_size; -} - -void NormalInverseChiSq_Shared::MergeFrom(const ::google::protobuf::Message& from) { - GOOGLE_CHECK_NE(&from, this); - const NormalInverseChiSq_Shared* source = - ::google::protobuf::internal::dynamic_cast_if_available( - &from); - if (source == NULL) { - ::google::protobuf::internal::ReflectionOps::Merge(from, this); - } else { - MergeFrom(*source); - } -} - -void NormalInverseChiSq_Shared::MergeFrom(const NormalInverseChiSq_Shared& from) { - GOOGLE_CHECK_NE(&from, this); - if (from._has_bits_[0 / 32] & (0xffu << (0 % 32))) { - if (from.has_mu()) { - set_mu(from.mu()); - } - if (from.has_kappa()) { - set_kappa(from.kappa()); - } - if (from.has_sigmasq()) { - set_sigmasq(from.sigmasq()); - } - if (from.has_nu()) { - set_nu(from.nu()); - } - } - mutable_unknown_fields()->MergeFrom(from.unknown_fields()); -} - -void NormalInverseChiSq_Shared::CopyFrom(const ::google::protobuf::Message& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -void NormalInverseChiSq_Shared::CopyFrom(const NormalInverseChiSq_Shared& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -bool NormalInverseChiSq_Shared::IsInitialized() const { - if ((_has_bits_[0] & 0x0000000f) != 0x0000000f) return false; - - return true; -} - -void NormalInverseChiSq_Shared::Swap(NormalInverseChiSq_Shared* other) { - if (other != this) { - std::swap(mu_, other->mu_); - std::swap(kappa_, other->kappa_); - std::swap(sigmasq_, other->sigmasq_); - std::swap(nu_, other->nu_); - std::swap(_has_bits_[0], other->_has_bits_[0]); - _unknown_fields_.Swap(&other->_unknown_fields_); - std::swap(_cached_size_, other->_cached_size_); - } -} - -::google::protobuf::Metadata NormalInverseChiSq_Shared::GetMetadata() const { - protobuf_AssignDescriptorsOnce(); - ::google::protobuf::Metadata metadata; - metadata.descriptor = NormalInverseChiSq_Shared_descriptor_; - metadata.reflection = NormalInverseChiSq_Shared_reflection_; - return metadata; -} - - -// ------------------------------------------------------------------- - -#ifndef _MSC_VER -const int NormalInverseChiSq_Group::kCountFieldNumber; -const int NormalInverseChiSq_Group::kMeanFieldNumber; -const int NormalInverseChiSq_Group::kCountTimesVarianceFieldNumber; -#endif // !_MSC_VER - -NormalInverseChiSq_Group::NormalInverseChiSq_Group() - : ::google::protobuf::Message() { - SharedCtor(); -} - -void NormalInverseChiSq_Group::InitAsDefaultInstance() { -} - -NormalInverseChiSq_Group::NormalInverseChiSq_Group(const NormalInverseChiSq_Group& from) - : ::google::protobuf::Message() { - SharedCtor(); - MergeFrom(from); -} - -void NormalInverseChiSq_Group::SharedCtor() { - _cached_size_ = 0; - count_ = GOOGLE_ULONGLONG(0); - mean_ = 0; - count_times_variance_ = 0; - ::memset(_has_bits_, 0, sizeof(_has_bits_)); -} - -NormalInverseChiSq_Group::~NormalInverseChiSq_Group() { - SharedDtor(); -} - -void NormalInverseChiSq_Group::SharedDtor() { - if (this != default_instance_) { - } -} - -void NormalInverseChiSq_Group::SetCachedSize(int size) const { - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); -} -const ::google::protobuf::Descriptor* NormalInverseChiSq_Group::descriptor() { - protobuf_AssignDescriptorsOnce(); - return NormalInverseChiSq_Group_descriptor_; -} - -const NormalInverseChiSq_Group& NormalInverseChiSq_Group::default_instance() { - if (default_instance_ == NULL) protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); return *default_instance_; -} - -NormalInverseChiSq_Group* NormalInverseChiSq_Group::default_instance_ = NULL; - -NormalInverseChiSq_Group* NormalInverseChiSq_Group::New() const { - return new NormalInverseChiSq_Group; -} - -void NormalInverseChiSq_Group::Clear() { - if (_has_bits_[0 / 32] & (0xffu << (0 % 32))) { - count_ = GOOGLE_ULONGLONG(0); - mean_ = 0; - count_times_variance_ = 0; - } - ::memset(_has_bits_, 0, sizeof(_has_bits_)); - mutable_unknown_fields()->Clear(); -} - -bool NormalInverseChiSq_Group::MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input) { -#define DO_(EXPRESSION) if (!(EXPRESSION)) return false - ::google::protobuf::uint32 tag; - while ((tag = input->ReadTag()) != 0) { - switch (::google::protobuf::internal::WireFormatLite::GetTagFieldNumber(tag)) { - // required uint64 count = 1; - case 1: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_VARINT) { - DO_((::google::protobuf::internal::WireFormatLite::ReadPrimitive< - ::google::protobuf::uint64, ::google::protobuf::internal::WireFormatLite::TYPE_UINT64>( - input, &count_))); - set_has_count(); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(21)) goto parse_mean; - break; - } - - // required float mean = 2; - case 2: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_FIXED32) { - parse_mean: - DO_((::google::protobuf::internal::WireFormatLite::ReadPrimitive< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - input, &mean_))); - set_has_mean(); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(29)) goto parse_count_times_variance; - break; - } - - // required float count_times_variance = 3; - case 3: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_FIXED32) { - parse_count_times_variance: - DO_((::google::protobuf::internal::WireFormatLite::ReadPrimitive< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - input, &count_times_variance_))); - set_has_count_times_variance(); - } else { - goto handle_uninterpreted; - } - if (input->ExpectAtEnd()) return true; - break; - } - - default: { - handle_uninterpreted: - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_END_GROUP) { - return true; - } - DO_(::google::protobuf::internal::WireFormat::SkipField( - input, tag, mutable_unknown_fields())); - break; - } - } - } - return true; -#undef DO_ -} - -void NormalInverseChiSq_Group::SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const { - // required uint64 count = 1; - if (has_count()) { - ::google::protobuf::internal::WireFormatLite::WriteUInt64(1, this->count(), output); - } - - // required float mean = 2; - if (has_mean()) { - ::google::protobuf::internal::WireFormatLite::WriteFloat(2, this->mean(), output); - } - - // required float count_times_variance = 3; - if (has_count_times_variance()) { - ::google::protobuf::internal::WireFormatLite::WriteFloat(3, this->count_times_variance(), output); - } - - if (!unknown_fields().empty()) { - ::google::protobuf::internal::WireFormat::SerializeUnknownFields( - unknown_fields(), output); - } -} - -::google::protobuf::uint8* NormalInverseChiSq_Group::SerializeWithCachedSizesToArray( - ::google::protobuf::uint8* target) const { - // required uint64 count = 1; - if (has_count()) { - target = ::google::protobuf::internal::WireFormatLite::WriteUInt64ToArray(1, this->count(), target); - } - - // required float mean = 2; - if (has_mean()) { - target = ::google::protobuf::internal::WireFormatLite::WriteFloatToArray(2, this->mean(), target); - } - - // required float count_times_variance = 3; - if (has_count_times_variance()) { - target = ::google::protobuf::internal::WireFormatLite::WriteFloatToArray(3, this->count_times_variance(), target); - } - - if (!unknown_fields().empty()) { - target = ::google::protobuf::internal::WireFormat::SerializeUnknownFieldsToArray( - unknown_fields(), target); - } - return target; -} - -int NormalInverseChiSq_Group::ByteSize() const { - int total_size = 0; - - if (_has_bits_[0 / 32] & (0xffu << (0 % 32))) { - // required uint64 count = 1; - if (has_count()) { - total_size += 1 + - ::google::protobuf::internal::WireFormatLite::UInt64Size( - this->count()); - } - - // required float mean = 2; - if (has_mean()) { - total_size += 1 + 4; - } - - // required float count_times_variance = 3; - if (has_count_times_variance()) { - total_size += 1 + 4; - } - - } - if (!unknown_fields().empty()) { - total_size += - ::google::protobuf::internal::WireFormat::ComputeUnknownFieldsSize( - unknown_fields()); - } - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = total_size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); - return total_size; -} - -void NormalInverseChiSq_Group::MergeFrom(const ::google::protobuf::Message& from) { - GOOGLE_CHECK_NE(&from, this); - const NormalInverseChiSq_Group* source = - ::google::protobuf::internal::dynamic_cast_if_available( - &from); - if (source == NULL) { - ::google::protobuf::internal::ReflectionOps::Merge(from, this); - } else { - MergeFrom(*source); - } -} - -void NormalInverseChiSq_Group::MergeFrom(const NormalInverseChiSq_Group& from) { - GOOGLE_CHECK_NE(&from, this); - if (from._has_bits_[0 / 32] & (0xffu << (0 % 32))) { - if (from.has_count()) { - set_count(from.count()); - } - if (from.has_mean()) { - set_mean(from.mean()); - } - if (from.has_count_times_variance()) { - set_count_times_variance(from.count_times_variance()); - } - } - mutable_unknown_fields()->MergeFrom(from.unknown_fields()); -} - -void NormalInverseChiSq_Group::CopyFrom(const ::google::protobuf::Message& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -void NormalInverseChiSq_Group::CopyFrom(const NormalInverseChiSq_Group& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -bool NormalInverseChiSq_Group::IsInitialized() const { - if ((_has_bits_[0] & 0x00000007) != 0x00000007) return false; - - return true; -} - -void NormalInverseChiSq_Group::Swap(NormalInverseChiSq_Group* other) { - if (other != this) { - std::swap(count_, other->count_); - std::swap(mean_, other->mean_); - std::swap(count_times_variance_, other->count_times_variance_); - std::swap(_has_bits_[0], other->_has_bits_[0]); - _unknown_fields_.Swap(&other->_unknown_fields_); - std::swap(_cached_size_, other->_cached_size_); - } -} - -::google::protobuf::Metadata NormalInverseChiSq_Group::GetMetadata() const { - protobuf_AssignDescriptorsOnce(); - ::google::protobuf::Metadata metadata; - metadata.descriptor = NormalInverseChiSq_Group_descriptor_; - metadata.reflection = NormalInverseChiSq_Group_reflection_; - return metadata; -} - - -// ------------------------------------------------------------------- - -#ifndef _MSC_VER -#endif // !_MSC_VER - -NormalInverseChiSq::NormalInverseChiSq() - : ::google::protobuf::Message() { - SharedCtor(); -} - -void NormalInverseChiSq::InitAsDefaultInstance() { -} - -NormalInverseChiSq::NormalInverseChiSq(const NormalInverseChiSq& from) - : ::google::protobuf::Message() { - SharedCtor(); - MergeFrom(from); -} - -void NormalInverseChiSq::SharedCtor() { - _cached_size_ = 0; - ::memset(_has_bits_, 0, sizeof(_has_bits_)); -} - -NormalInverseChiSq::~NormalInverseChiSq() { - SharedDtor(); -} - -void NormalInverseChiSq::SharedDtor() { - if (this != default_instance_) { - } -} - -void NormalInverseChiSq::SetCachedSize(int size) const { - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); -} -const ::google::protobuf::Descriptor* NormalInverseChiSq::descriptor() { - protobuf_AssignDescriptorsOnce(); - return NormalInverseChiSq_descriptor_; -} - -const NormalInverseChiSq& NormalInverseChiSq::default_instance() { - if (default_instance_ == NULL) protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); return *default_instance_; -} - -NormalInverseChiSq* NormalInverseChiSq::default_instance_ = NULL; - -NormalInverseChiSq* NormalInverseChiSq::New() const { - return new NormalInverseChiSq; -} - -void NormalInverseChiSq::Clear() { - ::memset(_has_bits_, 0, sizeof(_has_bits_)); - mutable_unknown_fields()->Clear(); -} - -bool NormalInverseChiSq::MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input) { -#define DO_(EXPRESSION) if (!(EXPRESSION)) return false - ::google::protobuf::uint32 tag; - while ((tag = input->ReadTag()) != 0) { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_END_GROUP) { - return true; - } - DO_(::google::protobuf::internal::WireFormat::SkipField( - input, tag, mutable_unknown_fields())); - } - return true; -#undef DO_ -} - -void NormalInverseChiSq::SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const { - if (!unknown_fields().empty()) { - ::google::protobuf::internal::WireFormat::SerializeUnknownFields( - unknown_fields(), output); - } -} - -::google::protobuf::uint8* NormalInverseChiSq::SerializeWithCachedSizesToArray( - ::google::protobuf::uint8* target) const { - if (!unknown_fields().empty()) { - target = ::google::protobuf::internal::WireFormat::SerializeUnknownFieldsToArray( - unknown_fields(), target); - } - return target; -} - -int NormalInverseChiSq::ByteSize() const { - int total_size = 0; - - if (!unknown_fields().empty()) { - total_size += - ::google::protobuf::internal::WireFormat::ComputeUnknownFieldsSize( - unknown_fields()); - } - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = total_size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); - return total_size; -} - -void NormalInverseChiSq::MergeFrom(const ::google::protobuf::Message& from) { - GOOGLE_CHECK_NE(&from, this); - const NormalInverseChiSq* source = - ::google::protobuf::internal::dynamic_cast_if_available( - &from); - if (source == NULL) { - ::google::protobuf::internal::ReflectionOps::Merge(from, this); - } else { - MergeFrom(*source); - } -} - -void NormalInverseChiSq::MergeFrom(const NormalInverseChiSq& from) { - GOOGLE_CHECK_NE(&from, this); - mutable_unknown_fields()->MergeFrom(from.unknown_fields()); -} - -void NormalInverseChiSq::CopyFrom(const ::google::protobuf::Message& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -void NormalInverseChiSq::CopyFrom(const NormalInverseChiSq& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -bool NormalInverseChiSq::IsInitialized() const { - - return true; -} - -void NormalInverseChiSq::Swap(NormalInverseChiSq* other) { - if (other != this) { - _unknown_fields_.Swap(&other->_unknown_fields_); - std::swap(_cached_size_, other->_cached_size_); - } -} - -::google::protobuf::Metadata NormalInverseChiSq::GetMetadata() const { - protobuf_AssignDescriptorsOnce(); - ::google::protobuf::Metadata metadata; - metadata.descriptor = NormalInverseChiSq_descriptor_; - metadata.reflection = NormalInverseChiSq_reflection_; - return metadata; -} - - -// =================================================================== - -#ifndef _MSC_VER -const int NormalInverseWishart_Shared::kMuFieldNumber; -const int NormalInverseWishart_Shared::kKappaFieldNumber; -const int NormalInverseWishart_Shared::kPsiFieldNumber; -const int NormalInverseWishart_Shared::kNuFieldNumber; -#endif // !_MSC_VER - -NormalInverseWishart_Shared::NormalInverseWishart_Shared() - : ::google::protobuf::Message() { - SharedCtor(); -} - -void NormalInverseWishart_Shared::InitAsDefaultInstance() { -} - -NormalInverseWishart_Shared::NormalInverseWishart_Shared(const NormalInverseWishart_Shared& from) - : ::google::protobuf::Message() { - SharedCtor(); - MergeFrom(from); -} - -void NormalInverseWishart_Shared::SharedCtor() { - _cached_size_ = 0; - kappa_ = 0; - nu_ = 0; - ::memset(_has_bits_, 0, sizeof(_has_bits_)); -} - -NormalInverseWishart_Shared::~NormalInverseWishart_Shared() { - SharedDtor(); -} - -void NormalInverseWishart_Shared::SharedDtor() { - if (this != default_instance_) { - } -} - -void NormalInverseWishart_Shared::SetCachedSize(int size) const { - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); -} -const ::google::protobuf::Descriptor* NormalInverseWishart_Shared::descriptor() { - protobuf_AssignDescriptorsOnce(); - return NormalInverseWishart_Shared_descriptor_; -} - -const NormalInverseWishart_Shared& NormalInverseWishart_Shared::default_instance() { - if (default_instance_ == NULL) protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); return *default_instance_; -} - -NormalInverseWishart_Shared* NormalInverseWishart_Shared::default_instance_ = NULL; - -NormalInverseWishart_Shared* NormalInverseWishart_Shared::New() const { - return new NormalInverseWishart_Shared; -} - -void NormalInverseWishart_Shared::Clear() { - if (_has_bits_[1 / 32] & (0xffu << (1 % 32))) { - kappa_ = 0; - nu_ = 0; - } - mu_.Clear(); - psi_.Clear(); - ::memset(_has_bits_, 0, sizeof(_has_bits_)); - mutable_unknown_fields()->Clear(); -} - -bool NormalInverseWishart_Shared::MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input) { -#define DO_(EXPRESSION) if (!(EXPRESSION)) return false - ::google::protobuf::uint32 tag; - while ((tag = input->ReadTag()) != 0) { - switch (::google::protobuf::internal::WireFormatLite::GetTagFieldNumber(tag)) { - // repeated float mu = 1; - case 1: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_FIXED32) { - parse_mu: - DO_((::google::protobuf::internal::WireFormatLite::ReadRepeatedPrimitive< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - 1, 13, input, this->mutable_mu()))); - } else if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) - == ::google::protobuf::internal::WireFormatLite:: - WIRETYPE_LENGTH_DELIMITED) { - DO_((::google::protobuf::internal::WireFormatLite::ReadPackedPrimitiveNoInline< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - input, this->mutable_mu()))); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(13)) goto parse_mu; - if (input->ExpectTag(21)) goto parse_kappa; - break; - } - - // required float kappa = 2; - case 2: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_FIXED32) { - parse_kappa: - DO_((::google::protobuf::internal::WireFormatLite::ReadPrimitive< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - input, &kappa_))); - set_has_kappa(); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(29)) goto parse_psi; - break; - } - - // repeated float psi = 3; - case 3: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_FIXED32) { - parse_psi: - DO_((::google::protobuf::internal::WireFormatLite::ReadRepeatedPrimitive< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - 1, 29, input, this->mutable_psi()))); - } else if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) - == ::google::protobuf::internal::WireFormatLite:: - WIRETYPE_LENGTH_DELIMITED) { - DO_((::google::protobuf::internal::WireFormatLite::ReadPackedPrimitiveNoInline< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - input, this->mutable_psi()))); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(29)) goto parse_psi; - if (input->ExpectTag(37)) goto parse_nu; - break; - } - - // required float nu = 4; - case 4: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_FIXED32) { - parse_nu: - DO_((::google::protobuf::internal::WireFormatLite::ReadPrimitive< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - input, &nu_))); - set_has_nu(); - } else { - goto handle_uninterpreted; - } - if (input->ExpectAtEnd()) return true; - break; - } - - default: { - handle_uninterpreted: - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_END_GROUP) { - return true; - } - DO_(::google::protobuf::internal::WireFormat::SkipField( - input, tag, mutable_unknown_fields())); - break; - } - } - } - return true; -#undef DO_ -} - -void NormalInverseWishart_Shared::SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const { - // repeated float mu = 1; - for (int i = 0; i < this->mu_size(); i++) { - ::google::protobuf::internal::WireFormatLite::WriteFloat( - 1, this->mu(i), output); - } - - // required float kappa = 2; - if (has_kappa()) { - ::google::protobuf::internal::WireFormatLite::WriteFloat(2, this->kappa(), output); - } - - // repeated float psi = 3; - for (int i = 0; i < this->psi_size(); i++) { - ::google::protobuf::internal::WireFormatLite::WriteFloat( - 3, this->psi(i), output); - } - - // required float nu = 4; - if (has_nu()) { - ::google::protobuf::internal::WireFormatLite::WriteFloat(4, this->nu(), output); - } - - if (!unknown_fields().empty()) { - ::google::protobuf::internal::WireFormat::SerializeUnknownFields( - unknown_fields(), output); - } -} - -::google::protobuf::uint8* NormalInverseWishart_Shared::SerializeWithCachedSizesToArray( - ::google::protobuf::uint8* target) const { - // repeated float mu = 1; - for (int i = 0; i < this->mu_size(); i++) { - target = ::google::protobuf::internal::WireFormatLite:: - WriteFloatToArray(1, this->mu(i), target); - } - - // required float kappa = 2; - if (has_kappa()) { - target = ::google::protobuf::internal::WireFormatLite::WriteFloatToArray(2, this->kappa(), target); - } - - // repeated float psi = 3; - for (int i = 0; i < this->psi_size(); i++) { - target = ::google::protobuf::internal::WireFormatLite:: - WriteFloatToArray(3, this->psi(i), target); - } - - // required float nu = 4; - if (has_nu()) { - target = ::google::protobuf::internal::WireFormatLite::WriteFloatToArray(4, this->nu(), target); - } - - if (!unknown_fields().empty()) { - target = ::google::protobuf::internal::WireFormat::SerializeUnknownFieldsToArray( - unknown_fields(), target); - } - return target; -} - -int NormalInverseWishart_Shared::ByteSize() const { - int total_size = 0; - - if (_has_bits_[1 / 32] & (0xffu << (1 % 32))) { - // required float kappa = 2; - if (has_kappa()) { - total_size += 1 + 4; - } - - // required float nu = 4; - if (has_nu()) { - total_size += 1 + 4; - } - - } - // repeated float mu = 1; - { - int data_size = 0; - data_size = 4 * this->mu_size(); - total_size += 1 * this->mu_size() + data_size; - } - - // repeated float psi = 3; - { - int data_size = 0; - data_size = 4 * this->psi_size(); - total_size += 1 * this->psi_size() + data_size; - } - - if (!unknown_fields().empty()) { - total_size += - ::google::protobuf::internal::WireFormat::ComputeUnknownFieldsSize( - unknown_fields()); - } - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = total_size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); - return total_size; -} - -void NormalInverseWishart_Shared::MergeFrom(const ::google::protobuf::Message& from) { - GOOGLE_CHECK_NE(&from, this); - const NormalInverseWishart_Shared* source = - ::google::protobuf::internal::dynamic_cast_if_available( - &from); - if (source == NULL) { - ::google::protobuf::internal::ReflectionOps::Merge(from, this); - } else { - MergeFrom(*source); - } -} - -void NormalInverseWishart_Shared::MergeFrom(const NormalInverseWishart_Shared& from) { - GOOGLE_CHECK_NE(&from, this); - mu_.MergeFrom(from.mu_); - psi_.MergeFrom(from.psi_); - if (from._has_bits_[1 / 32] & (0xffu << (1 % 32))) { - if (from.has_kappa()) { - set_kappa(from.kappa()); - } - if (from.has_nu()) { - set_nu(from.nu()); - } - } - mutable_unknown_fields()->MergeFrom(from.unknown_fields()); -} - -void NormalInverseWishart_Shared::CopyFrom(const ::google::protobuf::Message& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -void NormalInverseWishart_Shared::CopyFrom(const NormalInverseWishart_Shared& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -bool NormalInverseWishart_Shared::IsInitialized() const { - if ((_has_bits_[0] & 0x0000000a) != 0x0000000a) return false; - - return true; -} - -void NormalInverseWishart_Shared::Swap(NormalInverseWishart_Shared* other) { - if (other != this) { - mu_.Swap(&other->mu_); - std::swap(kappa_, other->kappa_); - psi_.Swap(&other->psi_); - std::swap(nu_, other->nu_); - std::swap(_has_bits_[0], other->_has_bits_[0]); - _unknown_fields_.Swap(&other->_unknown_fields_); - std::swap(_cached_size_, other->_cached_size_); - } -} - -::google::protobuf::Metadata NormalInverseWishart_Shared::GetMetadata() const { - protobuf_AssignDescriptorsOnce(); - ::google::protobuf::Metadata metadata; - metadata.descriptor = NormalInverseWishart_Shared_descriptor_; - metadata.reflection = NormalInverseWishart_Shared_reflection_; - return metadata; -} - - -// ------------------------------------------------------------------- - -#ifndef _MSC_VER -const int NormalInverseWishart_Group::kCountFieldNumber; -const int NormalInverseWishart_Group::kSumXFieldNumber; -const int NormalInverseWishart_Group::kSumXxTFieldNumber; -#endif // !_MSC_VER - -NormalInverseWishart_Group::NormalInverseWishart_Group() - : ::google::protobuf::Message() { - SharedCtor(); -} - -void NormalInverseWishart_Group::InitAsDefaultInstance() { -} - -NormalInverseWishart_Group::NormalInverseWishart_Group(const NormalInverseWishart_Group& from) - : ::google::protobuf::Message() { - SharedCtor(); - MergeFrom(from); -} - -void NormalInverseWishart_Group::SharedCtor() { - _cached_size_ = 0; - count_ = 0; - ::memset(_has_bits_, 0, sizeof(_has_bits_)); -} - -NormalInverseWishart_Group::~NormalInverseWishart_Group() { - SharedDtor(); -} - -void NormalInverseWishart_Group::SharedDtor() { - if (this != default_instance_) { - } -} - -void NormalInverseWishart_Group::SetCachedSize(int size) const { - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); -} -const ::google::protobuf::Descriptor* NormalInverseWishart_Group::descriptor() { - protobuf_AssignDescriptorsOnce(); - return NormalInverseWishart_Group_descriptor_; -} - -const NormalInverseWishart_Group& NormalInverseWishart_Group::default_instance() { - if (default_instance_ == NULL) protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); return *default_instance_; -} - -NormalInverseWishart_Group* NormalInverseWishart_Group::default_instance_ = NULL; - -NormalInverseWishart_Group* NormalInverseWishart_Group::New() const { - return new NormalInverseWishart_Group; -} - -void NormalInverseWishart_Group::Clear() { - if (_has_bits_[0 / 32] & (0xffu << (0 % 32))) { - count_ = 0; - } - sum_x_.Clear(); - sum_xxt_.Clear(); - ::memset(_has_bits_, 0, sizeof(_has_bits_)); - mutable_unknown_fields()->Clear(); -} - -bool NormalInverseWishart_Group::MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input) { -#define DO_(EXPRESSION) if (!(EXPRESSION)) return false - ::google::protobuf::uint32 tag; - while ((tag = input->ReadTag()) != 0) { - switch (::google::protobuf::internal::WireFormatLite::GetTagFieldNumber(tag)) { - // required int32 count = 1; - case 1: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_VARINT) { - DO_((::google::protobuf::internal::WireFormatLite::ReadPrimitive< - ::google::protobuf::int32, ::google::protobuf::internal::WireFormatLite::TYPE_INT32>( - input, &count_))); - set_has_count(); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(21)) goto parse_sum_x; - break; - } - - // repeated float sum_x = 2; - case 2: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_FIXED32) { - parse_sum_x: - DO_((::google::protobuf::internal::WireFormatLite::ReadRepeatedPrimitive< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - 1, 21, input, this->mutable_sum_x()))); - } else if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) - == ::google::protobuf::internal::WireFormatLite:: - WIRETYPE_LENGTH_DELIMITED) { - DO_((::google::protobuf::internal::WireFormatLite::ReadPackedPrimitiveNoInline< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - input, this->mutable_sum_x()))); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(21)) goto parse_sum_x; - if (input->ExpectTag(29)) goto parse_sum_xxT; - break; - } - - // repeated float sum_xxT = 3; - case 3: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_FIXED32) { - parse_sum_xxT: - DO_((::google::protobuf::internal::WireFormatLite::ReadRepeatedPrimitive< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - 1, 29, input, this->mutable_sum_xxt()))); - } else if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) - == ::google::protobuf::internal::WireFormatLite:: - WIRETYPE_LENGTH_DELIMITED) { - DO_((::google::protobuf::internal::WireFormatLite::ReadPackedPrimitiveNoInline< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - input, this->mutable_sum_xxt()))); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(29)) goto parse_sum_xxT; - if (input->ExpectAtEnd()) return true; - break; - } - - default: { - handle_uninterpreted: - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_END_GROUP) { - return true; - } - DO_(::google::protobuf::internal::WireFormat::SkipField( - input, tag, mutable_unknown_fields())); - break; - } - } - } - return true; -#undef DO_ -} - -void NormalInverseWishart_Group::SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const { - // required int32 count = 1; - if (has_count()) { - ::google::protobuf::internal::WireFormatLite::WriteInt32(1, this->count(), output); - } - - // repeated float sum_x = 2; - for (int i = 0; i < this->sum_x_size(); i++) { - ::google::protobuf::internal::WireFormatLite::WriteFloat( - 2, this->sum_x(i), output); - } - - // repeated float sum_xxT = 3; - for (int i = 0; i < this->sum_xxt_size(); i++) { - ::google::protobuf::internal::WireFormatLite::WriteFloat( - 3, this->sum_xxt(i), output); - } - - if (!unknown_fields().empty()) { - ::google::protobuf::internal::WireFormat::SerializeUnknownFields( - unknown_fields(), output); - } -} - -::google::protobuf::uint8* NormalInverseWishart_Group::SerializeWithCachedSizesToArray( - ::google::protobuf::uint8* target) const { - // required int32 count = 1; - if (has_count()) { - target = ::google::protobuf::internal::WireFormatLite::WriteInt32ToArray(1, this->count(), target); - } - - // repeated float sum_x = 2; - for (int i = 0; i < this->sum_x_size(); i++) { - target = ::google::protobuf::internal::WireFormatLite:: - WriteFloatToArray(2, this->sum_x(i), target); - } - - // repeated float sum_xxT = 3; - for (int i = 0; i < this->sum_xxt_size(); i++) { - target = ::google::protobuf::internal::WireFormatLite:: - WriteFloatToArray(3, this->sum_xxt(i), target); - } - - if (!unknown_fields().empty()) { - target = ::google::protobuf::internal::WireFormat::SerializeUnknownFieldsToArray( - unknown_fields(), target); - } - return target; -} - -int NormalInverseWishart_Group::ByteSize() const { - int total_size = 0; - - if (_has_bits_[0 / 32] & (0xffu << (0 % 32))) { - // required int32 count = 1; - if (has_count()) { - total_size += 1 + - ::google::protobuf::internal::WireFormatLite::Int32Size( - this->count()); - } - - } - // repeated float sum_x = 2; - { - int data_size = 0; - data_size = 4 * this->sum_x_size(); - total_size += 1 * this->sum_x_size() + data_size; - } - - // repeated float sum_xxT = 3; - { - int data_size = 0; - data_size = 4 * this->sum_xxt_size(); - total_size += 1 * this->sum_xxt_size() + data_size; - } - - if (!unknown_fields().empty()) { - total_size += - ::google::protobuf::internal::WireFormat::ComputeUnknownFieldsSize( - unknown_fields()); - } - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = total_size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); - return total_size; -} - -void NormalInverseWishart_Group::MergeFrom(const ::google::protobuf::Message& from) { - GOOGLE_CHECK_NE(&from, this); - const NormalInverseWishart_Group* source = - ::google::protobuf::internal::dynamic_cast_if_available( - &from); - if (source == NULL) { - ::google::protobuf::internal::ReflectionOps::Merge(from, this); - } else { - MergeFrom(*source); - } -} - -void NormalInverseWishart_Group::MergeFrom(const NormalInverseWishart_Group& from) { - GOOGLE_CHECK_NE(&from, this); - sum_x_.MergeFrom(from.sum_x_); - sum_xxt_.MergeFrom(from.sum_xxt_); - if (from._has_bits_[0 / 32] & (0xffu << (0 % 32))) { - if (from.has_count()) { - set_count(from.count()); - } - } - mutable_unknown_fields()->MergeFrom(from.unknown_fields()); -} - -void NormalInverseWishart_Group::CopyFrom(const ::google::protobuf::Message& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -void NormalInverseWishart_Group::CopyFrom(const NormalInverseWishart_Group& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -bool NormalInverseWishart_Group::IsInitialized() const { - if ((_has_bits_[0] & 0x00000001) != 0x00000001) return false; - - return true; -} - -void NormalInverseWishart_Group::Swap(NormalInverseWishart_Group* other) { - if (other != this) { - std::swap(count_, other->count_); - sum_x_.Swap(&other->sum_x_); - sum_xxt_.Swap(&other->sum_xxt_); - std::swap(_has_bits_[0], other->_has_bits_[0]); - _unknown_fields_.Swap(&other->_unknown_fields_); - std::swap(_cached_size_, other->_cached_size_); - } -} - -::google::protobuf::Metadata NormalInverseWishart_Group::GetMetadata() const { - protobuf_AssignDescriptorsOnce(); - ::google::protobuf::Metadata metadata; - metadata.descriptor = NormalInverseWishart_Group_descriptor_; - metadata.reflection = NormalInverseWishart_Group_reflection_; - return metadata; -} - - -// ------------------------------------------------------------------- - -#ifndef _MSC_VER -#endif // !_MSC_VER - -NormalInverseWishart::NormalInverseWishart() - : ::google::protobuf::Message() { - SharedCtor(); -} - -void NormalInverseWishart::InitAsDefaultInstance() { -} - -NormalInverseWishart::NormalInverseWishart(const NormalInverseWishart& from) - : ::google::protobuf::Message() { - SharedCtor(); - MergeFrom(from); -} - -void NormalInverseWishart::SharedCtor() { - _cached_size_ = 0; - ::memset(_has_bits_, 0, sizeof(_has_bits_)); -} - -NormalInverseWishart::~NormalInverseWishart() { - SharedDtor(); -} - -void NormalInverseWishart::SharedDtor() { - if (this != default_instance_) { - } -} - -void NormalInverseWishart::SetCachedSize(int size) const { - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); -} -const ::google::protobuf::Descriptor* NormalInverseWishart::descriptor() { - protobuf_AssignDescriptorsOnce(); - return NormalInverseWishart_descriptor_; -} - -const NormalInverseWishart& NormalInverseWishart::default_instance() { - if (default_instance_ == NULL) protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); return *default_instance_; -} - -NormalInverseWishart* NormalInverseWishart::default_instance_ = NULL; - -NormalInverseWishart* NormalInverseWishart::New() const { - return new NormalInverseWishart; -} - -void NormalInverseWishart::Clear() { - ::memset(_has_bits_, 0, sizeof(_has_bits_)); - mutable_unknown_fields()->Clear(); -} - -bool NormalInverseWishart::MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input) { -#define DO_(EXPRESSION) if (!(EXPRESSION)) return false - ::google::protobuf::uint32 tag; - while ((tag = input->ReadTag()) != 0) { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_END_GROUP) { - return true; - } - DO_(::google::protobuf::internal::WireFormat::SkipField( - input, tag, mutable_unknown_fields())); - } - return true; -#undef DO_ -} - -void NormalInverseWishart::SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const { - if (!unknown_fields().empty()) { - ::google::protobuf::internal::WireFormat::SerializeUnknownFields( - unknown_fields(), output); - } -} - -::google::protobuf::uint8* NormalInverseWishart::SerializeWithCachedSizesToArray( - ::google::protobuf::uint8* target) const { - if (!unknown_fields().empty()) { - target = ::google::protobuf::internal::WireFormat::SerializeUnknownFieldsToArray( - unknown_fields(), target); - } - return target; -} - -int NormalInverseWishart::ByteSize() const { - int total_size = 0; - - if (!unknown_fields().empty()) { - total_size += - ::google::protobuf::internal::WireFormat::ComputeUnknownFieldsSize( - unknown_fields()); - } - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = total_size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); - return total_size; -} - -void NormalInverseWishart::MergeFrom(const ::google::protobuf::Message& from) { - GOOGLE_CHECK_NE(&from, this); - const NormalInverseWishart* source = - ::google::protobuf::internal::dynamic_cast_if_available( - &from); - if (source == NULL) { - ::google::protobuf::internal::ReflectionOps::Merge(from, this); - } else { - MergeFrom(*source); - } -} - -void NormalInverseWishart::MergeFrom(const NormalInverseWishart& from) { - GOOGLE_CHECK_NE(&from, this); - mutable_unknown_fields()->MergeFrom(from.unknown_fields()); -} - -void NormalInverseWishart::CopyFrom(const ::google::protobuf::Message& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -void NormalInverseWishart::CopyFrom(const NormalInverseWishart& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -bool NormalInverseWishart::IsInitialized() const { - - return true; -} - -void NormalInverseWishart::Swap(NormalInverseWishart* other) { - if (other != this) { - _unknown_fields_.Swap(&other->_unknown_fields_); - std::swap(_cached_size_, other->_cached_size_); - } -} - -::google::protobuf::Metadata NormalInverseWishart::GetMetadata() const { - protobuf_AssignDescriptorsOnce(); - ::google::protobuf::Metadata metadata; - metadata.descriptor = NormalInverseWishart_descriptor_; - metadata.reflection = NormalInverseWishart_reflection_; - return metadata; -} - - -// @@protoc_insertion_point(namespace_scope) - -} // namespace distributions -} // namespace protobuf - -// @@protoc_insertion_point(global_scope) diff --git a/include/distributions/io/schema.pb.h b/include/distributions/io/schema.pb.h deleted file mode 100644 index afd1d2a..0000000 --- a/include/distributions/io/schema.pb.h +++ /dev/null @@ -1,3773 +0,0 @@ -// Generated by the protocol buffer compiler. DO NOT EDIT! -// source: distributions/io/schema.proto - -#ifndef PROTOBUF_distributions_2fio_2fschema_2eproto__INCLUDED -#define PROTOBUF_distributions_2fio_2fschema_2eproto__INCLUDED - -#include - -#include - -#if GOOGLE_PROTOBUF_VERSION < 2004000 -#error This file was generated by a newer version of protoc which is -#error incompatible with your Protocol Buffer headers. Please update -#error your headers. -#endif -#if 2004001 < GOOGLE_PROTOBUF_MIN_PROTOC_VERSION -#error This file was generated by an older version of protoc which is -#error incompatible with your Protocol Buffer headers. Please -#error regenerate this file with a newer version of protoc. -#endif - -#include -#include -#include -#include -// @@protoc_insertion_point(includes) - -namespace protobuf { -namespace distributions { - -// Internal implementation detail -- do not call these. -void protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); -void protobuf_AssignDesc_distributions_2fio_2fschema_2eproto(); -void protobuf_ShutdownFile_distributions_2fio_2fschema_2eproto(); - -class Clustering; -class Clustering_PitmanYor; -class Clustering_LowEntropy; -class BetaBernoulli; -class BetaBernoulli_Shared; -class BetaBernoulli_Group; -class DirichletDiscrete; -class DirichletDiscrete_Shared; -class DirichletDiscrete_Group; -class DirichletProcessDiscrete; -class DirichletProcessDiscrete_Shared; -class DirichletProcessDiscrete_Group; -class PitmanYorProcessDiscrete; -class PitmanYorProcessDiscrete_Shared; -class PitmanYorProcessDiscrete_Group; -class GammaPoisson; -class GammaPoisson_Shared; -class GammaPoisson_Group; -class BetaNegativeBinomial; -class BetaNegativeBinomial_Shared; -class BetaNegativeBinomial_Group; -class NormalInverseChiSq; -class NormalInverseChiSq_Shared; -class NormalInverseChiSq_Group; -class NormalInverseWishart; -class NormalInverseWishart_Shared; -class NormalInverseWishart_Group; - -// =================================================================== - -class Clustering_PitmanYor : public ::google::protobuf::Message { - public: - Clustering_PitmanYor(); - virtual ~Clustering_PitmanYor(); - - Clustering_PitmanYor(const Clustering_PitmanYor& from); - - inline Clustering_PitmanYor& operator=(const Clustering_PitmanYor& from) { - CopyFrom(from); - return *this; - } - - inline const ::google::protobuf::UnknownFieldSet& unknown_fields() const { - return _unknown_fields_; - } - - inline ::google::protobuf::UnknownFieldSet* mutable_unknown_fields() { - return &_unknown_fields_; - } - - static const ::google::protobuf::Descriptor* descriptor(); - static const Clustering_PitmanYor& default_instance(); - - void Swap(Clustering_PitmanYor* other); - - // implements Message ---------------------------------------------- - - Clustering_PitmanYor* New() const; - void CopyFrom(const ::google::protobuf::Message& from); - void MergeFrom(const ::google::protobuf::Message& from); - void CopyFrom(const Clustering_PitmanYor& from); - void MergeFrom(const Clustering_PitmanYor& from); - void Clear(); - bool IsInitialized() const; - - int ByteSize() const; - bool MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input); - void SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const; - ::google::protobuf::uint8* SerializeWithCachedSizesToArray(::google::protobuf::uint8* output) const; - int GetCachedSize() const { return _cached_size_; } - private: - void SharedCtor(); - void SharedDtor(); - void SetCachedSize(int size) const; - public: - - ::google::protobuf::Metadata GetMetadata() const; - - // nested types ---------------------------------------------------- - - // accessors ------------------------------------------------------- - - // required float alpha = 1; - inline bool has_alpha() const; - inline void clear_alpha(); - static const int kAlphaFieldNumber = 1; - inline float alpha() const; - inline void set_alpha(float value); - - // required float d = 2; - inline bool has_d() const; - inline void clear_d(); - static const int kDFieldNumber = 2; - inline float d() const; - inline void set_d(float value); - - // @@protoc_insertion_point(class_scope:protobuf.distributions.Clustering.PitmanYor) - private: - inline void set_has_alpha(); - inline void clear_has_alpha(); - inline void set_has_d(); - inline void clear_has_d(); - - ::google::protobuf::UnknownFieldSet _unknown_fields_; - - float alpha_; - float d_; - - mutable int _cached_size_; - ::google::protobuf::uint32 _has_bits_[(2 + 31) / 32]; - - friend void protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); - friend void protobuf_AssignDesc_distributions_2fio_2fschema_2eproto(); - friend void protobuf_ShutdownFile_distributions_2fio_2fschema_2eproto(); - - void InitAsDefaultInstance(); - static Clustering_PitmanYor* default_instance_; -}; -// ------------------------------------------------------------------- - -class Clustering_LowEntropy : public ::google::protobuf::Message { - public: - Clustering_LowEntropy(); - virtual ~Clustering_LowEntropy(); - - Clustering_LowEntropy(const Clustering_LowEntropy& from); - - inline Clustering_LowEntropy& operator=(const Clustering_LowEntropy& from) { - CopyFrom(from); - return *this; - } - - inline const ::google::protobuf::UnknownFieldSet& unknown_fields() const { - return _unknown_fields_; - } - - inline ::google::protobuf::UnknownFieldSet* mutable_unknown_fields() { - return &_unknown_fields_; - } - - static const ::google::protobuf::Descriptor* descriptor(); - static const Clustering_LowEntropy& default_instance(); - - void Swap(Clustering_LowEntropy* other); - - // implements Message ---------------------------------------------- - - Clustering_LowEntropy* New() const; - void CopyFrom(const ::google::protobuf::Message& from); - void MergeFrom(const ::google::protobuf::Message& from); - void CopyFrom(const Clustering_LowEntropy& from); - void MergeFrom(const Clustering_LowEntropy& from); - void Clear(); - bool IsInitialized() const; - - int ByteSize() const; - bool MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input); - void SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const; - ::google::protobuf::uint8* SerializeWithCachedSizesToArray(::google::protobuf::uint8* output) const; - int GetCachedSize() const { return _cached_size_; } - private: - void SharedCtor(); - void SharedDtor(); - void SetCachedSize(int size) const; - public: - - ::google::protobuf::Metadata GetMetadata() const; - - // nested types ---------------------------------------------------- - - // accessors ------------------------------------------------------- - - // required uint64 dataset_size = 1; - inline bool has_dataset_size() const; - inline void clear_dataset_size(); - static const int kDatasetSizeFieldNumber = 1; - inline ::google::protobuf::uint64 dataset_size() const; - inline void set_dataset_size(::google::protobuf::uint64 value); - - // @@protoc_insertion_point(class_scope:protobuf.distributions.Clustering.LowEntropy) - private: - inline void set_has_dataset_size(); - inline void clear_has_dataset_size(); - - ::google::protobuf::UnknownFieldSet _unknown_fields_; - - ::google::protobuf::uint64 dataset_size_; - - mutable int _cached_size_; - ::google::protobuf::uint32 _has_bits_[(1 + 31) / 32]; - - friend void protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); - friend void protobuf_AssignDesc_distributions_2fio_2fschema_2eproto(); - friend void protobuf_ShutdownFile_distributions_2fio_2fschema_2eproto(); - - void InitAsDefaultInstance(); - static Clustering_LowEntropy* default_instance_; -}; -// ------------------------------------------------------------------- - -class Clustering : public ::google::protobuf::Message { - public: - Clustering(); - virtual ~Clustering(); - - Clustering(const Clustering& from); - - inline Clustering& operator=(const Clustering& from) { - CopyFrom(from); - return *this; - } - - inline const ::google::protobuf::UnknownFieldSet& unknown_fields() const { - return _unknown_fields_; - } - - inline ::google::protobuf::UnknownFieldSet* mutable_unknown_fields() { - return &_unknown_fields_; - } - - static const ::google::protobuf::Descriptor* descriptor(); - static const Clustering& default_instance(); - - void Swap(Clustering* other); - - // implements Message ---------------------------------------------- - - Clustering* New() const; - void CopyFrom(const ::google::protobuf::Message& from); - void MergeFrom(const ::google::protobuf::Message& from); - void CopyFrom(const Clustering& from); - void MergeFrom(const Clustering& from); - void Clear(); - bool IsInitialized() const; - - int ByteSize() const; - bool MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input); - void SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const; - ::google::protobuf::uint8* SerializeWithCachedSizesToArray(::google::protobuf::uint8* output) const; - int GetCachedSize() const { return _cached_size_; } - private: - void SharedCtor(); - void SharedDtor(); - void SetCachedSize(int size) const; - public: - - ::google::protobuf::Metadata GetMetadata() const; - - // nested types ---------------------------------------------------- - - typedef Clustering_PitmanYor PitmanYor; - typedef Clustering_LowEntropy LowEntropy; - - // accessors ------------------------------------------------------- - - // optional .protobuf.distributions.Clustering.PitmanYor pitman_yor = 1; - inline bool has_pitman_yor() const; - inline void clear_pitman_yor(); - static const int kPitmanYorFieldNumber = 1; - inline const ::protobuf::distributions::Clustering_PitmanYor& pitman_yor() const; - inline ::protobuf::distributions::Clustering_PitmanYor* mutable_pitman_yor(); - inline ::protobuf::distributions::Clustering_PitmanYor* release_pitman_yor(); - - // optional .protobuf.distributions.Clustering.LowEntropy low_entropy = 2; - inline bool has_low_entropy() const; - inline void clear_low_entropy(); - static const int kLowEntropyFieldNumber = 2; - inline const ::protobuf::distributions::Clustering_LowEntropy& low_entropy() const; - inline ::protobuf::distributions::Clustering_LowEntropy* mutable_low_entropy(); - inline ::protobuf::distributions::Clustering_LowEntropy* release_low_entropy(); - - // @@protoc_insertion_point(class_scope:protobuf.distributions.Clustering) - private: - inline void set_has_pitman_yor(); - inline void clear_has_pitman_yor(); - inline void set_has_low_entropy(); - inline void clear_has_low_entropy(); - - ::google::protobuf::UnknownFieldSet _unknown_fields_; - - ::protobuf::distributions::Clustering_PitmanYor* pitman_yor_; - ::protobuf::distributions::Clustering_LowEntropy* low_entropy_; - - mutable int _cached_size_; - ::google::protobuf::uint32 _has_bits_[(2 + 31) / 32]; - - friend void protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); - friend void protobuf_AssignDesc_distributions_2fio_2fschema_2eproto(); - friend void protobuf_ShutdownFile_distributions_2fio_2fschema_2eproto(); - - void InitAsDefaultInstance(); - static Clustering* default_instance_; -}; -// ------------------------------------------------------------------- - -class BetaBernoulli_Shared : public ::google::protobuf::Message { - public: - BetaBernoulli_Shared(); - virtual ~BetaBernoulli_Shared(); - - BetaBernoulli_Shared(const BetaBernoulli_Shared& from); - - inline BetaBernoulli_Shared& operator=(const BetaBernoulli_Shared& from) { - CopyFrom(from); - return *this; - } - - inline const ::google::protobuf::UnknownFieldSet& unknown_fields() const { - return _unknown_fields_; - } - - inline ::google::protobuf::UnknownFieldSet* mutable_unknown_fields() { - return &_unknown_fields_; - } - - static const ::google::protobuf::Descriptor* descriptor(); - static const BetaBernoulli_Shared& default_instance(); - - void Swap(BetaBernoulli_Shared* other); - - // implements Message ---------------------------------------------- - - BetaBernoulli_Shared* New() const; - void CopyFrom(const ::google::protobuf::Message& from); - void MergeFrom(const ::google::protobuf::Message& from); - void CopyFrom(const BetaBernoulli_Shared& from); - void MergeFrom(const BetaBernoulli_Shared& from); - void Clear(); - bool IsInitialized() const; - - int ByteSize() const; - bool MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input); - void SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const; - ::google::protobuf::uint8* SerializeWithCachedSizesToArray(::google::protobuf::uint8* output) const; - int GetCachedSize() const { return _cached_size_; } - private: - void SharedCtor(); - void SharedDtor(); - void SetCachedSize(int size) const; - public: - - ::google::protobuf::Metadata GetMetadata() const; - - // nested types ---------------------------------------------------- - - // accessors ------------------------------------------------------- - - // required float alpha = 1; - inline bool has_alpha() const; - inline void clear_alpha(); - static const int kAlphaFieldNumber = 1; - inline float alpha() const; - inline void set_alpha(float value); - - // required float beta = 2; - inline bool has_beta() const; - inline void clear_beta(); - static const int kBetaFieldNumber = 2; - inline float beta() const; - inline void set_beta(float value); - - // @@protoc_insertion_point(class_scope:protobuf.distributions.BetaBernoulli.Shared) - private: - inline void set_has_alpha(); - inline void clear_has_alpha(); - inline void set_has_beta(); - inline void clear_has_beta(); - - ::google::protobuf::UnknownFieldSet _unknown_fields_; - - float alpha_; - float beta_; - - mutable int _cached_size_; - ::google::protobuf::uint32 _has_bits_[(2 + 31) / 32]; - - friend void protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); - friend void protobuf_AssignDesc_distributions_2fio_2fschema_2eproto(); - friend void protobuf_ShutdownFile_distributions_2fio_2fschema_2eproto(); - - void InitAsDefaultInstance(); - static BetaBernoulli_Shared* default_instance_; -}; -// ------------------------------------------------------------------- - -class BetaBernoulli_Group : public ::google::protobuf::Message { - public: - BetaBernoulli_Group(); - virtual ~BetaBernoulli_Group(); - - BetaBernoulli_Group(const BetaBernoulli_Group& from); - - inline BetaBernoulli_Group& operator=(const BetaBernoulli_Group& from) { - CopyFrom(from); - return *this; - } - - inline const ::google::protobuf::UnknownFieldSet& unknown_fields() const { - return _unknown_fields_; - } - - inline ::google::protobuf::UnknownFieldSet* mutable_unknown_fields() { - return &_unknown_fields_; - } - - static const ::google::protobuf::Descriptor* descriptor(); - static const BetaBernoulli_Group& default_instance(); - - void Swap(BetaBernoulli_Group* other); - - // implements Message ---------------------------------------------- - - BetaBernoulli_Group* New() const; - void CopyFrom(const ::google::protobuf::Message& from); - void MergeFrom(const ::google::protobuf::Message& from); - void CopyFrom(const BetaBernoulli_Group& from); - void MergeFrom(const BetaBernoulli_Group& from); - void Clear(); - bool IsInitialized() const; - - int ByteSize() const; - bool MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input); - void SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const; - ::google::protobuf::uint8* SerializeWithCachedSizesToArray(::google::protobuf::uint8* output) const; - int GetCachedSize() const { return _cached_size_; } - private: - void SharedCtor(); - void SharedDtor(); - void SetCachedSize(int size) const; - public: - - ::google::protobuf::Metadata GetMetadata() const; - - // nested types ---------------------------------------------------- - - // accessors ------------------------------------------------------- - - // required uint64 heads = 1; - inline bool has_heads() const; - inline void clear_heads(); - static const int kHeadsFieldNumber = 1; - inline ::google::protobuf::uint64 heads() const; - inline void set_heads(::google::protobuf::uint64 value); - - // required uint64 tails = 2; - inline bool has_tails() const; - inline void clear_tails(); - static const int kTailsFieldNumber = 2; - inline ::google::protobuf::uint64 tails() const; - inline void set_tails(::google::protobuf::uint64 value); - - // @@protoc_insertion_point(class_scope:protobuf.distributions.BetaBernoulli.Group) - private: - inline void set_has_heads(); - inline void clear_has_heads(); - inline void set_has_tails(); - inline void clear_has_tails(); - - ::google::protobuf::UnknownFieldSet _unknown_fields_; - - ::google::protobuf::uint64 heads_; - ::google::protobuf::uint64 tails_; - - mutable int _cached_size_; - ::google::protobuf::uint32 _has_bits_[(2 + 31) / 32]; - - friend void protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); - friend void protobuf_AssignDesc_distributions_2fio_2fschema_2eproto(); - friend void protobuf_ShutdownFile_distributions_2fio_2fschema_2eproto(); - - void InitAsDefaultInstance(); - static BetaBernoulli_Group* default_instance_; -}; -// ------------------------------------------------------------------- - -class BetaBernoulli : public ::google::protobuf::Message { - public: - BetaBernoulli(); - virtual ~BetaBernoulli(); - - BetaBernoulli(const BetaBernoulli& from); - - inline BetaBernoulli& operator=(const BetaBernoulli& from) { - CopyFrom(from); - return *this; - } - - inline const ::google::protobuf::UnknownFieldSet& unknown_fields() const { - return _unknown_fields_; - } - - inline ::google::protobuf::UnknownFieldSet* mutable_unknown_fields() { - return &_unknown_fields_; - } - - static const ::google::protobuf::Descriptor* descriptor(); - static const BetaBernoulli& default_instance(); - - void Swap(BetaBernoulli* other); - - // implements Message ---------------------------------------------- - - BetaBernoulli* New() const; - void CopyFrom(const ::google::protobuf::Message& from); - void MergeFrom(const ::google::protobuf::Message& from); - void CopyFrom(const BetaBernoulli& from); - void MergeFrom(const BetaBernoulli& from); - void Clear(); - bool IsInitialized() const; - - int ByteSize() const; - bool MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input); - void SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const; - ::google::protobuf::uint8* SerializeWithCachedSizesToArray(::google::protobuf::uint8* output) const; - int GetCachedSize() const { return _cached_size_; } - private: - void SharedCtor(); - void SharedDtor(); - void SetCachedSize(int size) const; - public: - - ::google::protobuf::Metadata GetMetadata() const; - - // nested types ---------------------------------------------------- - - typedef BetaBernoulli_Shared Shared; - typedef BetaBernoulli_Group Group; - - // accessors ------------------------------------------------------- - - // @@protoc_insertion_point(class_scope:protobuf.distributions.BetaBernoulli) - private: - - ::google::protobuf::UnknownFieldSet _unknown_fields_; - - - mutable int _cached_size_; - ::google::protobuf::uint32 _has_bits_[1]; - - friend void protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); - friend void protobuf_AssignDesc_distributions_2fio_2fschema_2eproto(); - friend void protobuf_ShutdownFile_distributions_2fio_2fschema_2eproto(); - - void InitAsDefaultInstance(); - static BetaBernoulli* default_instance_; -}; -// ------------------------------------------------------------------- - -class DirichletDiscrete_Shared : public ::google::protobuf::Message { - public: - DirichletDiscrete_Shared(); - virtual ~DirichletDiscrete_Shared(); - - DirichletDiscrete_Shared(const DirichletDiscrete_Shared& from); - - inline DirichletDiscrete_Shared& operator=(const DirichletDiscrete_Shared& from) { - CopyFrom(from); - return *this; - } - - inline const ::google::protobuf::UnknownFieldSet& unknown_fields() const { - return _unknown_fields_; - } - - inline ::google::protobuf::UnknownFieldSet* mutable_unknown_fields() { - return &_unknown_fields_; - } - - static const ::google::protobuf::Descriptor* descriptor(); - static const DirichletDiscrete_Shared& default_instance(); - - void Swap(DirichletDiscrete_Shared* other); - - // implements Message ---------------------------------------------- - - DirichletDiscrete_Shared* New() const; - void CopyFrom(const ::google::protobuf::Message& from); - void MergeFrom(const ::google::protobuf::Message& from); - void CopyFrom(const DirichletDiscrete_Shared& from); - void MergeFrom(const DirichletDiscrete_Shared& from); - void Clear(); - bool IsInitialized() const; - - int ByteSize() const; - bool MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input); - void SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const; - ::google::protobuf::uint8* SerializeWithCachedSizesToArray(::google::protobuf::uint8* output) const; - int GetCachedSize() const { return _cached_size_; } - private: - void SharedCtor(); - void SharedDtor(); - void SetCachedSize(int size) const; - public: - - ::google::protobuf::Metadata GetMetadata() const; - - // nested types ---------------------------------------------------- - - // accessors ------------------------------------------------------- - - // repeated float alphas = 1; - inline int alphas_size() const; - inline void clear_alphas(); - static const int kAlphasFieldNumber = 1; - inline float alphas(int index) const; - inline void set_alphas(int index, float value); - inline void add_alphas(float value); - inline const ::google::protobuf::RepeatedField< float >& - alphas() const; - inline ::google::protobuf::RepeatedField< float >* - mutable_alphas(); - - // @@protoc_insertion_point(class_scope:protobuf.distributions.DirichletDiscrete.Shared) - private: - - ::google::protobuf::UnknownFieldSet _unknown_fields_; - - ::google::protobuf::RepeatedField< float > alphas_; - - mutable int _cached_size_; - ::google::protobuf::uint32 _has_bits_[(1 + 31) / 32]; - - friend void protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); - friend void protobuf_AssignDesc_distributions_2fio_2fschema_2eproto(); - friend void protobuf_ShutdownFile_distributions_2fio_2fschema_2eproto(); - - void InitAsDefaultInstance(); - static DirichletDiscrete_Shared* default_instance_; -}; -// ------------------------------------------------------------------- - -class DirichletDiscrete_Group : public ::google::protobuf::Message { - public: - DirichletDiscrete_Group(); - virtual ~DirichletDiscrete_Group(); - - DirichletDiscrete_Group(const DirichletDiscrete_Group& from); - - inline DirichletDiscrete_Group& operator=(const DirichletDiscrete_Group& from) { - CopyFrom(from); - return *this; - } - - inline const ::google::protobuf::UnknownFieldSet& unknown_fields() const { - return _unknown_fields_; - } - - inline ::google::protobuf::UnknownFieldSet* mutable_unknown_fields() { - return &_unknown_fields_; - } - - static const ::google::protobuf::Descriptor* descriptor(); - static const DirichletDiscrete_Group& default_instance(); - - void Swap(DirichletDiscrete_Group* other); - - // implements Message ---------------------------------------------- - - DirichletDiscrete_Group* New() const; - void CopyFrom(const ::google::protobuf::Message& from); - void MergeFrom(const ::google::protobuf::Message& from); - void CopyFrom(const DirichletDiscrete_Group& from); - void MergeFrom(const DirichletDiscrete_Group& from); - void Clear(); - bool IsInitialized() const; - - int ByteSize() const; - bool MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input); - void SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const; - ::google::protobuf::uint8* SerializeWithCachedSizesToArray(::google::protobuf::uint8* output) const; - int GetCachedSize() const { return _cached_size_; } - private: - void SharedCtor(); - void SharedDtor(); - void SetCachedSize(int size) const; - public: - - ::google::protobuf::Metadata GetMetadata() const; - - // nested types ---------------------------------------------------- - - // accessors ------------------------------------------------------- - - // repeated uint64 counts = 1; - inline int counts_size() const; - inline void clear_counts(); - static const int kCountsFieldNumber = 1; - inline ::google::protobuf::uint64 counts(int index) const; - inline void set_counts(int index, ::google::protobuf::uint64 value); - inline void add_counts(::google::protobuf::uint64 value); - inline const ::google::protobuf::RepeatedField< ::google::protobuf::uint64 >& - counts() const; - inline ::google::protobuf::RepeatedField< ::google::protobuf::uint64 >* - mutable_counts(); - - // @@protoc_insertion_point(class_scope:protobuf.distributions.DirichletDiscrete.Group) - private: - - ::google::protobuf::UnknownFieldSet _unknown_fields_; - - ::google::protobuf::RepeatedField< ::google::protobuf::uint64 > counts_; - - mutable int _cached_size_; - ::google::protobuf::uint32 _has_bits_[(1 + 31) / 32]; - - friend void protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); - friend void protobuf_AssignDesc_distributions_2fio_2fschema_2eproto(); - friend void protobuf_ShutdownFile_distributions_2fio_2fschema_2eproto(); - - void InitAsDefaultInstance(); - static DirichletDiscrete_Group* default_instance_; -}; -// ------------------------------------------------------------------- - -class DirichletDiscrete : public ::google::protobuf::Message { - public: - DirichletDiscrete(); - virtual ~DirichletDiscrete(); - - DirichletDiscrete(const DirichletDiscrete& from); - - inline DirichletDiscrete& operator=(const DirichletDiscrete& from) { - CopyFrom(from); - return *this; - } - - inline const ::google::protobuf::UnknownFieldSet& unknown_fields() const { - return _unknown_fields_; - } - - inline ::google::protobuf::UnknownFieldSet* mutable_unknown_fields() { - return &_unknown_fields_; - } - - static const ::google::protobuf::Descriptor* descriptor(); - static const DirichletDiscrete& default_instance(); - - void Swap(DirichletDiscrete* other); - - // implements Message ---------------------------------------------- - - DirichletDiscrete* New() const; - void CopyFrom(const ::google::protobuf::Message& from); - void MergeFrom(const ::google::protobuf::Message& from); - void CopyFrom(const DirichletDiscrete& from); - void MergeFrom(const DirichletDiscrete& from); - void Clear(); - bool IsInitialized() const; - - int ByteSize() const; - bool MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input); - void SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const; - ::google::protobuf::uint8* SerializeWithCachedSizesToArray(::google::protobuf::uint8* output) const; - int GetCachedSize() const { return _cached_size_; } - private: - void SharedCtor(); - void SharedDtor(); - void SetCachedSize(int size) const; - public: - - ::google::protobuf::Metadata GetMetadata() const; - - // nested types ---------------------------------------------------- - - typedef DirichletDiscrete_Shared Shared; - typedef DirichletDiscrete_Group Group; - - // accessors ------------------------------------------------------- - - // @@protoc_insertion_point(class_scope:protobuf.distributions.DirichletDiscrete) - private: - - ::google::protobuf::UnknownFieldSet _unknown_fields_; - - - mutable int _cached_size_; - ::google::protobuf::uint32 _has_bits_[1]; - - friend void protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); - friend void protobuf_AssignDesc_distributions_2fio_2fschema_2eproto(); - friend void protobuf_ShutdownFile_distributions_2fio_2fschema_2eproto(); - - void InitAsDefaultInstance(); - static DirichletDiscrete* default_instance_; -}; -// ------------------------------------------------------------------- - -class DirichletProcessDiscrete_Shared : public ::google::protobuf::Message { - public: - DirichletProcessDiscrete_Shared(); - virtual ~DirichletProcessDiscrete_Shared(); - - DirichletProcessDiscrete_Shared(const DirichletProcessDiscrete_Shared& from); - - inline DirichletProcessDiscrete_Shared& operator=(const DirichletProcessDiscrete_Shared& from) { - CopyFrom(from); - return *this; - } - - inline const ::google::protobuf::UnknownFieldSet& unknown_fields() const { - return _unknown_fields_; - } - - inline ::google::protobuf::UnknownFieldSet* mutable_unknown_fields() { - return &_unknown_fields_; - } - - static const ::google::protobuf::Descriptor* descriptor(); - static const DirichletProcessDiscrete_Shared& default_instance(); - - void Swap(DirichletProcessDiscrete_Shared* other); - - // implements Message ---------------------------------------------- - - DirichletProcessDiscrete_Shared* New() const; - void CopyFrom(const ::google::protobuf::Message& from); - void MergeFrom(const ::google::protobuf::Message& from); - void CopyFrom(const DirichletProcessDiscrete_Shared& from); - void MergeFrom(const DirichletProcessDiscrete_Shared& from); - void Clear(); - bool IsInitialized() const; - - int ByteSize() const; - bool MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input); - void SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const; - ::google::protobuf::uint8* SerializeWithCachedSizesToArray(::google::protobuf::uint8* output) const; - int GetCachedSize() const { return _cached_size_; } - private: - void SharedCtor(); - void SharedDtor(); - void SetCachedSize(int size) const; - public: - - ::google::protobuf::Metadata GetMetadata() const; - - // nested types ---------------------------------------------------- - - // accessors ------------------------------------------------------- - - // required float gamma = 1; - inline bool has_gamma() const; - inline void clear_gamma(); - static const int kGammaFieldNumber = 1; - inline float gamma() const; - inline void set_gamma(float value); - - // required float alpha = 2; - inline bool has_alpha() const; - inline void clear_alpha(); - static const int kAlphaFieldNumber = 2; - inline float alpha() const; - inline void set_alpha(float value); - - // repeated uint32 values = 3; - inline int values_size() const; - inline void clear_values(); - static const int kValuesFieldNumber = 3; - inline ::google::protobuf::uint32 values(int index) const; - inline void set_values(int index, ::google::protobuf::uint32 value); - inline void add_values(::google::protobuf::uint32 value); - inline const ::google::protobuf::RepeatedField< ::google::protobuf::uint32 >& - values() const; - inline ::google::protobuf::RepeatedField< ::google::protobuf::uint32 >* - mutable_values(); - - // repeated float betas = 4; - inline int betas_size() const; - inline void clear_betas(); - static const int kBetasFieldNumber = 4; - inline float betas(int index) const; - inline void set_betas(int index, float value); - inline void add_betas(float value); - inline const ::google::protobuf::RepeatedField< float >& - betas() const; - inline ::google::protobuf::RepeatedField< float >* - mutable_betas(); - - // repeated uint64 counts = 5; - inline int counts_size() const; - inline void clear_counts(); - static const int kCountsFieldNumber = 5; - inline ::google::protobuf::uint64 counts(int index) const; - inline void set_counts(int index, ::google::protobuf::uint64 value); - inline void add_counts(::google::protobuf::uint64 value); - inline const ::google::protobuf::RepeatedField< ::google::protobuf::uint64 >& - counts() const; - inline ::google::protobuf::RepeatedField< ::google::protobuf::uint64 >* - mutable_counts(); - - // @@protoc_insertion_point(class_scope:protobuf.distributions.DirichletProcessDiscrete.Shared) - private: - inline void set_has_gamma(); - inline void clear_has_gamma(); - inline void set_has_alpha(); - inline void clear_has_alpha(); - - ::google::protobuf::UnknownFieldSet _unknown_fields_; - - float gamma_; - float alpha_; - ::google::protobuf::RepeatedField< ::google::protobuf::uint32 > values_; - ::google::protobuf::RepeatedField< float > betas_; - ::google::protobuf::RepeatedField< ::google::protobuf::uint64 > counts_; - - mutable int _cached_size_; - ::google::protobuf::uint32 _has_bits_[(5 + 31) / 32]; - - friend void protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); - friend void protobuf_AssignDesc_distributions_2fio_2fschema_2eproto(); - friend void protobuf_ShutdownFile_distributions_2fio_2fschema_2eproto(); - - void InitAsDefaultInstance(); - static DirichletProcessDiscrete_Shared* default_instance_; -}; -// ------------------------------------------------------------------- - -class DirichletProcessDiscrete_Group : public ::google::protobuf::Message { - public: - DirichletProcessDiscrete_Group(); - virtual ~DirichletProcessDiscrete_Group(); - - DirichletProcessDiscrete_Group(const DirichletProcessDiscrete_Group& from); - - inline DirichletProcessDiscrete_Group& operator=(const DirichletProcessDiscrete_Group& from) { - CopyFrom(from); - return *this; - } - - inline const ::google::protobuf::UnknownFieldSet& unknown_fields() const { - return _unknown_fields_; - } - - inline ::google::protobuf::UnknownFieldSet* mutable_unknown_fields() { - return &_unknown_fields_; - } - - static const ::google::protobuf::Descriptor* descriptor(); - static const DirichletProcessDiscrete_Group& default_instance(); - - void Swap(DirichletProcessDiscrete_Group* other); - - // implements Message ---------------------------------------------- - - DirichletProcessDiscrete_Group* New() const; - void CopyFrom(const ::google::protobuf::Message& from); - void MergeFrom(const ::google::protobuf::Message& from); - void CopyFrom(const DirichletProcessDiscrete_Group& from); - void MergeFrom(const DirichletProcessDiscrete_Group& from); - void Clear(); - bool IsInitialized() const; - - int ByteSize() const; - bool MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input); - void SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const; - ::google::protobuf::uint8* SerializeWithCachedSizesToArray(::google::protobuf::uint8* output) const; - int GetCachedSize() const { return _cached_size_; } - private: - void SharedCtor(); - void SharedDtor(); - void SetCachedSize(int size) const; - public: - - ::google::protobuf::Metadata GetMetadata() const; - - // nested types ---------------------------------------------------- - - // accessors ------------------------------------------------------- - - // repeated uint32 keys = 1; - inline int keys_size() const; - inline void clear_keys(); - static const int kKeysFieldNumber = 1; - inline ::google::protobuf::uint32 keys(int index) const; - inline void set_keys(int index, ::google::protobuf::uint32 value); - inline void add_keys(::google::protobuf::uint32 value); - inline const ::google::protobuf::RepeatedField< ::google::protobuf::uint32 >& - keys() const; - inline ::google::protobuf::RepeatedField< ::google::protobuf::uint32 >* - mutable_keys(); - - // repeated uint64 values = 2; - inline int values_size() const; - inline void clear_values(); - static const int kValuesFieldNumber = 2; - inline ::google::protobuf::uint64 values(int index) const; - inline void set_values(int index, ::google::protobuf::uint64 value); - inline void add_values(::google::protobuf::uint64 value); - inline const ::google::protobuf::RepeatedField< ::google::protobuf::uint64 >& - values() const; - inline ::google::protobuf::RepeatedField< ::google::protobuf::uint64 >* - mutable_values(); - - // @@protoc_insertion_point(class_scope:protobuf.distributions.DirichletProcessDiscrete.Group) - private: - - ::google::protobuf::UnknownFieldSet _unknown_fields_; - - ::google::protobuf::RepeatedField< ::google::protobuf::uint32 > keys_; - ::google::protobuf::RepeatedField< ::google::protobuf::uint64 > values_; - - mutable int _cached_size_; - ::google::protobuf::uint32 _has_bits_[(2 + 31) / 32]; - - friend void protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); - friend void protobuf_AssignDesc_distributions_2fio_2fschema_2eproto(); - friend void protobuf_ShutdownFile_distributions_2fio_2fschema_2eproto(); - - void InitAsDefaultInstance(); - static DirichletProcessDiscrete_Group* default_instance_; -}; -// ------------------------------------------------------------------- - -class DirichletProcessDiscrete : public ::google::protobuf::Message { - public: - DirichletProcessDiscrete(); - virtual ~DirichletProcessDiscrete(); - - DirichletProcessDiscrete(const DirichletProcessDiscrete& from); - - inline DirichletProcessDiscrete& operator=(const DirichletProcessDiscrete& from) { - CopyFrom(from); - return *this; - } - - inline const ::google::protobuf::UnknownFieldSet& unknown_fields() const { - return _unknown_fields_; - } - - inline ::google::protobuf::UnknownFieldSet* mutable_unknown_fields() { - return &_unknown_fields_; - } - - static const ::google::protobuf::Descriptor* descriptor(); - static const DirichletProcessDiscrete& default_instance(); - - void Swap(DirichletProcessDiscrete* other); - - // implements Message ---------------------------------------------- - - DirichletProcessDiscrete* New() const; - void CopyFrom(const ::google::protobuf::Message& from); - void MergeFrom(const ::google::protobuf::Message& from); - void CopyFrom(const DirichletProcessDiscrete& from); - void MergeFrom(const DirichletProcessDiscrete& from); - void Clear(); - bool IsInitialized() const; - - int ByteSize() const; - bool MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input); - void SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const; - ::google::protobuf::uint8* SerializeWithCachedSizesToArray(::google::protobuf::uint8* output) const; - int GetCachedSize() const { return _cached_size_; } - private: - void SharedCtor(); - void SharedDtor(); - void SetCachedSize(int size) const; - public: - - ::google::protobuf::Metadata GetMetadata() const; - - // nested types ---------------------------------------------------- - - typedef DirichletProcessDiscrete_Shared Shared; - typedef DirichletProcessDiscrete_Group Group; - - // accessors ------------------------------------------------------- - - // @@protoc_insertion_point(class_scope:protobuf.distributions.DirichletProcessDiscrete) - private: - - ::google::protobuf::UnknownFieldSet _unknown_fields_; - - - mutable int _cached_size_; - ::google::protobuf::uint32 _has_bits_[1]; - - friend void protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); - friend void protobuf_AssignDesc_distributions_2fio_2fschema_2eproto(); - friend void protobuf_ShutdownFile_distributions_2fio_2fschema_2eproto(); - - void InitAsDefaultInstance(); - static DirichletProcessDiscrete* default_instance_; -}; -// ------------------------------------------------------------------- - -class PitmanYorProcessDiscrete_Shared : public ::google::protobuf::Message { - public: - PitmanYorProcessDiscrete_Shared(); - virtual ~PitmanYorProcessDiscrete_Shared(); - - PitmanYorProcessDiscrete_Shared(const PitmanYorProcessDiscrete_Shared& from); - - inline PitmanYorProcessDiscrete_Shared& operator=(const PitmanYorProcessDiscrete_Shared& from) { - CopyFrom(from); - return *this; - } - - inline const ::google::protobuf::UnknownFieldSet& unknown_fields() const { - return _unknown_fields_; - } - - inline ::google::protobuf::UnknownFieldSet* mutable_unknown_fields() { - return &_unknown_fields_; - } - - static const ::google::protobuf::Descriptor* descriptor(); - static const PitmanYorProcessDiscrete_Shared& default_instance(); - - void Swap(PitmanYorProcessDiscrete_Shared* other); - - // implements Message ---------------------------------------------- - - PitmanYorProcessDiscrete_Shared* New() const; - void CopyFrom(const ::google::protobuf::Message& from); - void MergeFrom(const ::google::protobuf::Message& from); - void CopyFrom(const PitmanYorProcessDiscrete_Shared& from); - void MergeFrom(const PitmanYorProcessDiscrete_Shared& from); - void Clear(); - bool IsInitialized() const; - - int ByteSize() const; - bool MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input); - void SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const; - ::google::protobuf::uint8* SerializeWithCachedSizesToArray(::google::protobuf::uint8* output) const; - int GetCachedSize() const { return _cached_size_; } - private: - void SharedCtor(); - void SharedDtor(); - void SetCachedSize(int size) const; - public: - - ::google::protobuf::Metadata GetMetadata() const; - - // nested types ---------------------------------------------------- - - // accessors ------------------------------------------------------- - - // required float alpha = 1; - inline bool has_alpha() const; - inline void clear_alpha(); - static const int kAlphaFieldNumber = 1; - inline float alpha() const; - inline void set_alpha(float value); - - // repeated float d = 2; - inline int d_size() const; - inline void clear_d(); - static const int kDFieldNumber = 2; - inline float d(int index) const; - inline void set_d(int index, float value); - inline void add_d(float value); - inline const ::google::protobuf::RepeatedField< float >& - d() const; - inline ::google::protobuf::RepeatedField< float >* - mutable_d(); - - // repeated uint64 counts = 3; - inline int counts_size() const; - inline void clear_counts(); - static const int kCountsFieldNumber = 3; - inline ::google::protobuf::uint64 counts(int index) const; - inline void set_counts(int index, ::google::protobuf::uint64 value); - inline void add_counts(::google::protobuf::uint64 value); - inline const ::google::protobuf::RepeatedField< ::google::protobuf::uint64 >& - counts() const; - inline ::google::protobuf::RepeatedField< ::google::protobuf::uint64 >* - mutable_counts(); - - // @@protoc_insertion_point(class_scope:protobuf.distributions.PitmanYorProcessDiscrete.Shared) - private: - inline void set_has_alpha(); - inline void clear_has_alpha(); - - ::google::protobuf::UnknownFieldSet _unknown_fields_; - - ::google::protobuf::RepeatedField< float > d_; - ::google::protobuf::RepeatedField< ::google::protobuf::uint64 > counts_; - float alpha_; - - mutable int _cached_size_; - ::google::protobuf::uint32 _has_bits_[(3 + 31) / 32]; - - friend void protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); - friend void protobuf_AssignDesc_distributions_2fio_2fschema_2eproto(); - friend void protobuf_ShutdownFile_distributions_2fio_2fschema_2eproto(); - - void InitAsDefaultInstance(); - static PitmanYorProcessDiscrete_Shared* default_instance_; -}; -// ------------------------------------------------------------------- - -class PitmanYorProcessDiscrete_Group : public ::google::protobuf::Message { - public: - PitmanYorProcessDiscrete_Group(); - virtual ~PitmanYorProcessDiscrete_Group(); - - PitmanYorProcessDiscrete_Group(const PitmanYorProcessDiscrete_Group& from); - - inline PitmanYorProcessDiscrete_Group& operator=(const PitmanYorProcessDiscrete_Group& from) { - CopyFrom(from); - return *this; - } - - inline const ::google::protobuf::UnknownFieldSet& unknown_fields() const { - return _unknown_fields_; - } - - inline ::google::protobuf::UnknownFieldSet* mutable_unknown_fields() { - return &_unknown_fields_; - } - - static const ::google::protobuf::Descriptor* descriptor(); - static const PitmanYorProcessDiscrete_Group& default_instance(); - - void Swap(PitmanYorProcessDiscrete_Group* other); - - // implements Message ---------------------------------------------- - - PitmanYorProcessDiscrete_Group* New() const; - void CopyFrom(const ::google::protobuf::Message& from); - void MergeFrom(const ::google::protobuf::Message& from); - void CopyFrom(const PitmanYorProcessDiscrete_Group& from); - void MergeFrom(const PitmanYorProcessDiscrete_Group& from); - void Clear(); - bool IsInitialized() const; - - int ByteSize() const; - bool MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input); - void SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const; - ::google::protobuf::uint8* SerializeWithCachedSizesToArray(::google::protobuf::uint8* output) const; - int GetCachedSize() const { return _cached_size_; } - private: - void SharedCtor(); - void SharedDtor(); - void SetCachedSize(int size) const; - public: - - ::google::protobuf::Metadata GetMetadata() const; - - // nested types ---------------------------------------------------- - - // accessors ------------------------------------------------------- - - // repeated uint32 keys = 1; - inline int keys_size() const; - inline void clear_keys(); - static const int kKeysFieldNumber = 1; - inline ::google::protobuf::uint32 keys(int index) const; - inline void set_keys(int index, ::google::protobuf::uint32 value); - inline void add_keys(::google::protobuf::uint32 value); - inline const ::google::protobuf::RepeatedField< ::google::protobuf::uint32 >& - keys() const; - inline ::google::protobuf::RepeatedField< ::google::protobuf::uint32 >* - mutable_keys(); - - // repeated uint64 values = 2; - inline int values_size() const; - inline void clear_values(); - static const int kValuesFieldNumber = 2; - inline ::google::protobuf::uint64 values(int index) const; - inline void set_values(int index, ::google::protobuf::uint64 value); - inline void add_values(::google::protobuf::uint64 value); - inline const ::google::protobuf::RepeatedField< ::google::protobuf::uint64 >& - values() const; - inline ::google::protobuf::RepeatedField< ::google::protobuf::uint64 >* - mutable_values(); - - // @@protoc_insertion_point(class_scope:protobuf.distributions.PitmanYorProcessDiscrete.Group) - private: - - ::google::protobuf::UnknownFieldSet _unknown_fields_; - - ::google::protobuf::RepeatedField< ::google::protobuf::uint32 > keys_; - ::google::protobuf::RepeatedField< ::google::protobuf::uint64 > values_; - - mutable int _cached_size_; - ::google::protobuf::uint32 _has_bits_[(2 + 31) / 32]; - - friend void protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); - friend void protobuf_AssignDesc_distributions_2fio_2fschema_2eproto(); - friend void protobuf_ShutdownFile_distributions_2fio_2fschema_2eproto(); - - void InitAsDefaultInstance(); - static PitmanYorProcessDiscrete_Group* default_instance_; -}; -// ------------------------------------------------------------------- - -class PitmanYorProcessDiscrete : public ::google::protobuf::Message { - public: - PitmanYorProcessDiscrete(); - virtual ~PitmanYorProcessDiscrete(); - - PitmanYorProcessDiscrete(const PitmanYorProcessDiscrete& from); - - inline PitmanYorProcessDiscrete& operator=(const PitmanYorProcessDiscrete& from) { - CopyFrom(from); - return *this; - } - - inline const ::google::protobuf::UnknownFieldSet& unknown_fields() const { - return _unknown_fields_; - } - - inline ::google::protobuf::UnknownFieldSet* mutable_unknown_fields() { - return &_unknown_fields_; - } - - static const ::google::protobuf::Descriptor* descriptor(); - static const PitmanYorProcessDiscrete& default_instance(); - - void Swap(PitmanYorProcessDiscrete* other); - - // implements Message ---------------------------------------------- - - PitmanYorProcessDiscrete* New() const; - void CopyFrom(const ::google::protobuf::Message& from); - void MergeFrom(const ::google::protobuf::Message& from); - void CopyFrom(const PitmanYorProcessDiscrete& from); - void MergeFrom(const PitmanYorProcessDiscrete& from); - void Clear(); - bool IsInitialized() const; - - int ByteSize() const; - bool MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input); - void SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const; - ::google::protobuf::uint8* SerializeWithCachedSizesToArray(::google::protobuf::uint8* output) const; - int GetCachedSize() const { return _cached_size_; } - private: - void SharedCtor(); - void SharedDtor(); - void SetCachedSize(int size) const; - public: - - ::google::protobuf::Metadata GetMetadata() const; - - // nested types ---------------------------------------------------- - - typedef PitmanYorProcessDiscrete_Shared Shared; - typedef PitmanYorProcessDiscrete_Group Group; - - // accessors ------------------------------------------------------- - - // @@protoc_insertion_point(class_scope:protobuf.distributions.PitmanYorProcessDiscrete) - private: - - ::google::protobuf::UnknownFieldSet _unknown_fields_; - - - mutable int _cached_size_; - ::google::protobuf::uint32 _has_bits_[1]; - - friend void protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); - friend void protobuf_AssignDesc_distributions_2fio_2fschema_2eproto(); - friend void protobuf_ShutdownFile_distributions_2fio_2fschema_2eproto(); - - void InitAsDefaultInstance(); - static PitmanYorProcessDiscrete* default_instance_; -}; -// ------------------------------------------------------------------- - -class GammaPoisson_Shared : public ::google::protobuf::Message { - public: - GammaPoisson_Shared(); - virtual ~GammaPoisson_Shared(); - - GammaPoisson_Shared(const GammaPoisson_Shared& from); - - inline GammaPoisson_Shared& operator=(const GammaPoisson_Shared& from) { - CopyFrom(from); - return *this; - } - - inline const ::google::protobuf::UnknownFieldSet& unknown_fields() const { - return _unknown_fields_; - } - - inline ::google::protobuf::UnknownFieldSet* mutable_unknown_fields() { - return &_unknown_fields_; - } - - static const ::google::protobuf::Descriptor* descriptor(); - static const GammaPoisson_Shared& default_instance(); - - void Swap(GammaPoisson_Shared* other); - - // implements Message ---------------------------------------------- - - GammaPoisson_Shared* New() const; - void CopyFrom(const ::google::protobuf::Message& from); - void MergeFrom(const ::google::protobuf::Message& from); - void CopyFrom(const GammaPoisson_Shared& from); - void MergeFrom(const GammaPoisson_Shared& from); - void Clear(); - bool IsInitialized() const; - - int ByteSize() const; - bool MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input); - void SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const; - ::google::protobuf::uint8* SerializeWithCachedSizesToArray(::google::protobuf::uint8* output) const; - int GetCachedSize() const { return _cached_size_; } - private: - void SharedCtor(); - void SharedDtor(); - void SetCachedSize(int size) const; - public: - - ::google::protobuf::Metadata GetMetadata() const; - - // nested types ---------------------------------------------------- - - // accessors ------------------------------------------------------- - - // required float alpha = 1; - inline bool has_alpha() const; - inline void clear_alpha(); - static const int kAlphaFieldNumber = 1; - inline float alpha() const; - inline void set_alpha(float value); - - // required float inv_beta = 2; - inline bool has_inv_beta() const; - inline void clear_inv_beta(); - static const int kInvBetaFieldNumber = 2; - inline float inv_beta() const; - inline void set_inv_beta(float value); - - // @@protoc_insertion_point(class_scope:protobuf.distributions.GammaPoisson.Shared) - private: - inline void set_has_alpha(); - inline void clear_has_alpha(); - inline void set_has_inv_beta(); - inline void clear_has_inv_beta(); - - ::google::protobuf::UnknownFieldSet _unknown_fields_; - - float alpha_; - float inv_beta_; - - mutable int _cached_size_; - ::google::protobuf::uint32 _has_bits_[(2 + 31) / 32]; - - friend void protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); - friend void protobuf_AssignDesc_distributions_2fio_2fschema_2eproto(); - friend void protobuf_ShutdownFile_distributions_2fio_2fschema_2eproto(); - - void InitAsDefaultInstance(); - static GammaPoisson_Shared* default_instance_; -}; -// ------------------------------------------------------------------- - -class GammaPoisson_Group : public ::google::protobuf::Message { - public: - GammaPoisson_Group(); - virtual ~GammaPoisson_Group(); - - GammaPoisson_Group(const GammaPoisson_Group& from); - - inline GammaPoisson_Group& operator=(const GammaPoisson_Group& from) { - CopyFrom(from); - return *this; - } - - inline const ::google::protobuf::UnknownFieldSet& unknown_fields() const { - return _unknown_fields_; - } - - inline ::google::protobuf::UnknownFieldSet* mutable_unknown_fields() { - return &_unknown_fields_; - } - - static const ::google::protobuf::Descriptor* descriptor(); - static const GammaPoisson_Group& default_instance(); - - void Swap(GammaPoisson_Group* other); - - // implements Message ---------------------------------------------- - - GammaPoisson_Group* New() const; - void CopyFrom(const ::google::protobuf::Message& from); - void MergeFrom(const ::google::protobuf::Message& from); - void CopyFrom(const GammaPoisson_Group& from); - void MergeFrom(const GammaPoisson_Group& from); - void Clear(); - bool IsInitialized() const; - - int ByteSize() const; - bool MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input); - void SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const; - ::google::protobuf::uint8* SerializeWithCachedSizesToArray(::google::protobuf::uint8* output) const; - int GetCachedSize() const { return _cached_size_; } - private: - void SharedCtor(); - void SharedDtor(); - void SetCachedSize(int size) const; - public: - - ::google::protobuf::Metadata GetMetadata() const; - - // nested types ---------------------------------------------------- - - // accessors ------------------------------------------------------- - - // required uint64 count = 1; - inline bool has_count() const; - inline void clear_count(); - static const int kCountFieldNumber = 1; - inline ::google::protobuf::uint64 count() const; - inline void set_count(::google::protobuf::uint64 value); - - // required uint64 sum = 2; - inline bool has_sum() const; - inline void clear_sum(); - static const int kSumFieldNumber = 2; - inline ::google::protobuf::uint64 sum() const; - inline void set_sum(::google::protobuf::uint64 value); - - // required float log_prod = 3; - inline bool has_log_prod() const; - inline void clear_log_prod(); - static const int kLogProdFieldNumber = 3; - inline float log_prod() const; - inline void set_log_prod(float value); - - // @@protoc_insertion_point(class_scope:protobuf.distributions.GammaPoisson.Group) - private: - inline void set_has_count(); - inline void clear_has_count(); - inline void set_has_sum(); - inline void clear_has_sum(); - inline void set_has_log_prod(); - inline void clear_has_log_prod(); - - ::google::protobuf::UnknownFieldSet _unknown_fields_; - - ::google::protobuf::uint64 count_; - ::google::protobuf::uint64 sum_; - float log_prod_; - - mutable int _cached_size_; - ::google::protobuf::uint32 _has_bits_[(3 + 31) / 32]; - - friend void protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); - friend void protobuf_AssignDesc_distributions_2fio_2fschema_2eproto(); - friend void protobuf_ShutdownFile_distributions_2fio_2fschema_2eproto(); - - void InitAsDefaultInstance(); - static GammaPoisson_Group* default_instance_; -}; -// ------------------------------------------------------------------- - -class GammaPoisson : public ::google::protobuf::Message { - public: - GammaPoisson(); - virtual ~GammaPoisson(); - - GammaPoisson(const GammaPoisson& from); - - inline GammaPoisson& operator=(const GammaPoisson& from) { - CopyFrom(from); - return *this; - } - - inline const ::google::protobuf::UnknownFieldSet& unknown_fields() const { - return _unknown_fields_; - } - - inline ::google::protobuf::UnknownFieldSet* mutable_unknown_fields() { - return &_unknown_fields_; - } - - static const ::google::protobuf::Descriptor* descriptor(); - static const GammaPoisson& default_instance(); - - void Swap(GammaPoisson* other); - - // implements Message ---------------------------------------------- - - GammaPoisson* New() const; - void CopyFrom(const ::google::protobuf::Message& from); - void MergeFrom(const ::google::protobuf::Message& from); - void CopyFrom(const GammaPoisson& from); - void MergeFrom(const GammaPoisson& from); - void Clear(); - bool IsInitialized() const; - - int ByteSize() const; - bool MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input); - void SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const; - ::google::protobuf::uint8* SerializeWithCachedSizesToArray(::google::protobuf::uint8* output) const; - int GetCachedSize() const { return _cached_size_; } - private: - void SharedCtor(); - void SharedDtor(); - void SetCachedSize(int size) const; - public: - - ::google::protobuf::Metadata GetMetadata() const; - - // nested types ---------------------------------------------------- - - typedef GammaPoisson_Shared Shared; - typedef GammaPoisson_Group Group; - - // accessors ------------------------------------------------------- - - // @@protoc_insertion_point(class_scope:protobuf.distributions.GammaPoisson) - private: - - ::google::protobuf::UnknownFieldSet _unknown_fields_; - - - mutable int _cached_size_; - ::google::protobuf::uint32 _has_bits_[1]; - - friend void protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); - friend void protobuf_AssignDesc_distributions_2fio_2fschema_2eproto(); - friend void protobuf_ShutdownFile_distributions_2fio_2fschema_2eproto(); - - void InitAsDefaultInstance(); - static GammaPoisson* default_instance_; -}; -// ------------------------------------------------------------------- - -class BetaNegativeBinomial_Shared : public ::google::protobuf::Message { - public: - BetaNegativeBinomial_Shared(); - virtual ~BetaNegativeBinomial_Shared(); - - BetaNegativeBinomial_Shared(const BetaNegativeBinomial_Shared& from); - - inline BetaNegativeBinomial_Shared& operator=(const BetaNegativeBinomial_Shared& from) { - CopyFrom(from); - return *this; - } - - inline const ::google::protobuf::UnknownFieldSet& unknown_fields() const { - return _unknown_fields_; - } - - inline ::google::protobuf::UnknownFieldSet* mutable_unknown_fields() { - return &_unknown_fields_; - } - - static const ::google::protobuf::Descriptor* descriptor(); - static const BetaNegativeBinomial_Shared& default_instance(); - - void Swap(BetaNegativeBinomial_Shared* other); - - // implements Message ---------------------------------------------- - - BetaNegativeBinomial_Shared* New() const; - void CopyFrom(const ::google::protobuf::Message& from); - void MergeFrom(const ::google::protobuf::Message& from); - void CopyFrom(const BetaNegativeBinomial_Shared& from); - void MergeFrom(const BetaNegativeBinomial_Shared& from); - void Clear(); - bool IsInitialized() const; - - int ByteSize() const; - bool MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input); - void SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const; - ::google::protobuf::uint8* SerializeWithCachedSizesToArray(::google::protobuf::uint8* output) const; - int GetCachedSize() const { return _cached_size_; } - private: - void SharedCtor(); - void SharedDtor(); - void SetCachedSize(int size) const; - public: - - ::google::protobuf::Metadata GetMetadata() const; - - // nested types ---------------------------------------------------- - - // accessors ------------------------------------------------------- - - // required float alpha = 1; - inline bool has_alpha() const; - inline void clear_alpha(); - static const int kAlphaFieldNumber = 1; - inline float alpha() const; - inline void set_alpha(float value); - - // required float beta = 2; - inline bool has_beta() const; - inline void clear_beta(); - static const int kBetaFieldNumber = 2; - inline float beta() const; - inline void set_beta(float value); - - // required uint64 r = 3; - inline bool has_r() const; - inline void clear_r(); - static const int kRFieldNumber = 3; - inline ::google::protobuf::uint64 r() const; - inline void set_r(::google::protobuf::uint64 value); - - // @@protoc_insertion_point(class_scope:protobuf.distributions.BetaNegativeBinomial.Shared) - private: - inline void set_has_alpha(); - inline void clear_has_alpha(); - inline void set_has_beta(); - inline void clear_has_beta(); - inline void set_has_r(); - inline void clear_has_r(); - - ::google::protobuf::UnknownFieldSet _unknown_fields_; - - float alpha_; - float beta_; - ::google::protobuf::uint64 r_; - - mutable int _cached_size_; - ::google::protobuf::uint32 _has_bits_[(3 + 31) / 32]; - - friend void protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); - friend void protobuf_AssignDesc_distributions_2fio_2fschema_2eproto(); - friend void protobuf_ShutdownFile_distributions_2fio_2fschema_2eproto(); - - void InitAsDefaultInstance(); - static BetaNegativeBinomial_Shared* default_instance_; -}; -// ------------------------------------------------------------------- - -class BetaNegativeBinomial_Group : public ::google::protobuf::Message { - public: - BetaNegativeBinomial_Group(); - virtual ~BetaNegativeBinomial_Group(); - - BetaNegativeBinomial_Group(const BetaNegativeBinomial_Group& from); - - inline BetaNegativeBinomial_Group& operator=(const BetaNegativeBinomial_Group& from) { - CopyFrom(from); - return *this; - } - - inline const ::google::protobuf::UnknownFieldSet& unknown_fields() const { - return _unknown_fields_; - } - - inline ::google::protobuf::UnknownFieldSet* mutable_unknown_fields() { - return &_unknown_fields_; - } - - static const ::google::protobuf::Descriptor* descriptor(); - static const BetaNegativeBinomial_Group& default_instance(); - - void Swap(BetaNegativeBinomial_Group* other); - - // implements Message ---------------------------------------------- - - BetaNegativeBinomial_Group* New() const; - void CopyFrom(const ::google::protobuf::Message& from); - void MergeFrom(const ::google::protobuf::Message& from); - void CopyFrom(const BetaNegativeBinomial_Group& from); - void MergeFrom(const BetaNegativeBinomial_Group& from); - void Clear(); - bool IsInitialized() const; - - int ByteSize() const; - bool MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input); - void SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const; - ::google::protobuf::uint8* SerializeWithCachedSizesToArray(::google::protobuf::uint8* output) const; - int GetCachedSize() const { return _cached_size_; } - private: - void SharedCtor(); - void SharedDtor(); - void SetCachedSize(int size) const; - public: - - ::google::protobuf::Metadata GetMetadata() const; - - // nested types ---------------------------------------------------- - - // accessors ------------------------------------------------------- - - // required uint64 count = 1; - inline bool has_count() const; - inline void clear_count(); - static const int kCountFieldNumber = 1; - inline ::google::protobuf::uint64 count() const; - inline void set_count(::google::protobuf::uint64 value); - - // required uint64 sum = 2; - inline bool has_sum() const; - inline void clear_sum(); - static const int kSumFieldNumber = 2; - inline ::google::protobuf::uint64 sum() const; - inline void set_sum(::google::protobuf::uint64 value); - - // @@protoc_insertion_point(class_scope:protobuf.distributions.BetaNegativeBinomial.Group) - private: - inline void set_has_count(); - inline void clear_has_count(); - inline void set_has_sum(); - inline void clear_has_sum(); - - ::google::protobuf::UnknownFieldSet _unknown_fields_; - - ::google::protobuf::uint64 count_; - ::google::protobuf::uint64 sum_; - - mutable int _cached_size_; - ::google::protobuf::uint32 _has_bits_[(2 + 31) / 32]; - - friend void protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); - friend void protobuf_AssignDesc_distributions_2fio_2fschema_2eproto(); - friend void protobuf_ShutdownFile_distributions_2fio_2fschema_2eproto(); - - void InitAsDefaultInstance(); - static BetaNegativeBinomial_Group* default_instance_; -}; -// ------------------------------------------------------------------- - -class BetaNegativeBinomial : public ::google::protobuf::Message { - public: - BetaNegativeBinomial(); - virtual ~BetaNegativeBinomial(); - - BetaNegativeBinomial(const BetaNegativeBinomial& from); - - inline BetaNegativeBinomial& operator=(const BetaNegativeBinomial& from) { - CopyFrom(from); - return *this; - } - - inline const ::google::protobuf::UnknownFieldSet& unknown_fields() const { - return _unknown_fields_; - } - - inline ::google::protobuf::UnknownFieldSet* mutable_unknown_fields() { - return &_unknown_fields_; - } - - static const ::google::protobuf::Descriptor* descriptor(); - static const BetaNegativeBinomial& default_instance(); - - void Swap(BetaNegativeBinomial* other); - - // implements Message ---------------------------------------------- - - BetaNegativeBinomial* New() const; - void CopyFrom(const ::google::protobuf::Message& from); - void MergeFrom(const ::google::protobuf::Message& from); - void CopyFrom(const BetaNegativeBinomial& from); - void MergeFrom(const BetaNegativeBinomial& from); - void Clear(); - bool IsInitialized() const; - - int ByteSize() const; - bool MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input); - void SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const; - ::google::protobuf::uint8* SerializeWithCachedSizesToArray(::google::protobuf::uint8* output) const; - int GetCachedSize() const { return _cached_size_; } - private: - void SharedCtor(); - void SharedDtor(); - void SetCachedSize(int size) const; - public: - - ::google::protobuf::Metadata GetMetadata() const; - - // nested types ---------------------------------------------------- - - typedef BetaNegativeBinomial_Shared Shared; - typedef BetaNegativeBinomial_Group Group; - - // accessors ------------------------------------------------------- - - // @@protoc_insertion_point(class_scope:protobuf.distributions.BetaNegativeBinomial) - private: - - ::google::protobuf::UnknownFieldSet _unknown_fields_; - - - mutable int _cached_size_; - ::google::protobuf::uint32 _has_bits_[1]; - - friend void protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); - friend void protobuf_AssignDesc_distributions_2fio_2fschema_2eproto(); - friend void protobuf_ShutdownFile_distributions_2fio_2fschema_2eproto(); - - void InitAsDefaultInstance(); - static BetaNegativeBinomial* default_instance_; -}; -// ------------------------------------------------------------------- - -class NormalInverseChiSq_Shared : public ::google::protobuf::Message { - public: - NormalInverseChiSq_Shared(); - virtual ~NormalInverseChiSq_Shared(); - - NormalInverseChiSq_Shared(const NormalInverseChiSq_Shared& from); - - inline NormalInverseChiSq_Shared& operator=(const NormalInverseChiSq_Shared& from) { - CopyFrom(from); - return *this; - } - - inline const ::google::protobuf::UnknownFieldSet& unknown_fields() const { - return _unknown_fields_; - } - - inline ::google::protobuf::UnknownFieldSet* mutable_unknown_fields() { - return &_unknown_fields_; - } - - static const ::google::protobuf::Descriptor* descriptor(); - static const NormalInverseChiSq_Shared& default_instance(); - - void Swap(NormalInverseChiSq_Shared* other); - - // implements Message ---------------------------------------------- - - NormalInverseChiSq_Shared* New() const; - void CopyFrom(const ::google::protobuf::Message& from); - void MergeFrom(const ::google::protobuf::Message& from); - void CopyFrom(const NormalInverseChiSq_Shared& from); - void MergeFrom(const NormalInverseChiSq_Shared& from); - void Clear(); - bool IsInitialized() const; - - int ByteSize() const; - bool MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input); - void SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const; - ::google::protobuf::uint8* SerializeWithCachedSizesToArray(::google::protobuf::uint8* output) const; - int GetCachedSize() const { return _cached_size_; } - private: - void SharedCtor(); - void SharedDtor(); - void SetCachedSize(int size) const; - public: - - ::google::protobuf::Metadata GetMetadata() const; - - // nested types ---------------------------------------------------- - - // accessors ------------------------------------------------------- - - // required float mu = 1; - inline bool has_mu() const; - inline void clear_mu(); - static const int kMuFieldNumber = 1; - inline float mu() const; - inline void set_mu(float value); - - // required float kappa = 2; - inline bool has_kappa() const; - inline void clear_kappa(); - static const int kKappaFieldNumber = 2; - inline float kappa() const; - inline void set_kappa(float value); - - // required float sigmasq = 3; - inline bool has_sigmasq() const; - inline void clear_sigmasq(); - static const int kSigmasqFieldNumber = 3; - inline float sigmasq() const; - inline void set_sigmasq(float value); - - // required float nu = 4; - inline bool has_nu() const; - inline void clear_nu(); - static const int kNuFieldNumber = 4; - inline float nu() const; - inline void set_nu(float value); - - // @@protoc_insertion_point(class_scope:protobuf.distributions.NormalInverseChiSq.Shared) - private: - inline void set_has_mu(); - inline void clear_has_mu(); - inline void set_has_kappa(); - inline void clear_has_kappa(); - inline void set_has_sigmasq(); - inline void clear_has_sigmasq(); - inline void set_has_nu(); - inline void clear_has_nu(); - - ::google::protobuf::UnknownFieldSet _unknown_fields_; - - float mu_; - float kappa_; - float sigmasq_; - float nu_; - - mutable int _cached_size_; - ::google::protobuf::uint32 _has_bits_[(4 + 31) / 32]; - - friend void protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); - friend void protobuf_AssignDesc_distributions_2fio_2fschema_2eproto(); - friend void protobuf_ShutdownFile_distributions_2fio_2fschema_2eproto(); - - void InitAsDefaultInstance(); - static NormalInverseChiSq_Shared* default_instance_; -}; -// ------------------------------------------------------------------- - -class NormalInverseChiSq_Group : public ::google::protobuf::Message { - public: - NormalInverseChiSq_Group(); - virtual ~NormalInverseChiSq_Group(); - - NormalInverseChiSq_Group(const NormalInverseChiSq_Group& from); - - inline NormalInverseChiSq_Group& operator=(const NormalInverseChiSq_Group& from) { - CopyFrom(from); - return *this; - } - - inline const ::google::protobuf::UnknownFieldSet& unknown_fields() const { - return _unknown_fields_; - } - - inline ::google::protobuf::UnknownFieldSet* mutable_unknown_fields() { - return &_unknown_fields_; - } - - static const ::google::protobuf::Descriptor* descriptor(); - static const NormalInverseChiSq_Group& default_instance(); - - void Swap(NormalInverseChiSq_Group* other); - - // implements Message ---------------------------------------------- - - NormalInverseChiSq_Group* New() const; - void CopyFrom(const ::google::protobuf::Message& from); - void MergeFrom(const ::google::protobuf::Message& from); - void CopyFrom(const NormalInverseChiSq_Group& from); - void MergeFrom(const NormalInverseChiSq_Group& from); - void Clear(); - bool IsInitialized() const; - - int ByteSize() const; - bool MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input); - void SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const; - ::google::protobuf::uint8* SerializeWithCachedSizesToArray(::google::protobuf::uint8* output) const; - int GetCachedSize() const { return _cached_size_; } - private: - void SharedCtor(); - void SharedDtor(); - void SetCachedSize(int size) const; - public: - - ::google::protobuf::Metadata GetMetadata() const; - - // nested types ---------------------------------------------------- - - // accessors ------------------------------------------------------- - - // required uint64 count = 1; - inline bool has_count() const; - inline void clear_count(); - static const int kCountFieldNumber = 1; - inline ::google::protobuf::uint64 count() const; - inline void set_count(::google::protobuf::uint64 value); - - // required float mean = 2; - inline bool has_mean() const; - inline void clear_mean(); - static const int kMeanFieldNumber = 2; - inline float mean() const; - inline void set_mean(float value); - - // required float count_times_variance = 3; - inline bool has_count_times_variance() const; - inline void clear_count_times_variance(); - static const int kCountTimesVarianceFieldNumber = 3; - inline float count_times_variance() const; - inline void set_count_times_variance(float value); - - // @@protoc_insertion_point(class_scope:protobuf.distributions.NormalInverseChiSq.Group) - private: - inline void set_has_count(); - inline void clear_has_count(); - inline void set_has_mean(); - inline void clear_has_mean(); - inline void set_has_count_times_variance(); - inline void clear_has_count_times_variance(); - - ::google::protobuf::UnknownFieldSet _unknown_fields_; - - ::google::protobuf::uint64 count_; - float mean_; - float count_times_variance_; - - mutable int _cached_size_; - ::google::protobuf::uint32 _has_bits_[(3 + 31) / 32]; - - friend void protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); - friend void protobuf_AssignDesc_distributions_2fio_2fschema_2eproto(); - friend void protobuf_ShutdownFile_distributions_2fio_2fschema_2eproto(); - - void InitAsDefaultInstance(); - static NormalInverseChiSq_Group* default_instance_; -}; -// ------------------------------------------------------------------- - -class NormalInverseChiSq : public ::google::protobuf::Message { - public: - NormalInverseChiSq(); - virtual ~NormalInverseChiSq(); - - NormalInverseChiSq(const NormalInverseChiSq& from); - - inline NormalInverseChiSq& operator=(const NormalInverseChiSq& from) { - CopyFrom(from); - return *this; - } - - inline const ::google::protobuf::UnknownFieldSet& unknown_fields() const { - return _unknown_fields_; - } - - inline ::google::protobuf::UnknownFieldSet* mutable_unknown_fields() { - return &_unknown_fields_; - } - - static const ::google::protobuf::Descriptor* descriptor(); - static const NormalInverseChiSq& default_instance(); - - void Swap(NormalInverseChiSq* other); - - // implements Message ---------------------------------------------- - - NormalInverseChiSq* New() const; - void CopyFrom(const ::google::protobuf::Message& from); - void MergeFrom(const ::google::protobuf::Message& from); - void CopyFrom(const NormalInverseChiSq& from); - void MergeFrom(const NormalInverseChiSq& from); - void Clear(); - bool IsInitialized() const; - - int ByteSize() const; - bool MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input); - void SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const; - ::google::protobuf::uint8* SerializeWithCachedSizesToArray(::google::protobuf::uint8* output) const; - int GetCachedSize() const { return _cached_size_; } - private: - void SharedCtor(); - void SharedDtor(); - void SetCachedSize(int size) const; - public: - - ::google::protobuf::Metadata GetMetadata() const; - - // nested types ---------------------------------------------------- - - typedef NormalInverseChiSq_Shared Shared; - typedef NormalInverseChiSq_Group Group; - - // accessors ------------------------------------------------------- - - // @@protoc_insertion_point(class_scope:protobuf.distributions.NormalInverseChiSq) - private: - - ::google::protobuf::UnknownFieldSet _unknown_fields_; - - - mutable int _cached_size_; - ::google::protobuf::uint32 _has_bits_[1]; - - friend void protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); - friend void protobuf_AssignDesc_distributions_2fio_2fschema_2eproto(); - friend void protobuf_ShutdownFile_distributions_2fio_2fschema_2eproto(); - - void InitAsDefaultInstance(); - static NormalInverseChiSq* default_instance_; -}; -// ------------------------------------------------------------------- - -class NormalInverseWishart_Shared : public ::google::protobuf::Message { - public: - NormalInverseWishart_Shared(); - virtual ~NormalInverseWishart_Shared(); - - NormalInverseWishart_Shared(const NormalInverseWishart_Shared& from); - - inline NormalInverseWishart_Shared& operator=(const NormalInverseWishart_Shared& from) { - CopyFrom(from); - return *this; - } - - inline const ::google::protobuf::UnknownFieldSet& unknown_fields() const { - return _unknown_fields_; - } - - inline ::google::protobuf::UnknownFieldSet* mutable_unknown_fields() { - return &_unknown_fields_; - } - - static const ::google::protobuf::Descriptor* descriptor(); - static const NormalInverseWishart_Shared& default_instance(); - - void Swap(NormalInverseWishart_Shared* other); - - // implements Message ---------------------------------------------- - - NormalInverseWishart_Shared* New() const; - void CopyFrom(const ::google::protobuf::Message& from); - void MergeFrom(const ::google::protobuf::Message& from); - void CopyFrom(const NormalInverseWishart_Shared& from); - void MergeFrom(const NormalInverseWishart_Shared& from); - void Clear(); - bool IsInitialized() const; - - int ByteSize() const; - bool MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input); - void SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const; - ::google::protobuf::uint8* SerializeWithCachedSizesToArray(::google::protobuf::uint8* output) const; - int GetCachedSize() const { return _cached_size_; } - private: - void SharedCtor(); - void SharedDtor(); - void SetCachedSize(int size) const; - public: - - ::google::protobuf::Metadata GetMetadata() const; - - // nested types ---------------------------------------------------- - - // accessors ------------------------------------------------------- - - // repeated float mu = 1; - inline int mu_size() const; - inline void clear_mu(); - static const int kMuFieldNumber = 1; - inline float mu(int index) const; - inline void set_mu(int index, float value); - inline void add_mu(float value); - inline const ::google::protobuf::RepeatedField< float >& - mu() const; - inline ::google::protobuf::RepeatedField< float >* - mutable_mu(); - - // required float kappa = 2; - inline bool has_kappa() const; - inline void clear_kappa(); - static const int kKappaFieldNumber = 2; - inline float kappa() const; - inline void set_kappa(float value); - - // repeated float psi = 3; - inline int psi_size() const; - inline void clear_psi(); - static const int kPsiFieldNumber = 3; - inline float psi(int index) const; - inline void set_psi(int index, float value); - inline void add_psi(float value); - inline const ::google::protobuf::RepeatedField< float >& - psi() const; - inline ::google::protobuf::RepeatedField< float >* - mutable_psi(); - - // required float nu = 4; - inline bool has_nu() const; - inline void clear_nu(); - static const int kNuFieldNumber = 4; - inline float nu() const; - inline void set_nu(float value); - - // @@protoc_insertion_point(class_scope:protobuf.distributions.NormalInverseWishart.Shared) - private: - inline void set_has_kappa(); - inline void clear_has_kappa(); - inline void set_has_nu(); - inline void clear_has_nu(); - - ::google::protobuf::UnknownFieldSet _unknown_fields_; - - ::google::protobuf::RepeatedField< float > mu_; - ::google::protobuf::RepeatedField< float > psi_; - float kappa_; - float nu_; - - mutable int _cached_size_; - ::google::protobuf::uint32 _has_bits_[(4 + 31) / 32]; - - friend void protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); - friend void protobuf_AssignDesc_distributions_2fio_2fschema_2eproto(); - friend void protobuf_ShutdownFile_distributions_2fio_2fschema_2eproto(); - - void InitAsDefaultInstance(); - static NormalInverseWishart_Shared* default_instance_; -}; -// ------------------------------------------------------------------- - -class NormalInverseWishart_Group : public ::google::protobuf::Message { - public: - NormalInverseWishart_Group(); - virtual ~NormalInverseWishart_Group(); - - NormalInverseWishart_Group(const NormalInverseWishart_Group& from); - - inline NormalInverseWishart_Group& operator=(const NormalInverseWishart_Group& from) { - CopyFrom(from); - return *this; - } - - inline const ::google::protobuf::UnknownFieldSet& unknown_fields() const { - return _unknown_fields_; - } - - inline ::google::protobuf::UnknownFieldSet* mutable_unknown_fields() { - return &_unknown_fields_; - } - - static const ::google::protobuf::Descriptor* descriptor(); - static const NormalInverseWishart_Group& default_instance(); - - void Swap(NormalInverseWishart_Group* other); - - // implements Message ---------------------------------------------- - - NormalInverseWishart_Group* New() const; - void CopyFrom(const ::google::protobuf::Message& from); - void MergeFrom(const ::google::protobuf::Message& from); - void CopyFrom(const NormalInverseWishart_Group& from); - void MergeFrom(const NormalInverseWishart_Group& from); - void Clear(); - bool IsInitialized() const; - - int ByteSize() const; - bool MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input); - void SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const; - ::google::protobuf::uint8* SerializeWithCachedSizesToArray(::google::protobuf::uint8* output) const; - int GetCachedSize() const { return _cached_size_; } - private: - void SharedCtor(); - void SharedDtor(); - void SetCachedSize(int size) const; - public: - - ::google::protobuf::Metadata GetMetadata() const; - - // nested types ---------------------------------------------------- - - // accessors ------------------------------------------------------- - - // required int32 count = 1; - inline bool has_count() const; - inline void clear_count(); - static const int kCountFieldNumber = 1; - inline ::google::protobuf::int32 count() const; - inline void set_count(::google::protobuf::int32 value); - - // repeated float sum_x = 2; - inline int sum_x_size() const; - inline void clear_sum_x(); - static const int kSumXFieldNumber = 2; - inline float sum_x(int index) const; - inline void set_sum_x(int index, float value); - inline void add_sum_x(float value); - inline const ::google::protobuf::RepeatedField< float >& - sum_x() const; - inline ::google::protobuf::RepeatedField< float >* - mutable_sum_x(); - - // repeated float sum_xxT = 3; - inline int sum_xxt_size() const; - inline void clear_sum_xxt(); - static const int kSumXxTFieldNumber = 3; - inline float sum_xxt(int index) const; - inline void set_sum_xxt(int index, float value); - inline void add_sum_xxt(float value); - inline const ::google::protobuf::RepeatedField< float >& - sum_xxt() const; - inline ::google::protobuf::RepeatedField< float >* - mutable_sum_xxt(); - - // @@protoc_insertion_point(class_scope:protobuf.distributions.NormalInverseWishart.Group) - private: - inline void set_has_count(); - inline void clear_has_count(); - - ::google::protobuf::UnknownFieldSet _unknown_fields_; - - ::google::protobuf::RepeatedField< float > sum_x_; - ::google::protobuf::RepeatedField< float > sum_xxt_; - ::google::protobuf::int32 count_; - - mutable int _cached_size_; - ::google::protobuf::uint32 _has_bits_[(3 + 31) / 32]; - - friend void protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); - friend void protobuf_AssignDesc_distributions_2fio_2fschema_2eproto(); - friend void protobuf_ShutdownFile_distributions_2fio_2fschema_2eproto(); - - void InitAsDefaultInstance(); - static NormalInverseWishart_Group* default_instance_; -}; -// ------------------------------------------------------------------- - -class NormalInverseWishart : public ::google::protobuf::Message { - public: - NormalInverseWishart(); - virtual ~NormalInverseWishart(); - - NormalInverseWishart(const NormalInverseWishart& from); - - inline NormalInverseWishart& operator=(const NormalInverseWishart& from) { - CopyFrom(from); - return *this; - } - - inline const ::google::protobuf::UnknownFieldSet& unknown_fields() const { - return _unknown_fields_; - } - - inline ::google::protobuf::UnknownFieldSet* mutable_unknown_fields() { - return &_unknown_fields_; - } - - static const ::google::protobuf::Descriptor* descriptor(); - static const NormalInverseWishart& default_instance(); - - void Swap(NormalInverseWishart* other); - - // implements Message ---------------------------------------------- - - NormalInverseWishart* New() const; - void CopyFrom(const ::google::protobuf::Message& from); - void MergeFrom(const ::google::protobuf::Message& from); - void CopyFrom(const NormalInverseWishart& from); - void MergeFrom(const NormalInverseWishart& from); - void Clear(); - bool IsInitialized() const; - - int ByteSize() const; - bool MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input); - void SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const; - ::google::protobuf::uint8* SerializeWithCachedSizesToArray(::google::protobuf::uint8* output) const; - int GetCachedSize() const { return _cached_size_; } - private: - void SharedCtor(); - void SharedDtor(); - void SetCachedSize(int size) const; - public: - - ::google::protobuf::Metadata GetMetadata() const; - - // nested types ---------------------------------------------------- - - typedef NormalInverseWishart_Shared Shared; - typedef NormalInverseWishart_Group Group; - - // accessors ------------------------------------------------------- - - // @@protoc_insertion_point(class_scope:protobuf.distributions.NormalInverseWishart) - private: - - ::google::protobuf::UnknownFieldSet _unknown_fields_; - - - mutable int _cached_size_; - ::google::protobuf::uint32 _has_bits_[1]; - - friend void protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); - friend void protobuf_AssignDesc_distributions_2fio_2fschema_2eproto(); - friend void protobuf_ShutdownFile_distributions_2fio_2fschema_2eproto(); - - void InitAsDefaultInstance(); - static NormalInverseWishart* default_instance_; -}; -// =================================================================== - - -// =================================================================== - -// Clustering_PitmanYor - -// required float alpha = 1; -inline bool Clustering_PitmanYor::has_alpha() const { - return (_has_bits_[0] & 0x00000001u) != 0; -} -inline void Clustering_PitmanYor::set_has_alpha() { - _has_bits_[0] |= 0x00000001u; -} -inline void Clustering_PitmanYor::clear_has_alpha() { - _has_bits_[0] &= ~0x00000001u; -} -inline void Clustering_PitmanYor::clear_alpha() { - alpha_ = 0; - clear_has_alpha(); -} -inline float Clustering_PitmanYor::alpha() const { - return alpha_; -} -inline void Clustering_PitmanYor::set_alpha(float value) { - set_has_alpha(); - alpha_ = value; -} - -// required float d = 2; -inline bool Clustering_PitmanYor::has_d() const { - return (_has_bits_[0] & 0x00000002u) != 0; -} -inline void Clustering_PitmanYor::set_has_d() { - _has_bits_[0] |= 0x00000002u; -} -inline void Clustering_PitmanYor::clear_has_d() { - _has_bits_[0] &= ~0x00000002u; -} -inline void Clustering_PitmanYor::clear_d() { - d_ = 0; - clear_has_d(); -} -inline float Clustering_PitmanYor::d() const { - return d_; -} -inline void Clustering_PitmanYor::set_d(float value) { - set_has_d(); - d_ = value; -} - -// ------------------------------------------------------------------- - -// Clustering_LowEntropy - -// required uint64 dataset_size = 1; -inline bool Clustering_LowEntropy::has_dataset_size() const { - return (_has_bits_[0] & 0x00000001u) != 0; -} -inline void Clustering_LowEntropy::set_has_dataset_size() { - _has_bits_[0] |= 0x00000001u; -} -inline void Clustering_LowEntropy::clear_has_dataset_size() { - _has_bits_[0] &= ~0x00000001u; -} -inline void Clustering_LowEntropy::clear_dataset_size() { - dataset_size_ = GOOGLE_ULONGLONG(0); - clear_has_dataset_size(); -} -inline ::google::protobuf::uint64 Clustering_LowEntropy::dataset_size() const { - return dataset_size_; -} -inline void Clustering_LowEntropy::set_dataset_size(::google::protobuf::uint64 value) { - set_has_dataset_size(); - dataset_size_ = value; -} - -// ------------------------------------------------------------------- - -// Clustering - -// optional .protobuf.distributions.Clustering.PitmanYor pitman_yor = 1; -inline bool Clustering::has_pitman_yor() const { - return (_has_bits_[0] & 0x00000001u) != 0; -} -inline void Clustering::set_has_pitman_yor() { - _has_bits_[0] |= 0x00000001u; -} -inline void Clustering::clear_has_pitman_yor() { - _has_bits_[0] &= ~0x00000001u; -} -inline void Clustering::clear_pitman_yor() { - if (pitman_yor_ != NULL) pitman_yor_->::protobuf::distributions::Clustering_PitmanYor::Clear(); - clear_has_pitman_yor(); -} -inline const ::protobuf::distributions::Clustering_PitmanYor& Clustering::pitman_yor() const { - return pitman_yor_ != NULL ? *pitman_yor_ : *default_instance_->pitman_yor_; -} -inline ::protobuf::distributions::Clustering_PitmanYor* Clustering::mutable_pitman_yor() { - set_has_pitman_yor(); - if (pitman_yor_ == NULL) pitman_yor_ = new ::protobuf::distributions::Clustering_PitmanYor; - return pitman_yor_; -} -inline ::protobuf::distributions::Clustering_PitmanYor* Clustering::release_pitman_yor() { - clear_has_pitman_yor(); - ::protobuf::distributions::Clustering_PitmanYor* temp = pitman_yor_; - pitman_yor_ = NULL; - return temp; -} - -// optional .protobuf.distributions.Clustering.LowEntropy low_entropy = 2; -inline bool Clustering::has_low_entropy() const { - return (_has_bits_[0] & 0x00000002u) != 0; -} -inline void Clustering::set_has_low_entropy() { - _has_bits_[0] |= 0x00000002u; -} -inline void Clustering::clear_has_low_entropy() { - _has_bits_[0] &= ~0x00000002u; -} -inline void Clustering::clear_low_entropy() { - if (low_entropy_ != NULL) low_entropy_->::protobuf::distributions::Clustering_LowEntropy::Clear(); - clear_has_low_entropy(); -} -inline const ::protobuf::distributions::Clustering_LowEntropy& Clustering::low_entropy() const { - return low_entropy_ != NULL ? *low_entropy_ : *default_instance_->low_entropy_; -} -inline ::protobuf::distributions::Clustering_LowEntropy* Clustering::mutable_low_entropy() { - set_has_low_entropy(); - if (low_entropy_ == NULL) low_entropy_ = new ::protobuf::distributions::Clustering_LowEntropy; - return low_entropy_; -} -inline ::protobuf::distributions::Clustering_LowEntropy* Clustering::release_low_entropy() { - clear_has_low_entropy(); - ::protobuf::distributions::Clustering_LowEntropy* temp = low_entropy_; - low_entropy_ = NULL; - return temp; -} - -// ------------------------------------------------------------------- - -// BetaBernoulli_Shared - -// required float alpha = 1; -inline bool BetaBernoulli_Shared::has_alpha() const { - return (_has_bits_[0] & 0x00000001u) != 0; -} -inline void BetaBernoulli_Shared::set_has_alpha() { - _has_bits_[0] |= 0x00000001u; -} -inline void BetaBernoulli_Shared::clear_has_alpha() { - _has_bits_[0] &= ~0x00000001u; -} -inline void BetaBernoulli_Shared::clear_alpha() { - alpha_ = 0; - clear_has_alpha(); -} -inline float BetaBernoulli_Shared::alpha() const { - return alpha_; -} -inline void BetaBernoulli_Shared::set_alpha(float value) { - set_has_alpha(); - alpha_ = value; -} - -// required float beta = 2; -inline bool BetaBernoulli_Shared::has_beta() const { - return (_has_bits_[0] & 0x00000002u) != 0; -} -inline void BetaBernoulli_Shared::set_has_beta() { - _has_bits_[0] |= 0x00000002u; -} -inline void BetaBernoulli_Shared::clear_has_beta() { - _has_bits_[0] &= ~0x00000002u; -} -inline void BetaBernoulli_Shared::clear_beta() { - beta_ = 0; - clear_has_beta(); -} -inline float BetaBernoulli_Shared::beta() const { - return beta_; -} -inline void BetaBernoulli_Shared::set_beta(float value) { - set_has_beta(); - beta_ = value; -} - -// ------------------------------------------------------------------- - -// BetaBernoulli_Group - -// required uint64 heads = 1; -inline bool BetaBernoulli_Group::has_heads() const { - return (_has_bits_[0] & 0x00000001u) != 0; -} -inline void BetaBernoulli_Group::set_has_heads() { - _has_bits_[0] |= 0x00000001u; -} -inline void BetaBernoulli_Group::clear_has_heads() { - _has_bits_[0] &= ~0x00000001u; -} -inline void BetaBernoulli_Group::clear_heads() { - heads_ = GOOGLE_ULONGLONG(0); - clear_has_heads(); -} -inline ::google::protobuf::uint64 BetaBernoulli_Group::heads() const { - return heads_; -} -inline void BetaBernoulli_Group::set_heads(::google::protobuf::uint64 value) { - set_has_heads(); - heads_ = value; -} - -// required uint64 tails = 2; -inline bool BetaBernoulli_Group::has_tails() const { - return (_has_bits_[0] & 0x00000002u) != 0; -} -inline void BetaBernoulli_Group::set_has_tails() { - _has_bits_[0] |= 0x00000002u; -} -inline void BetaBernoulli_Group::clear_has_tails() { - _has_bits_[0] &= ~0x00000002u; -} -inline void BetaBernoulli_Group::clear_tails() { - tails_ = GOOGLE_ULONGLONG(0); - clear_has_tails(); -} -inline ::google::protobuf::uint64 BetaBernoulli_Group::tails() const { - return tails_; -} -inline void BetaBernoulli_Group::set_tails(::google::protobuf::uint64 value) { - set_has_tails(); - tails_ = value; -} - -// ------------------------------------------------------------------- - -// BetaBernoulli - -// ------------------------------------------------------------------- - -// DirichletDiscrete_Shared - -// repeated float alphas = 1; -inline int DirichletDiscrete_Shared::alphas_size() const { - return alphas_.size(); -} -inline void DirichletDiscrete_Shared::clear_alphas() { - alphas_.Clear(); -} -inline float DirichletDiscrete_Shared::alphas(int index) const { - return alphas_.Get(index); -} -inline void DirichletDiscrete_Shared::set_alphas(int index, float value) { - alphas_.Set(index, value); -} -inline void DirichletDiscrete_Shared::add_alphas(float value) { - alphas_.Add(value); -} -inline const ::google::protobuf::RepeatedField< float >& -DirichletDiscrete_Shared::alphas() const { - return alphas_; -} -inline ::google::protobuf::RepeatedField< float >* -DirichletDiscrete_Shared::mutable_alphas() { - return &alphas_; -} - -// ------------------------------------------------------------------- - -// DirichletDiscrete_Group - -// repeated uint64 counts = 1; -inline int DirichletDiscrete_Group::counts_size() const { - return counts_.size(); -} -inline void DirichletDiscrete_Group::clear_counts() { - counts_.Clear(); -} -inline ::google::protobuf::uint64 DirichletDiscrete_Group::counts(int index) const { - return counts_.Get(index); -} -inline void DirichletDiscrete_Group::set_counts(int index, ::google::protobuf::uint64 value) { - counts_.Set(index, value); -} -inline void DirichletDiscrete_Group::add_counts(::google::protobuf::uint64 value) { - counts_.Add(value); -} -inline const ::google::protobuf::RepeatedField< ::google::protobuf::uint64 >& -DirichletDiscrete_Group::counts() const { - return counts_; -} -inline ::google::protobuf::RepeatedField< ::google::protobuf::uint64 >* -DirichletDiscrete_Group::mutable_counts() { - return &counts_; -} - -// ------------------------------------------------------------------- - -// DirichletDiscrete - -// ------------------------------------------------------------------- - -// DirichletProcessDiscrete_Shared - -// required float gamma = 1; -inline bool DirichletProcessDiscrete_Shared::has_gamma() const { - return (_has_bits_[0] & 0x00000001u) != 0; -} -inline void DirichletProcessDiscrete_Shared::set_has_gamma() { - _has_bits_[0] |= 0x00000001u; -} -inline void DirichletProcessDiscrete_Shared::clear_has_gamma() { - _has_bits_[0] &= ~0x00000001u; -} -inline void DirichletProcessDiscrete_Shared::clear_gamma() { - gamma_ = 0; - clear_has_gamma(); -} -inline float DirichletProcessDiscrete_Shared::gamma() const { - return gamma_; -} -inline void DirichletProcessDiscrete_Shared::set_gamma(float value) { - set_has_gamma(); - gamma_ = value; -} - -// required float alpha = 2; -inline bool DirichletProcessDiscrete_Shared::has_alpha() const { - return (_has_bits_[0] & 0x00000002u) != 0; -} -inline void DirichletProcessDiscrete_Shared::set_has_alpha() { - _has_bits_[0] |= 0x00000002u; -} -inline void DirichletProcessDiscrete_Shared::clear_has_alpha() { - _has_bits_[0] &= ~0x00000002u; -} -inline void DirichletProcessDiscrete_Shared::clear_alpha() { - alpha_ = 0; - clear_has_alpha(); -} -inline float DirichletProcessDiscrete_Shared::alpha() const { - return alpha_; -} -inline void DirichletProcessDiscrete_Shared::set_alpha(float value) { - set_has_alpha(); - alpha_ = value; -} - -// repeated uint32 values = 3; -inline int DirichletProcessDiscrete_Shared::values_size() const { - return values_.size(); -} -inline void DirichletProcessDiscrete_Shared::clear_values() { - values_.Clear(); -} -inline ::google::protobuf::uint32 DirichletProcessDiscrete_Shared::values(int index) const { - return values_.Get(index); -} -inline void DirichletProcessDiscrete_Shared::set_values(int index, ::google::protobuf::uint32 value) { - values_.Set(index, value); -} -inline void DirichletProcessDiscrete_Shared::add_values(::google::protobuf::uint32 value) { - values_.Add(value); -} -inline const ::google::protobuf::RepeatedField< ::google::protobuf::uint32 >& -DirichletProcessDiscrete_Shared::values() const { - return values_; -} -inline ::google::protobuf::RepeatedField< ::google::protobuf::uint32 >* -DirichletProcessDiscrete_Shared::mutable_values() { - return &values_; -} - -// repeated float betas = 4; -inline int DirichletProcessDiscrete_Shared::betas_size() const { - return betas_.size(); -} -inline void DirichletProcessDiscrete_Shared::clear_betas() { - betas_.Clear(); -} -inline float DirichletProcessDiscrete_Shared::betas(int index) const { - return betas_.Get(index); -} -inline void DirichletProcessDiscrete_Shared::set_betas(int index, float value) { - betas_.Set(index, value); -} -inline void DirichletProcessDiscrete_Shared::add_betas(float value) { - betas_.Add(value); -} -inline const ::google::protobuf::RepeatedField< float >& -DirichletProcessDiscrete_Shared::betas() const { - return betas_; -} -inline ::google::protobuf::RepeatedField< float >* -DirichletProcessDiscrete_Shared::mutable_betas() { - return &betas_; -} - -// repeated uint64 counts = 5; -inline int DirichletProcessDiscrete_Shared::counts_size() const { - return counts_.size(); -} -inline void DirichletProcessDiscrete_Shared::clear_counts() { - counts_.Clear(); -} -inline ::google::protobuf::uint64 DirichletProcessDiscrete_Shared::counts(int index) const { - return counts_.Get(index); -} -inline void DirichletProcessDiscrete_Shared::set_counts(int index, ::google::protobuf::uint64 value) { - counts_.Set(index, value); -} -inline void DirichletProcessDiscrete_Shared::add_counts(::google::protobuf::uint64 value) { - counts_.Add(value); -} -inline const ::google::protobuf::RepeatedField< ::google::protobuf::uint64 >& -DirichletProcessDiscrete_Shared::counts() const { - return counts_; -} -inline ::google::protobuf::RepeatedField< ::google::protobuf::uint64 >* -DirichletProcessDiscrete_Shared::mutable_counts() { - return &counts_; -} - -// ------------------------------------------------------------------- - -// DirichletProcessDiscrete_Group - -// repeated uint32 keys = 1; -inline int DirichletProcessDiscrete_Group::keys_size() const { - return keys_.size(); -} -inline void DirichletProcessDiscrete_Group::clear_keys() { - keys_.Clear(); -} -inline ::google::protobuf::uint32 DirichletProcessDiscrete_Group::keys(int index) const { - return keys_.Get(index); -} -inline void DirichletProcessDiscrete_Group::set_keys(int index, ::google::protobuf::uint32 value) { - keys_.Set(index, value); -} -inline void DirichletProcessDiscrete_Group::add_keys(::google::protobuf::uint32 value) { - keys_.Add(value); -} -inline const ::google::protobuf::RepeatedField< ::google::protobuf::uint32 >& -DirichletProcessDiscrete_Group::keys() const { - return keys_; -} -inline ::google::protobuf::RepeatedField< ::google::protobuf::uint32 >* -DirichletProcessDiscrete_Group::mutable_keys() { - return &keys_; -} - -// repeated uint64 values = 2; -inline int DirichletProcessDiscrete_Group::values_size() const { - return values_.size(); -} -inline void DirichletProcessDiscrete_Group::clear_values() { - values_.Clear(); -} -inline ::google::protobuf::uint64 DirichletProcessDiscrete_Group::values(int index) const { - return values_.Get(index); -} -inline void DirichletProcessDiscrete_Group::set_values(int index, ::google::protobuf::uint64 value) { - values_.Set(index, value); -} -inline void DirichletProcessDiscrete_Group::add_values(::google::protobuf::uint64 value) { - values_.Add(value); -} -inline const ::google::protobuf::RepeatedField< ::google::protobuf::uint64 >& -DirichletProcessDiscrete_Group::values() const { - return values_; -} -inline ::google::protobuf::RepeatedField< ::google::protobuf::uint64 >* -DirichletProcessDiscrete_Group::mutable_values() { - return &values_; -} - -// ------------------------------------------------------------------- - -// DirichletProcessDiscrete - -// ------------------------------------------------------------------- - -// PitmanYorProcessDiscrete_Shared - -// required float alpha = 1; -inline bool PitmanYorProcessDiscrete_Shared::has_alpha() const { - return (_has_bits_[0] & 0x00000001u) != 0; -} -inline void PitmanYorProcessDiscrete_Shared::set_has_alpha() { - _has_bits_[0] |= 0x00000001u; -} -inline void PitmanYorProcessDiscrete_Shared::clear_has_alpha() { - _has_bits_[0] &= ~0x00000001u; -} -inline void PitmanYorProcessDiscrete_Shared::clear_alpha() { - alpha_ = 0; - clear_has_alpha(); -} -inline float PitmanYorProcessDiscrete_Shared::alpha() const { - return alpha_; -} -inline void PitmanYorProcessDiscrete_Shared::set_alpha(float value) { - set_has_alpha(); - alpha_ = value; -} - -// repeated float d = 2; -inline int PitmanYorProcessDiscrete_Shared::d_size() const { - return d_.size(); -} -inline void PitmanYorProcessDiscrete_Shared::clear_d() { - d_.Clear(); -} -inline float PitmanYorProcessDiscrete_Shared::d(int index) const { - return d_.Get(index); -} -inline void PitmanYorProcessDiscrete_Shared::set_d(int index, float value) { - d_.Set(index, value); -} -inline void PitmanYorProcessDiscrete_Shared::add_d(float value) { - d_.Add(value); -} -inline const ::google::protobuf::RepeatedField< float >& -PitmanYorProcessDiscrete_Shared::d() const { - return d_; -} -inline ::google::protobuf::RepeatedField< float >* -PitmanYorProcessDiscrete_Shared::mutable_d() { - return &d_; -} - -// repeated uint64 counts = 3; -inline int PitmanYorProcessDiscrete_Shared::counts_size() const { - return counts_.size(); -} -inline void PitmanYorProcessDiscrete_Shared::clear_counts() { - counts_.Clear(); -} -inline ::google::protobuf::uint64 PitmanYorProcessDiscrete_Shared::counts(int index) const { - return counts_.Get(index); -} -inline void PitmanYorProcessDiscrete_Shared::set_counts(int index, ::google::protobuf::uint64 value) { - counts_.Set(index, value); -} -inline void PitmanYorProcessDiscrete_Shared::add_counts(::google::protobuf::uint64 value) { - counts_.Add(value); -} -inline const ::google::protobuf::RepeatedField< ::google::protobuf::uint64 >& -PitmanYorProcessDiscrete_Shared::counts() const { - return counts_; -} -inline ::google::protobuf::RepeatedField< ::google::protobuf::uint64 >* -PitmanYorProcessDiscrete_Shared::mutable_counts() { - return &counts_; -} - -// ------------------------------------------------------------------- - -// PitmanYorProcessDiscrete_Group - -// repeated uint32 keys = 1; -inline int PitmanYorProcessDiscrete_Group::keys_size() const { - return keys_.size(); -} -inline void PitmanYorProcessDiscrete_Group::clear_keys() { - keys_.Clear(); -} -inline ::google::protobuf::uint32 PitmanYorProcessDiscrete_Group::keys(int index) const { - return keys_.Get(index); -} -inline void PitmanYorProcessDiscrete_Group::set_keys(int index, ::google::protobuf::uint32 value) { - keys_.Set(index, value); -} -inline void PitmanYorProcessDiscrete_Group::add_keys(::google::protobuf::uint32 value) { - keys_.Add(value); -} -inline const ::google::protobuf::RepeatedField< ::google::protobuf::uint32 >& -PitmanYorProcessDiscrete_Group::keys() const { - return keys_; -} -inline ::google::protobuf::RepeatedField< ::google::protobuf::uint32 >* -PitmanYorProcessDiscrete_Group::mutable_keys() { - return &keys_; -} - -// repeated uint64 values = 2; -inline int PitmanYorProcessDiscrete_Group::values_size() const { - return values_.size(); -} -inline void PitmanYorProcessDiscrete_Group::clear_values() { - values_.Clear(); -} -inline ::google::protobuf::uint64 PitmanYorProcessDiscrete_Group::values(int index) const { - return values_.Get(index); -} -inline void PitmanYorProcessDiscrete_Group::set_values(int index, ::google::protobuf::uint64 value) { - values_.Set(index, value); -} -inline void PitmanYorProcessDiscrete_Group::add_values(::google::protobuf::uint64 value) { - values_.Add(value); -} -inline const ::google::protobuf::RepeatedField< ::google::protobuf::uint64 >& -PitmanYorProcessDiscrete_Group::values() const { - return values_; -} -inline ::google::protobuf::RepeatedField< ::google::protobuf::uint64 >* -PitmanYorProcessDiscrete_Group::mutable_values() { - return &values_; -} - -// ------------------------------------------------------------------- - -// PitmanYorProcessDiscrete - -// ------------------------------------------------------------------- - -// GammaPoisson_Shared - -// required float alpha = 1; -inline bool GammaPoisson_Shared::has_alpha() const { - return (_has_bits_[0] & 0x00000001u) != 0; -} -inline void GammaPoisson_Shared::set_has_alpha() { - _has_bits_[0] |= 0x00000001u; -} -inline void GammaPoisson_Shared::clear_has_alpha() { - _has_bits_[0] &= ~0x00000001u; -} -inline void GammaPoisson_Shared::clear_alpha() { - alpha_ = 0; - clear_has_alpha(); -} -inline float GammaPoisson_Shared::alpha() const { - return alpha_; -} -inline void GammaPoisson_Shared::set_alpha(float value) { - set_has_alpha(); - alpha_ = value; -} - -// required float inv_beta = 2; -inline bool GammaPoisson_Shared::has_inv_beta() const { - return (_has_bits_[0] & 0x00000002u) != 0; -} -inline void GammaPoisson_Shared::set_has_inv_beta() { - _has_bits_[0] |= 0x00000002u; -} -inline void GammaPoisson_Shared::clear_has_inv_beta() { - _has_bits_[0] &= ~0x00000002u; -} -inline void GammaPoisson_Shared::clear_inv_beta() { - inv_beta_ = 0; - clear_has_inv_beta(); -} -inline float GammaPoisson_Shared::inv_beta() const { - return inv_beta_; -} -inline void GammaPoisson_Shared::set_inv_beta(float value) { - set_has_inv_beta(); - inv_beta_ = value; -} - -// ------------------------------------------------------------------- - -// GammaPoisson_Group - -// required uint64 count = 1; -inline bool GammaPoisson_Group::has_count() const { - return (_has_bits_[0] & 0x00000001u) != 0; -} -inline void GammaPoisson_Group::set_has_count() { - _has_bits_[0] |= 0x00000001u; -} -inline void GammaPoisson_Group::clear_has_count() { - _has_bits_[0] &= ~0x00000001u; -} -inline void GammaPoisson_Group::clear_count() { - count_ = GOOGLE_ULONGLONG(0); - clear_has_count(); -} -inline ::google::protobuf::uint64 GammaPoisson_Group::count() const { - return count_; -} -inline void GammaPoisson_Group::set_count(::google::protobuf::uint64 value) { - set_has_count(); - count_ = value; -} - -// required uint64 sum = 2; -inline bool GammaPoisson_Group::has_sum() const { - return (_has_bits_[0] & 0x00000002u) != 0; -} -inline void GammaPoisson_Group::set_has_sum() { - _has_bits_[0] |= 0x00000002u; -} -inline void GammaPoisson_Group::clear_has_sum() { - _has_bits_[0] &= ~0x00000002u; -} -inline void GammaPoisson_Group::clear_sum() { - sum_ = GOOGLE_ULONGLONG(0); - clear_has_sum(); -} -inline ::google::protobuf::uint64 GammaPoisson_Group::sum() const { - return sum_; -} -inline void GammaPoisson_Group::set_sum(::google::protobuf::uint64 value) { - set_has_sum(); - sum_ = value; -} - -// required float log_prod = 3; -inline bool GammaPoisson_Group::has_log_prod() const { - return (_has_bits_[0] & 0x00000004u) != 0; -} -inline void GammaPoisson_Group::set_has_log_prod() { - _has_bits_[0] |= 0x00000004u; -} -inline void GammaPoisson_Group::clear_has_log_prod() { - _has_bits_[0] &= ~0x00000004u; -} -inline void GammaPoisson_Group::clear_log_prod() { - log_prod_ = 0; - clear_has_log_prod(); -} -inline float GammaPoisson_Group::log_prod() const { - return log_prod_; -} -inline void GammaPoisson_Group::set_log_prod(float value) { - set_has_log_prod(); - log_prod_ = value; -} - -// ------------------------------------------------------------------- - -// GammaPoisson - -// ------------------------------------------------------------------- - -// BetaNegativeBinomial_Shared - -// required float alpha = 1; -inline bool BetaNegativeBinomial_Shared::has_alpha() const { - return (_has_bits_[0] & 0x00000001u) != 0; -} -inline void BetaNegativeBinomial_Shared::set_has_alpha() { - _has_bits_[0] |= 0x00000001u; -} -inline void BetaNegativeBinomial_Shared::clear_has_alpha() { - _has_bits_[0] &= ~0x00000001u; -} -inline void BetaNegativeBinomial_Shared::clear_alpha() { - alpha_ = 0; - clear_has_alpha(); -} -inline float BetaNegativeBinomial_Shared::alpha() const { - return alpha_; -} -inline void BetaNegativeBinomial_Shared::set_alpha(float value) { - set_has_alpha(); - alpha_ = value; -} - -// required float beta = 2; -inline bool BetaNegativeBinomial_Shared::has_beta() const { - return (_has_bits_[0] & 0x00000002u) != 0; -} -inline void BetaNegativeBinomial_Shared::set_has_beta() { - _has_bits_[0] |= 0x00000002u; -} -inline void BetaNegativeBinomial_Shared::clear_has_beta() { - _has_bits_[0] &= ~0x00000002u; -} -inline void BetaNegativeBinomial_Shared::clear_beta() { - beta_ = 0; - clear_has_beta(); -} -inline float BetaNegativeBinomial_Shared::beta() const { - return beta_; -} -inline void BetaNegativeBinomial_Shared::set_beta(float value) { - set_has_beta(); - beta_ = value; -} - -// required uint64 r = 3; -inline bool BetaNegativeBinomial_Shared::has_r() const { - return (_has_bits_[0] & 0x00000004u) != 0; -} -inline void BetaNegativeBinomial_Shared::set_has_r() { - _has_bits_[0] |= 0x00000004u; -} -inline void BetaNegativeBinomial_Shared::clear_has_r() { - _has_bits_[0] &= ~0x00000004u; -} -inline void BetaNegativeBinomial_Shared::clear_r() { - r_ = GOOGLE_ULONGLONG(0); - clear_has_r(); -} -inline ::google::protobuf::uint64 BetaNegativeBinomial_Shared::r() const { - return r_; -} -inline void BetaNegativeBinomial_Shared::set_r(::google::protobuf::uint64 value) { - set_has_r(); - r_ = value; -} - -// ------------------------------------------------------------------- - -// BetaNegativeBinomial_Group - -// required uint64 count = 1; -inline bool BetaNegativeBinomial_Group::has_count() const { - return (_has_bits_[0] & 0x00000001u) != 0; -} -inline void BetaNegativeBinomial_Group::set_has_count() { - _has_bits_[0] |= 0x00000001u; -} -inline void BetaNegativeBinomial_Group::clear_has_count() { - _has_bits_[0] &= ~0x00000001u; -} -inline void BetaNegativeBinomial_Group::clear_count() { - count_ = GOOGLE_ULONGLONG(0); - clear_has_count(); -} -inline ::google::protobuf::uint64 BetaNegativeBinomial_Group::count() const { - return count_; -} -inline void BetaNegativeBinomial_Group::set_count(::google::protobuf::uint64 value) { - set_has_count(); - count_ = value; -} - -// required uint64 sum = 2; -inline bool BetaNegativeBinomial_Group::has_sum() const { - return (_has_bits_[0] & 0x00000002u) != 0; -} -inline void BetaNegativeBinomial_Group::set_has_sum() { - _has_bits_[0] |= 0x00000002u; -} -inline void BetaNegativeBinomial_Group::clear_has_sum() { - _has_bits_[0] &= ~0x00000002u; -} -inline void BetaNegativeBinomial_Group::clear_sum() { - sum_ = GOOGLE_ULONGLONG(0); - clear_has_sum(); -} -inline ::google::protobuf::uint64 BetaNegativeBinomial_Group::sum() const { - return sum_; -} -inline void BetaNegativeBinomial_Group::set_sum(::google::protobuf::uint64 value) { - set_has_sum(); - sum_ = value; -} - -// ------------------------------------------------------------------- - -// BetaNegativeBinomial - -// ------------------------------------------------------------------- - -// NormalInverseChiSq_Shared - -// required float mu = 1; -inline bool NormalInverseChiSq_Shared::has_mu() const { - return (_has_bits_[0] & 0x00000001u) != 0; -} -inline void NormalInverseChiSq_Shared::set_has_mu() { - _has_bits_[0] |= 0x00000001u; -} -inline void NormalInverseChiSq_Shared::clear_has_mu() { - _has_bits_[0] &= ~0x00000001u; -} -inline void NormalInverseChiSq_Shared::clear_mu() { - mu_ = 0; - clear_has_mu(); -} -inline float NormalInverseChiSq_Shared::mu() const { - return mu_; -} -inline void NormalInverseChiSq_Shared::set_mu(float value) { - set_has_mu(); - mu_ = value; -} - -// required float kappa = 2; -inline bool NormalInverseChiSq_Shared::has_kappa() const { - return (_has_bits_[0] & 0x00000002u) != 0; -} -inline void NormalInverseChiSq_Shared::set_has_kappa() { - _has_bits_[0] |= 0x00000002u; -} -inline void NormalInverseChiSq_Shared::clear_has_kappa() { - _has_bits_[0] &= ~0x00000002u; -} -inline void NormalInverseChiSq_Shared::clear_kappa() { - kappa_ = 0; - clear_has_kappa(); -} -inline float NormalInverseChiSq_Shared::kappa() const { - return kappa_; -} -inline void NormalInverseChiSq_Shared::set_kappa(float value) { - set_has_kappa(); - kappa_ = value; -} - -// required float sigmasq = 3; -inline bool NormalInverseChiSq_Shared::has_sigmasq() const { - return (_has_bits_[0] & 0x00000004u) != 0; -} -inline void NormalInverseChiSq_Shared::set_has_sigmasq() { - _has_bits_[0] |= 0x00000004u; -} -inline void NormalInverseChiSq_Shared::clear_has_sigmasq() { - _has_bits_[0] &= ~0x00000004u; -} -inline void NormalInverseChiSq_Shared::clear_sigmasq() { - sigmasq_ = 0; - clear_has_sigmasq(); -} -inline float NormalInverseChiSq_Shared::sigmasq() const { - return sigmasq_; -} -inline void NormalInverseChiSq_Shared::set_sigmasq(float value) { - set_has_sigmasq(); - sigmasq_ = value; -} - -// required float nu = 4; -inline bool NormalInverseChiSq_Shared::has_nu() const { - return (_has_bits_[0] & 0x00000008u) != 0; -} -inline void NormalInverseChiSq_Shared::set_has_nu() { - _has_bits_[0] |= 0x00000008u; -} -inline void NormalInverseChiSq_Shared::clear_has_nu() { - _has_bits_[0] &= ~0x00000008u; -} -inline void NormalInverseChiSq_Shared::clear_nu() { - nu_ = 0; - clear_has_nu(); -} -inline float NormalInverseChiSq_Shared::nu() const { - return nu_; -} -inline void NormalInverseChiSq_Shared::set_nu(float value) { - set_has_nu(); - nu_ = value; -} - -// ------------------------------------------------------------------- - -// NormalInverseChiSq_Group - -// required uint64 count = 1; -inline bool NormalInverseChiSq_Group::has_count() const { - return (_has_bits_[0] & 0x00000001u) != 0; -} -inline void NormalInverseChiSq_Group::set_has_count() { - _has_bits_[0] |= 0x00000001u; -} -inline void NormalInverseChiSq_Group::clear_has_count() { - _has_bits_[0] &= ~0x00000001u; -} -inline void NormalInverseChiSq_Group::clear_count() { - count_ = GOOGLE_ULONGLONG(0); - clear_has_count(); -} -inline ::google::protobuf::uint64 NormalInverseChiSq_Group::count() const { - return count_; -} -inline void NormalInverseChiSq_Group::set_count(::google::protobuf::uint64 value) { - set_has_count(); - count_ = value; -} - -// required float mean = 2; -inline bool NormalInverseChiSq_Group::has_mean() const { - return (_has_bits_[0] & 0x00000002u) != 0; -} -inline void NormalInverseChiSq_Group::set_has_mean() { - _has_bits_[0] |= 0x00000002u; -} -inline void NormalInverseChiSq_Group::clear_has_mean() { - _has_bits_[0] &= ~0x00000002u; -} -inline void NormalInverseChiSq_Group::clear_mean() { - mean_ = 0; - clear_has_mean(); -} -inline float NormalInverseChiSq_Group::mean() const { - return mean_; -} -inline void NormalInverseChiSq_Group::set_mean(float value) { - set_has_mean(); - mean_ = value; -} - -// required float count_times_variance = 3; -inline bool NormalInverseChiSq_Group::has_count_times_variance() const { - return (_has_bits_[0] & 0x00000004u) != 0; -} -inline void NormalInverseChiSq_Group::set_has_count_times_variance() { - _has_bits_[0] |= 0x00000004u; -} -inline void NormalInverseChiSq_Group::clear_has_count_times_variance() { - _has_bits_[0] &= ~0x00000004u; -} -inline void NormalInverseChiSq_Group::clear_count_times_variance() { - count_times_variance_ = 0; - clear_has_count_times_variance(); -} -inline float NormalInverseChiSq_Group::count_times_variance() const { - return count_times_variance_; -} -inline void NormalInverseChiSq_Group::set_count_times_variance(float value) { - set_has_count_times_variance(); - count_times_variance_ = value; -} - -// ------------------------------------------------------------------- - -// NormalInverseChiSq - -// ------------------------------------------------------------------- - -// NormalInverseWishart_Shared - -// repeated float mu = 1; -inline int NormalInverseWishart_Shared::mu_size() const { - return mu_.size(); -} -inline void NormalInverseWishart_Shared::clear_mu() { - mu_.Clear(); -} -inline float NormalInverseWishart_Shared::mu(int index) const { - return mu_.Get(index); -} -inline void NormalInverseWishart_Shared::set_mu(int index, float value) { - mu_.Set(index, value); -} -inline void NormalInverseWishart_Shared::add_mu(float value) { - mu_.Add(value); -} -inline const ::google::protobuf::RepeatedField< float >& -NormalInverseWishart_Shared::mu() const { - return mu_; -} -inline ::google::protobuf::RepeatedField< float >* -NormalInverseWishart_Shared::mutable_mu() { - return &mu_; -} - -// required float kappa = 2; -inline bool NormalInverseWishart_Shared::has_kappa() const { - return (_has_bits_[0] & 0x00000002u) != 0; -} -inline void NormalInverseWishart_Shared::set_has_kappa() { - _has_bits_[0] |= 0x00000002u; -} -inline void NormalInverseWishart_Shared::clear_has_kappa() { - _has_bits_[0] &= ~0x00000002u; -} -inline void NormalInverseWishart_Shared::clear_kappa() { - kappa_ = 0; - clear_has_kappa(); -} -inline float NormalInverseWishart_Shared::kappa() const { - return kappa_; -} -inline void NormalInverseWishart_Shared::set_kappa(float value) { - set_has_kappa(); - kappa_ = value; -} - -// repeated float psi = 3; -inline int NormalInverseWishart_Shared::psi_size() const { - return psi_.size(); -} -inline void NormalInverseWishart_Shared::clear_psi() { - psi_.Clear(); -} -inline float NormalInverseWishart_Shared::psi(int index) const { - return psi_.Get(index); -} -inline void NormalInverseWishart_Shared::set_psi(int index, float value) { - psi_.Set(index, value); -} -inline void NormalInverseWishart_Shared::add_psi(float value) { - psi_.Add(value); -} -inline const ::google::protobuf::RepeatedField< float >& -NormalInverseWishart_Shared::psi() const { - return psi_; -} -inline ::google::protobuf::RepeatedField< float >* -NormalInverseWishart_Shared::mutable_psi() { - return &psi_; -} - -// required float nu = 4; -inline bool NormalInverseWishart_Shared::has_nu() const { - return (_has_bits_[0] & 0x00000008u) != 0; -} -inline void NormalInverseWishart_Shared::set_has_nu() { - _has_bits_[0] |= 0x00000008u; -} -inline void NormalInverseWishart_Shared::clear_has_nu() { - _has_bits_[0] &= ~0x00000008u; -} -inline void NormalInverseWishart_Shared::clear_nu() { - nu_ = 0; - clear_has_nu(); -} -inline float NormalInverseWishart_Shared::nu() const { - return nu_; -} -inline void NormalInverseWishart_Shared::set_nu(float value) { - set_has_nu(); - nu_ = value; -} - -// ------------------------------------------------------------------- - -// NormalInverseWishart_Group - -// required int32 count = 1; -inline bool NormalInverseWishart_Group::has_count() const { - return (_has_bits_[0] & 0x00000001u) != 0; -} -inline void NormalInverseWishart_Group::set_has_count() { - _has_bits_[0] |= 0x00000001u; -} -inline void NormalInverseWishart_Group::clear_has_count() { - _has_bits_[0] &= ~0x00000001u; -} -inline void NormalInverseWishart_Group::clear_count() { - count_ = 0; - clear_has_count(); -} -inline ::google::protobuf::int32 NormalInverseWishart_Group::count() const { - return count_; -} -inline void NormalInverseWishart_Group::set_count(::google::protobuf::int32 value) { - set_has_count(); - count_ = value; -} - -// repeated float sum_x = 2; -inline int NormalInverseWishart_Group::sum_x_size() const { - return sum_x_.size(); -} -inline void NormalInverseWishart_Group::clear_sum_x() { - sum_x_.Clear(); -} -inline float NormalInverseWishart_Group::sum_x(int index) const { - return sum_x_.Get(index); -} -inline void NormalInverseWishart_Group::set_sum_x(int index, float value) { - sum_x_.Set(index, value); -} -inline void NormalInverseWishart_Group::add_sum_x(float value) { - sum_x_.Add(value); -} -inline const ::google::protobuf::RepeatedField< float >& -NormalInverseWishart_Group::sum_x() const { - return sum_x_; -} -inline ::google::protobuf::RepeatedField< float >* -NormalInverseWishart_Group::mutable_sum_x() { - return &sum_x_; -} - -// repeated float sum_xxT = 3; -inline int NormalInverseWishart_Group::sum_xxt_size() const { - return sum_xxt_.size(); -} -inline void NormalInverseWishart_Group::clear_sum_xxt() { - sum_xxt_.Clear(); -} -inline float NormalInverseWishart_Group::sum_xxt(int index) const { - return sum_xxt_.Get(index); -} -inline void NormalInverseWishart_Group::set_sum_xxt(int index, float value) { - sum_xxt_.Set(index, value); -} -inline void NormalInverseWishart_Group::add_sum_xxt(float value) { - sum_xxt_.Add(value); -} -inline const ::google::protobuf::RepeatedField< float >& -NormalInverseWishart_Group::sum_xxt() const { - return sum_xxt_; -} -inline ::google::protobuf::RepeatedField< float >* -NormalInverseWishart_Group::mutable_sum_xxt() { - return &sum_xxt_; -} - -// ------------------------------------------------------------------- - -// NormalInverseWishart - - -// @@protoc_insertion_point(namespace_scope) - -} // namespace distributions -} // namespace protobuf - -#ifndef SWIG -namespace google { -namespace protobuf { - - -} // namespace google -} // namespace protobuf -#endif // SWIG - -// @@protoc_insertion_point(global_scope) - -#endif // PROTOBUF_distributions_2fio_2fschema_2eproto__INCLUDED diff --git a/include/distributions/mixture.hpp b/include/distributions/mixture.hpp index dde7597..2a56beb 100644 --- a/include/distributions/mixture.hpp +++ b/include/distributions/mixture.hpp @@ -144,7 +144,7 @@ struct MixtureDriver { return model.score_counts(counts_); } - private: + private: std::vector counts_; IdSet empty_groupids_; count_t sample_size_; @@ -220,7 +220,7 @@ struct MixtureSlaveGroups { } } - private: + private: Packed_ groups_; }; @@ -443,7 +443,7 @@ struct MixtureSlave { data_scorer_.validate(shared, groups()); } - private: + private: MixtureSlaveGroups groups_; ValueScorer value_scorer_; DataScorer data_scorer_; @@ -514,7 +514,7 @@ struct MixtureIdTracker { size_t packed_size() const { return packed_to_global_.size(); } size_t global_size() const { return global_size_; } - private: + private: Packed_ packed_to_global_; std::unordered_map> global_to_packed_; size_t global_size_; diff --git a/include/distributions/models/bb.hpp b/include/distributions/models/bb.hpp index 65a2f2c..6aa0fa2 100644 --- a/include/distributions/models/bb.hpp +++ b/include/distributions/models/bb.hpp @@ -319,7 +319,7 @@ struct MixtureValueScorer : MixtureSlaveValueScorerMixin { DIST_ASSERT_EQ(tails_scores_.size(), groups.size()); } - private: + private: VectorFloat heads_scores_; VectorFloat tails_scores_; }; diff --git a/include/distributions/models/bnb.hpp b/include/distributions/models/bnb.hpp index 20f95e7..f4e747e 100644 --- a/include/distributions/models/bnb.hpp +++ b/include/distributions/models/bnb.hpp @@ -334,7 +334,7 @@ struct MixtureValueScorer : MixtureSlaveValueScorerMixin { DIST_ASSERT_EQ(alpha_.size(), groups.size()); } - private: + private: VectorFloat score_; VectorFloat post_beta_; VectorFloat alpha_; diff --git a/include/distributions/models/dd.hpp b/include/distributions/models/dd.hpp index feb81e9..9b7b00a 100644 --- a/include/distributions/models/dd.hpp +++ b/include/distributions/models/dd.hpp @@ -283,7 +283,7 @@ struct MixtureDataScorer } } - private: + private: void _init( const Shared & shared, const std::vector & groups) const { @@ -454,7 +454,7 @@ struct MixtureValueScorer : MixtureSlaveValueScorerMixin { DIST_ASSERT_EQ(scores_shift_.size(), groups.size()); } - private: + private: void _update_group_value( const Shared & shared, size_t groupid, diff --git a/include/distributions/models/dpd.hpp b/include/distributions/models/dpd.hpp index d52b9a0..970d6a1 100644 --- a/include/distributions/models/dpd.hpp +++ b/include/distributions/models/dpd.hpp @@ -561,7 +561,7 @@ struct MixtureValueScorer : MixtureSlaveValueScorerMixin { validate(shared, groups.size()); } - private: + private: void _validate(const Shared & shared, size_t group_count) const { if (DIST_DEBUG_LEVEL >= 3) { validate(shared, group_count); diff --git a/include/distributions/models/gp.hpp b/include/distributions/models/gp.hpp index 39dd6a9..30970e5 100644 --- a/include/distributions/models/gp.hpp +++ b/include/distributions/models/gp.hpp @@ -327,7 +327,7 @@ struct MixtureValueScorer : MixtureSlaveValueScorerMixin { DIST_ASSERT_EQ(score_coeff_.size(), groups.size()); } - private: + private: VectorFloat score_; VectorFloat post_alpha_; VectorFloat score_coeff_; diff --git a/include/distributions/models/nich.hpp b/include/distributions/models/nich.hpp index 1283ef3..d3cb9de 100644 --- a/include/distributions/models/nich.hpp +++ b/include/distributions/models/nich.hpp @@ -377,7 +377,7 @@ struct MixtureValueScorer : MixtureSlaveValueScorerMixin { DIST_ASSERT_EQ(mean_.size(), groups.size()); } - private: + private: VectorFloat score_; VectorFloat log_coeff_; VectorFloat precision_; diff --git a/include/distributions/sparse.hpp b/include/distributions/sparse.hpp index 17723a8..c829721 100644 --- a/include/distributions/sparse.hpp +++ b/include/distributions/sparse.hpp @@ -40,7 +40,7 @@ class Sparse_ { map_t map_; - public: + public: typedef Key key_t; typedef Value value_t; typedef typename map_t::iterator iterator; @@ -115,7 +115,7 @@ class SparseCounter { map_t map_; Value total_; - public: + public: typedef Key key_t; typedef Value value_t; typedef typename map_t::const_iterator iterator; diff --git a/include/distributions/special.hpp b/include/distributions/special.hpp index 1781e32..7b348de 100644 --- a/include/distributions/special.hpp +++ b/include/distributions/special.hpp @@ -35,8 +35,6 @@ #include #include -#define M_PIf (3.14159265358979f) - namespace distributions { template T sqr(const T & t) { @@ -51,7 +49,7 @@ namespace detail { /// Implements the ICSI fast log algorithm, v2. class FastLog { - public: + public: explicit FastLog(int N); inline float log(float x) { @@ -66,7 +64,7 @@ class FastLog { return (static_cast(exp) + table_[man]) * 0.69314718055994529f; } - private: + private: const int N_; std::vector table_; }; diff --git a/include/distributions/timers.hpp b/include/distributions/timers.hpp index 8be8a94..5c3497a 100644 --- a/include/distributions/timers.hpp +++ b/include/distributions/timers.hpp @@ -25,7 +25,7 @@ // TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE // USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. -# pragma once +#pragma once #include #include diff --git a/include/distributions/vector.hpp b/include/distributions/vector.hpp index 920fe82..1a38a9b 100644 --- a/include/distributions/vector.hpp +++ b/include/distributions/vector.hpp @@ -46,7 +46,9 @@ struct Packed_ : std::vector { void packed_remove(size_t pos) { DIST_ASSERT1(pos < Base::size(), "bad pos: " << pos); - Base::operator[](pos) = std::move(Base::back()); + if (pos != Base::size() - 1) { + Base::operator[](pos) = std::move(Base::back()); + } Base::pop_back(); } @@ -62,7 +64,7 @@ struct Packed_ : std::vector { template class Aligned_ { - public: + public: Aligned_(Value * data, size_t size) : data_(data), size_(size) { @@ -81,7 +83,7 @@ class Aligned_ { size_t size() const { return size_; } Value & operator[] (size_t i) { return data_[i]; } - private: + private: Value * const data_; const size_t size_; }; diff --git a/requirements.txt b/requirements.txt index c84e7c8..953900c 100644 --- a/requirements.txt +++ b/requirements.txt @@ -2,6 +2,8 @@ setuptools>=2.2 numpy>=1.6.1 scipy>=0.9.0 cython>=0.20.1 +scikit-learn +goftests simplejson protobuf parsable diff --git a/setup.py b/setup.py index a6cddef..fde521e 100644 --- a/setup.py +++ b/setup.py @@ -53,6 +53,10 @@ clang = False if sys.platform.lower().startswith('darwin'): clang = True +if os.environ.get('CC', '').startswith('gcc'): + clang = False +if os.environ.get('CXX', '').startswith('g++'): + clang = False include_dirs = ['include', 'distributions'] @@ -86,15 +90,15 @@ '-O3', '-ffast-math', '-funsafe-math-optimizations', - #'-fno-trapping-math', - #'-ffinite-math-only', - #'-fvect-cost-model', + # '-fno-trapping-math', + # '-ffinite-math-only', + # '-fvect-cost-model', '-mfpmath=sse', '-msse4.1', - #'-mavx', - #'-mrecip', - #'-march=native', - #'-DNPY_NO_DEPRECATED_API=NPY_1_7_API_VERSION', + # '-mavx', + # '-mrecip', + # '-march=native', + # '-DNPY_NO_DEPRECATED_API=NPY_1_7_API_VERSION', ]) @@ -184,7 +188,7 @@ def make_extensions(names): 'name': 'distributions', 'description': 'Primitives for Bayesian MCMC inference', 'long_description': long_description, - 'url': 'https://github.com/forcedotcom/distributions', + 'url': 'https://github.com/posterior/distributions', 'author': 'Jonathan Glidden, Eric Jonas, Fritz Obermeyer, Cap Petschulat', 'maintainer': 'Fritz Obermeyer', 'maintainer_email': 'fritz.obermeyer@gmail.com', diff --git a/src/io/schema.pb.cc b/src/io/schema.pb.cc deleted file mode 100644 index 15dbced..0000000 --- a/src/io/schema.pb.cc +++ /dev/null @@ -1,7138 +0,0 @@ -// Generated by the protocol buffer compiler. DO NOT EDIT! - -#define INTERNAL_SUPPRESS_PROTOBUF_FIELD_DEPRECATION -#include "distributions/io/schema.pb.h" - -#include - -#include -#include -#include -#include -#include -#include -// @@protoc_insertion_point(includes) - -namespace protobuf { -namespace distributions { - -namespace { - -const ::google::protobuf::Descriptor* Clustering_descriptor_ = NULL; -const ::google::protobuf::internal::GeneratedMessageReflection* - Clustering_reflection_ = NULL; -const ::google::protobuf::Descriptor* Clustering_PitmanYor_descriptor_ = NULL; -const ::google::protobuf::internal::GeneratedMessageReflection* - Clustering_PitmanYor_reflection_ = NULL; -const ::google::protobuf::Descriptor* Clustering_LowEntropy_descriptor_ = NULL; -const ::google::protobuf::internal::GeneratedMessageReflection* - Clustering_LowEntropy_reflection_ = NULL; -const ::google::protobuf::Descriptor* BetaBernoulli_descriptor_ = NULL; -const ::google::protobuf::internal::GeneratedMessageReflection* - BetaBernoulli_reflection_ = NULL; -const ::google::protobuf::Descriptor* BetaBernoulli_Shared_descriptor_ = NULL; -const ::google::protobuf::internal::GeneratedMessageReflection* - BetaBernoulli_Shared_reflection_ = NULL; -const ::google::protobuf::Descriptor* BetaBernoulli_Group_descriptor_ = NULL; -const ::google::protobuf::internal::GeneratedMessageReflection* - BetaBernoulli_Group_reflection_ = NULL; -const ::google::protobuf::Descriptor* DirichletDiscrete_descriptor_ = NULL; -const ::google::protobuf::internal::GeneratedMessageReflection* - DirichletDiscrete_reflection_ = NULL; -const ::google::protobuf::Descriptor* DirichletDiscrete_Shared_descriptor_ = NULL; -const ::google::protobuf::internal::GeneratedMessageReflection* - DirichletDiscrete_Shared_reflection_ = NULL; -const ::google::protobuf::Descriptor* DirichletDiscrete_Group_descriptor_ = NULL; -const ::google::protobuf::internal::GeneratedMessageReflection* - DirichletDiscrete_Group_reflection_ = NULL; -const ::google::protobuf::Descriptor* DirichletProcessDiscrete_descriptor_ = NULL; -const ::google::protobuf::internal::GeneratedMessageReflection* - DirichletProcessDiscrete_reflection_ = NULL; -const ::google::protobuf::Descriptor* DirichletProcessDiscrete_Shared_descriptor_ = NULL; -const ::google::protobuf::internal::GeneratedMessageReflection* - DirichletProcessDiscrete_Shared_reflection_ = NULL; -const ::google::protobuf::Descriptor* DirichletProcessDiscrete_Group_descriptor_ = NULL; -const ::google::protobuf::internal::GeneratedMessageReflection* - DirichletProcessDiscrete_Group_reflection_ = NULL; -const ::google::protobuf::Descriptor* PitmanYorProcessDiscrete_descriptor_ = NULL; -const ::google::protobuf::internal::GeneratedMessageReflection* - PitmanYorProcessDiscrete_reflection_ = NULL; -const ::google::protobuf::Descriptor* PitmanYorProcessDiscrete_Shared_descriptor_ = NULL; -const ::google::protobuf::internal::GeneratedMessageReflection* - PitmanYorProcessDiscrete_Shared_reflection_ = NULL; -const ::google::protobuf::Descriptor* PitmanYorProcessDiscrete_Group_descriptor_ = NULL; -const ::google::protobuf::internal::GeneratedMessageReflection* - PitmanYorProcessDiscrete_Group_reflection_ = NULL; -const ::google::protobuf::Descriptor* GammaPoisson_descriptor_ = NULL; -const ::google::protobuf::internal::GeneratedMessageReflection* - GammaPoisson_reflection_ = NULL; -const ::google::protobuf::Descriptor* GammaPoisson_Shared_descriptor_ = NULL; -const ::google::protobuf::internal::GeneratedMessageReflection* - GammaPoisson_Shared_reflection_ = NULL; -const ::google::protobuf::Descriptor* GammaPoisson_Group_descriptor_ = NULL; -const ::google::protobuf::internal::GeneratedMessageReflection* - GammaPoisson_Group_reflection_ = NULL; -const ::google::protobuf::Descriptor* BetaNegativeBinomial_descriptor_ = NULL; -const ::google::protobuf::internal::GeneratedMessageReflection* - BetaNegativeBinomial_reflection_ = NULL; -const ::google::protobuf::Descriptor* BetaNegativeBinomial_Shared_descriptor_ = NULL; -const ::google::protobuf::internal::GeneratedMessageReflection* - BetaNegativeBinomial_Shared_reflection_ = NULL; -const ::google::protobuf::Descriptor* BetaNegativeBinomial_Group_descriptor_ = NULL; -const ::google::protobuf::internal::GeneratedMessageReflection* - BetaNegativeBinomial_Group_reflection_ = NULL; -const ::google::protobuf::Descriptor* NormalInverseChiSq_descriptor_ = NULL; -const ::google::protobuf::internal::GeneratedMessageReflection* - NormalInverseChiSq_reflection_ = NULL; -const ::google::protobuf::Descriptor* NormalInverseChiSq_Shared_descriptor_ = NULL; -const ::google::protobuf::internal::GeneratedMessageReflection* - NormalInverseChiSq_Shared_reflection_ = NULL; -const ::google::protobuf::Descriptor* NormalInverseChiSq_Group_descriptor_ = NULL; -const ::google::protobuf::internal::GeneratedMessageReflection* - NormalInverseChiSq_Group_reflection_ = NULL; -const ::google::protobuf::Descriptor* NormalInverseWishart_descriptor_ = NULL; -const ::google::protobuf::internal::GeneratedMessageReflection* - NormalInverseWishart_reflection_ = NULL; -const ::google::protobuf::Descriptor* NormalInverseWishart_Shared_descriptor_ = NULL; -const ::google::protobuf::internal::GeneratedMessageReflection* - NormalInverseWishart_Shared_reflection_ = NULL; -const ::google::protobuf::Descriptor* NormalInverseWishart_Group_descriptor_ = NULL; -const ::google::protobuf::internal::GeneratedMessageReflection* - NormalInverseWishart_Group_reflection_ = NULL; - -} // namespace - - -void protobuf_AssignDesc_distributions_2fio_2fschema_2eproto() { - protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); - const ::google::protobuf::FileDescriptor* file = - ::google::protobuf::DescriptorPool::generated_pool()->FindFileByName( - "distributions/io/schema.proto"); - GOOGLE_CHECK(file != NULL); - Clustering_descriptor_ = file->message_type(0); - static const int Clustering_offsets_[2] = { - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(Clustering, pitman_yor_), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(Clustering, low_entropy_), - }; - Clustering_reflection_ = - new ::google::protobuf::internal::GeneratedMessageReflection( - Clustering_descriptor_, - Clustering::default_instance_, - Clustering_offsets_, - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(Clustering, _has_bits_[0]), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(Clustering, _unknown_fields_), - -1, - ::google::protobuf::DescriptorPool::generated_pool(), - ::google::protobuf::MessageFactory::generated_factory(), - sizeof(Clustering)); - Clustering_PitmanYor_descriptor_ = Clustering_descriptor_->nested_type(0); - static const int Clustering_PitmanYor_offsets_[2] = { - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(Clustering_PitmanYor, alpha_), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(Clustering_PitmanYor, d_), - }; - Clustering_PitmanYor_reflection_ = - new ::google::protobuf::internal::GeneratedMessageReflection( - Clustering_PitmanYor_descriptor_, - Clustering_PitmanYor::default_instance_, - Clustering_PitmanYor_offsets_, - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(Clustering_PitmanYor, _has_bits_[0]), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(Clustering_PitmanYor, _unknown_fields_), - -1, - ::google::protobuf::DescriptorPool::generated_pool(), - ::google::protobuf::MessageFactory::generated_factory(), - sizeof(Clustering_PitmanYor)); - Clustering_LowEntropy_descriptor_ = Clustering_descriptor_->nested_type(1); - static const int Clustering_LowEntropy_offsets_[1] = { - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(Clustering_LowEntropy, dataset_size_), - }; - Clustering_LowEntropy_reflection_ = - new ::google::protobuf::internal::GeneratedMessageReflection( - Clustering_LowEntropy_descriptor_, - Clustering_LowEntropy::default_instance_, - Clustering_LowEntropy_offsets_, - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(Clustering_LowEntropy, _has_bits_[0]), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(Clustering_LowEntropy, _unknown_fields_), - -1, - ::google::protobuf::DescriptorPool::generated_pool(), - ::google::protobuf::MessageFactory::generated_factory(), - sizeof(Clustering_LowEntropy)); - BetaBernoulli_descriptor_ = file->message_type(1); - static const int BetaBernoulli_offsets_[1] = { - }; - BetaBernoulli_reflection_ = - new ::google::protobuf::internal::GeneratedMessageReflection( - BetaBernoulli_descriptor_, - BetaBernoulli::default_instance_, - BetaBernoulli_offsets_, - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(BetaBernoulli, _has_bits_[0]), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(BetaBernoulli, _unknown_fields_), - -1, - ::google::protobuf::DescriptorPool::generated_pool(), - ::google::protobuf::MessageFactory::generated_factory(), - sizeof(BetaBernoulli)); - BetaBernoulli_Shared_descriptor_ = BetaBernoulli_descriptor_->nested_type(0); - static const int BetaBernoulli_Shared_offsets_[2] = { - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(BetaBernoulli_Shared, alpha_), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(BetaBernoulli_Shared, beta_), - }; - BetaBernoulli_Shared_reflection_ = - new ::google::protobuf::internal::GeneratedMessageReflection( - BetaBernoulli_Shared_descriptor_, - BetaBernoulli_Shared::default_instance_, - BetaBernoulli_Shared_offsets_, - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(BetaBernoulli_Shared, _has_bits_[0]), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(BetaBernoulli_Shared, _unknown_fields_), - -1, - ::google::protobuf::DescriptorPool::generated_pool(), - ::google::protobuf::MessageFactory::generated_factory(), - sizeof(BetaBernoulli_Shared)); - BetaBernoulli_Group_descriptor_ = BetaBernoulli_descriptor_->nested_type(1); - static const int BetaBernoulli_Group_offsets_[2] = { - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(BetaBernoulli_Group, heads_), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(BetaBernoulli_Group, tails_), - }; - BetaBernoulli_Group_reflection_ = - new ::google::protobuf::internal::GeneratedMessageReflection( - BetaBernoulli_Group_descriptor_, - BetaBernoulli_Group::default_instance_, - BetaBernoulli_Group_offsets_, - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(BetaBernoulli_Group, _has_bits_[0]), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(BetaBernoulli_Group, _unknown_fields_), - -1, - ::google::protobuf::DescriptorPool::generated_pool(), - ::google::protobuf::MessageFactory::generated_factory(), - sizeof(BetaBernoulli_Group)); - DirichletDiscrete_descriptor_ = file->message_type(2); - static const int DirichletDiscrete_offsets_[1] = { - }; - DirichletDiscrete_reflection_ = - new ::google::protobuf::internal::GeneratedMessageReflection( - DirichletDiscrete_descriptor_, - DirichletDiscrete::default_instance_, - DirichletDiscrete_offsets_, - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(DirichletDiscrete, _has_bits_[0]), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(DirichletDiscrete, _unknown_fields_), - -1, - ::google::protobuf::DescriptorPool::generated_pool(), - ::google::protobuf::MessageFactory::generated_factory(), - sizeof(DirichletDiscrete)); - DirichletDiscrete_Shared_descriptor_ = DirichletDiscrete_descriptor_->nested_type(0); - static const int DirichletDiscrete_Shared_offsets_[1] = { - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(DirichletDiscrete_Shared, alphas_), - }; - DirichletDiscrete_Shared_reflection_ = - new ::google::protobuf::internal::GeneratedMessageReflection( - DirichletDiscrete_Shared_descriptor_, - DirichletDiscrete_Shared::default_instance_, - DirichletDiscrete_Shared_offsets_, - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(DirichletDiscrete_Shared, _has_bits_[0]), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(DirichletDiscrete_Shared, _unknown_fields_), - -1, - ::google::protobuf::DescriptorPool::generated_pool(), - ::google::protobuf::MessageFactory::generated_factory(), - sizeof(DirichletDiscrete_Shared)); - DirichletDiscrete_Group_descriptor_ = DirichletDiscrete_descriptor_->nested_type(1); - static const int DirichletDiscrete_Group_offsets_[1] = { - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(DirichletDiscrete_Group, counts_), - }; - DirichletDiscrete_Group_reflection_ = - new ::google::protobuf::internal::GeneratedMessageReflection( - DirichletDiscrete_Group_descriptor_, - DirichletDiscrete_Group::default_instance_, - DirichletDiscrete_Group_offsets_, - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(DirichletDiscrete_Group, _has_bits_[0]), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(DirichletDiscrete_Group, _unknown_fields_), - -1, - ::google::protobuf::DescriptorPool::generated_pool(), - ::google::protobuf::MessageFactory::generated_factory(), - sizeof(DirichletDiscrete_Group)); - DirichletProcessDiscrete_descriptor_ = file->message_type(3); - static const int DirichletProcessDiscrete_offsets_[1] = { - }; - DirichletProcessDiscrete_reflection_ = - new ::google::protobuf::internal::GeneratedMessageReflection( - DirichletProcessDiscrete_descriptor_, - DirichletProcessDiscrete::default_instance_, - DirichletProcessDiscrete_offsets_, - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(DirichletProcessDiscrete, _has_bits_[0]), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(DirichletProcessDiscrete, _unknown_fields_), - -1, - ::google::protobuf::DescriptorPool::generated_pool(), - ::google::protobuf::MessageFactory::generated_factory(), - sizeof(DirichletProcessDiscrete)); - DirichletProcessDiscrete_Shared_descriptor_ = DirichletProcessDiscrete_descriptor_->nested_type(0); - static const int DirichletProcessDiscrete_Shared_offsets_[5] = { - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(DirichletProcessDiscrete_Shared, gamma_), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(DirichletProcessDiscrete_Shared, alpha_), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(DirichletProcessDiscrete_Shared, values_), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(DirichletProcessDiscrete_Shared, betas_), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(DirichletProcessDiscrete_Shared, counts_), - }; - DirichletProcessDiscrete_Shared_reflection_ = - new ::google::protobuf::internal::GeneratedMessageReflection( - DirichletProcessDiscrete_Shared_descriptor_, - DirichletProcessDiscrete_Shared::default_instance_, - DirichletProcessDiscrete_Shared_offsets_, - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(DirichletProcessDiscrete_Shared, _has_bits_[0]), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(DirichletProcessDiscrete_Shared, _unknown_fields_), - -1, - ::google::protobuf::DescriptorPool::generated_pool(), - ::google::protobuf::MessageFactory::generated_factory(), - sizeof(DirichletProcessDiscrete_Shared)); - DirichletProcessDiscrete_Group_descriptor_ = DirichletProcessDiscrete_descriptor_->nested_type(1); - static const int DirichletProcessDiscrete_Group_offsets_[2] = { - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(DirichletProcessDiscrete_Group, keys_), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(DirichletProcessDiscrete_Group, values_), - }; - DirichletProcessDiscrete_Group_reflection_ = - new ::google::protobuf::internal::GeneratedMessageReflection( - DirichletProcessDiscrete_Group_descriptor_, - DirichletProcessDiscrete_Group::default_instance_, - DirichletProcessDiscrete_Group_offsets_, - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(DirichletProcessDiscrete_Group, _has_bits_[0]), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(DirichletProcessDiscrete_Group, _unknown_fields_), - -1, - ::google::protobuf::DescriptorPool::generated_pool(), - ::google::protobuf::MessageFactory::generated_factory(), - sizeof(DirichletProcessDiscrete_Group)); - PitmanYorProcessDiscrete_descriptor_ = file->message_type(4); - static const int PitmanYorProcessDiscrete_offsets_[1] = { - }; - PitmanYorProcessDiscrete_reflection_ = - new ::google::protobuf::internal::GeneratedMessageReflection( - PitmanYorProcessDiscrete_descriptor_, - PitmanYorProcessDiscrete::default_instance_, - PitmanYorProcessDiscrete_offsets_, - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(PitmanYorProcessDiscrete, _has_bits_[0]), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(PitmanYorProcessDiscrete, _unknown_fields_), - -1, - ::google::protobuf::DescriptorPool::generated_pool(), - ::google::protobuf::MessageFactory::generated_factory(), - sizeof(PitmanYorProcessDiscrete)); - PitmanYorProcessDiscrete_Shared_descriptor_ = PitmanYorProcessDiscrete_descriptor_->nested_type(0); - static const int PitmanYorProcessDiscrete_Shared_offsets_[3] = { - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(PitmanYorProcessDiscrete_Shared, alpha_), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(PitmanYorProcessDiscrete_Shared, d_), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(PitmanYorProcessDiscrete_Shared, counts_), - }; - PitmanYorProcessDiscrete_Shared_reflection_ = - new ::google::protobuf::internal::GeneratedMessageReflection( - PitmanYorProcessDiscrete_Shared_descriptor_, - PitmanYorProcessDiscrete_Shared::default_instance_, - PitmanYorProcessDiscrete_Shared_offsets_, - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(PitmanYorProcessDiscrete_Shared, _has_bits_[0]), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(PitmanYorProcessDiscrete_Shared, _unknown_fields_), - -1, - ::google::protobuf::DescriptorPool::generated_pool(), - ::google::protobuf::MessageFactory::generated_factory(), - sizeof(PitmanYorProcessDiscrete_Shared)); - PitmanYorProcessDiscrete_Group_descriptor_ = PitmanYorProcessDiscrete_descriptor_->nested_type(1); - static const int PitmanYorProcessDiscrete_Group_offsets_[2] = { - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(PitmanYorProcessDiscrete_Group, keys_), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(PitmanYorProcessDiscrete_Group, values_), - }; - PitmanYorProcessDiscrete_Group_reflection_ = - new ::google::protobuf::internal::GeneratedMessageReflection( - PitmanYorProcessDiscrete_Group_descriptor_, - PitmanYorProcessDiscrete_Group::default_instance_, - PitmanYorProcessDiscrete_Group_offsets_, - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(PitmanYorProcessDiscrete_Group, _has_bits_[0]), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(PitmanYorProcessDiscrete_Group, _unknown_fields_), - -1, - ::google::protobuf::DescriptorPool::generated_pool(), - ::google::protobuf::MessageFactory::generated_factory(), - sizeof(PitmanYorProcessDiscrete_Group)); - GammaPoisson_descriptor_ = file->message_type(5); - static const int GammaPoisson_offsets_[1] = { - }; - GammaPoisson_reflection_ = - new ::google::protobuf::internal::GeneratedMessageReflection( - GammaPoisson_descriptor_, - GammaPoisson::default_instance_, - GammaPoisson_offsets_, - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(GammaPoisson, _has_bits_[0]), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(GammaPoisson, _unknown_fields_), - -1, - ::google::protobuf::DescriptorPool::generated_pool(), - ::google::protobuf::MessageFactory::generated_factory(), - sizeof(GammaPoisson)); - GammaPoisson_Shared_descriptor_ = GammaPoisson_descriptor_->nested_type(0); - static const int GammaPoisson_Shared_offsets_[2] = { - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(GammaPoisson_Shared, alpha_), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(GammaPoisson_Shared, inv_beta_), - }; - GammaPoisson_Shared_reflection_ = - new ::google::protobuf::internal::GeneratedMessageReflection( - GammaPoisson_Shared_descriptor_, - GammaPoisson_Shared::default_instance_, - GammaPoisson_Shared_offsets_, - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(GammaPoisson_Shared, _has_bits_[0]), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(GammaPoisson_Shared, _unknown_fields_), - -1, - ::google::protobuf::DescriptorPool::generated_pool(), - ::google::protobuf::MessageFactory::generated_factory(), - sizeof(GammaPoisson_Shared)); - GammaPoisson_Group_descriptor_ = GammaPoisson_descriptor_->nested_type(1); - static const int GammaPoisson_Group_offsets_[3] = { - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(GammaPoisson_Group, count_), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(GammaPoisson_Group, sum_), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(GammaPoisson_Group, log_prod_), - }; - GammaPoisson_Group_reflection_ = - new ::google::protobuf::internal::GeneratedMessageReflection( - GammaPoisson_Group_descriptor_, - GammaPoisson_Group::default_instance_, - GammaPoisson_Group_offsets_, - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(GammaPoisson_Group, _has_bits_[0]), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(GammaPoisson_Group, _unknown_fields_), - -1, - ::google::protobuf::DescriptorPool::generated_pool(), - ::google::protobuf::MessageFactory::generated_factory(), - sizeof(GammaPoisson_Group)); - BetaNegativeBinomial_descriptor_ = file->message_type(6); - static const int BetaNegativeBinomial_offsets_[1] = { - }; - BetaNegativeBinomial_reflection_ = - new ::google::protobuf::internal::GeneratedMessageReflection( - BetaNegativeBinomial_descriptor_, - BetaNegativeBinomial::default_instance_, - BetaNegativeBinomial_offsets_, - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(BetaNegativeBinomial, _has_bits_[0]), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(BetaNegativeBinomial, _unknown_fields_), - -1, - ::google::protobuf::DescriptorPool::generated_pool(), - ::google::protobuf::MessageFactory::generated_factory(), - sizeof(BetaNegativeBinomial)); - BetaNegativeBinomial_Shared_descriptor_ = BetaNegativeBinomial_descriptor_->nested_type(0); - static const int BetaNegativeBinomial_Shared_offsets_[3] = { - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(BetaNegativeBinomial_Shared, alpha_), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(BetaNegativeBinomial_Shared, beta_), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(BetaNegativeBinomial_Shared, r_), - }; - BetaNegativeBinomial_Shared_reflection_ = - new ::google::protobuf::internal::GeneratedMessageReflection( - BetaNegativeBinomial_Shared_descriptor_, - BetaNegativeBinomial_Shared::default_instance_, - BetaNegativeBinomial_Shared_offsets_, - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(BetaNegativeBinomial_Shared, _has_bits_[0]), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(BetaNegativeBinomial_Shared, _unknown_fields_), - -1, - ::google::protobuf::DescriptorPool::generated_pool(), - ::google::protobuf::MessageFactory::generated_factory(), - sizeof(BetaNegativeBinomial_Shared)); - BetaNegativeBinomial_Group_descriptor_ = BetaNegativeBinomial_descriptor_->nested_type(1); - static const int BetaNegativeBinomial_Group_offsets_[2] = { - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(BetaNegativeBinomial_Group, count_), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(BetaNegativeBinomial_Group, sum_), - }; - BetaNegativeBinomial_Group_reflection_ = - new ::google::protobuf::internal::GeneratedMessageReflection( - BetaNegativeBinomial_Group_descriptor_, - BetaNegativeBinomial_Group::default_instance_, - BetaNegativeBinomial_Group_offsets_, - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(BetaNegativeBinomial_Group, _has_bits_[0]), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(BetaNegativeBinomial_Group, _unknown_fields_), - -1, - ::google::protobuf::DescriptorPool::generated_pool(), - ::google::protobuf::MessageFactory::generated_factory(), - sizeof(BetaNegativeBinomial_Group)); - NormalInverseChiSq_descriptor_ = file->message_type(7); - static const int NormalInverseChiSq_offsets_[1] = { - }; - NormalInverseChiSq_reflection_ = - new ::google::protobuf::internal::GeneratedMessageReflection( - NormalInverseChiSq_descriptor_, - NormalInverseChiSq::default_instance_, - NormalInverseChiSq_offsets_, - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(NormalInverseChiSq, _has_bits_[0]), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(NormalInverseChiSq, _unknown_fields_), - -1, - ::google::protobuf::DescriptorPool::generated_pool(), - ::google::protobuf::MessageFactory::generated_factory(), - sizeof(NormalInverseChiSq)); - NormalInverseChiSq_Shared_descriptor_ = NormalInverseChiSq_descriptor_->nested_type(0); - static const int NormalInverseChiSq_Shared_offsets_[4] = { - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(NormalInverseChiSq_Shared, mu_), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(NormalInverseChiSq_Shared, kappa_), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(NormalInverseChiSq_Shared, sigmasq_), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(NormalInverseChiSq_Shared, nu_), - }; - NormalInverseChiSq_Shared_reflection_ = - new ::google::protobuf::internal::GeneratedMessageReflection( - NormalInverseChiSq_Shared_descriptor_, - NormalInverseChiSq_Shared::default_instance_, - NormalInverseChiSq_Shared_offsets_, - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(NormalInverseChiSq_Shared, _has_bits_[0]), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(NormalInverseChiSq_Shared, _unknown_fields_), - -1, - ::google::protobuf::DescriptorPool::generated_pool(), - ::google::protobuf::MessageFactory::generated_factory(), - sizeof(NormalInverseChiSq_Shared)); - NormalInverseChiSq_Group_descriptor_ = NormalInverseChiSq_descriptor_->nested_type(1); - static const int NormalInverseChiSq_Group_offsets_[3] = { - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(NormalInverseChiSq_Group, count_), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(NormalInverseChiSq_Group, mean_), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(NormalInverseChiSq_Group, count_times_variance_), - }; - NormalInverseChiSq_Group_reflection_ = - new ::google::protobuf::internal::GeneratedMessageReflection( - NormalInverseChiSq_Group_descriptor_, - NormalInverseChiSq_Group::default_instance_, - NormalInverseChiSq_Group_offsets_, - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(NormalInverseChiSq_Group, _has_bits_[0]), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(NormalInverseChiSq_Group, _unknown_fields_), - -1, - ::google::protobuf::DescriptorPool::generated_pool(), - ::google::protobuf::MessageFactory::generated_factory(), - sizeof(NormalInverseChiSq_Group)); - NormalInverseWishart_descriptor_ = file->message_type(8); - static const int NormalInverseWishart_offsets_[1] = { - }; - NormalInverseWishart_reflection_ = - new ::google::protobuf::internal::GeneratedMessageReflection( - NormalInverseWishart_descriptor_, - NormalInverseWishart::default_instance_, - NormalInverseWishart_offsets_, - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(NormalInverseWishart, _has_bits_[0]), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(NormalInverseWishart, _unknown_fields_), - -1, - ::google::protobuf::DescriptorPool::generated_pool(), - ::google::protobuf::MessageFactory::generated_factory(), - sizeof(NormalInverseWishart)); - NormalInverseWishart_Shared_descriptor_ = NormalInverseWishart_descriptor_->nested_type(0); - static const int NormalInverseWishart_Shared_offsets_[4] = { - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(NormalInverseWishart_Shared, mu_), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(NormalInverseWishart_Shared, kappa_), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(NormalInverseWishart_Shared, psi_), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(NormalInverseWishart_Shared, nu_), - }; - NormalInverseWishart_Shared_reflection_ = - new ::google::protobuf::internal::GeneratedMessageReflection( - NormalInverseWishart_Shared_descriptor_, - NormalInverseWishart_Shared::default_instance_, - NormalInverseWishart_Shared_offsets_, - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(NormalInverseWishart_Shared, _has_bits_[0]), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(NormalInverseWishart_Shared, _unknown_fields_), - -1, - ::google::protobuf::DescriptorPool::generated_pool(), - ::google::protobuf::MessageFactory::generated_factory(), - sizeof(NormalInverseWishart_Shared)); - NormalInverseWishart_Group_descriptor_ = NormalInverseWishart_descriptor_->nested_type(1); - static const int NormalInverseWishart_Group_offsets_[3] = { - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(NormalInverseWishart_Group, count_), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(NormalInverseWishart_Group, sum_x_), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(NormalInverseWishart_Group, sum_xxt_), - }; - NormalInverseWishart_Group_reflection_ = - new ::google::protobuf::internal::GeneratedMessageReflection( - NormalInverseWishart_Group_descriptor_, - NormalInverseWishart_Group::default_instance_, - NormalInverseWishart_Group_offsets_, - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(NormalInverseWishart_Group, _has_bits_[0]), - GOOGLE_PROTOBUF_GENERATED_MESSAGE_FIELD_OFFSET(NormalInverseWishart_Group, _unknown_fields_), - -1, - ::google::protobuf::DescriptorPool::generated_pool(), - ::google::protobuf::MessageFactory::generated_factory(), - sizeof(NormalInverseWishart_Group)); -} - -namespace { - -GOOGLE_PROTOBUF_DECLARE_ONCE(protobuf_AssignDescriptors_once_); -inline void protobuf_AssignDescriptorsOnce() { - ::google::protobuf::GoogleOnceInit(&protobuf_AssignDescriptors_once_, - &protobuf_AssignDesc_distributions_2fio_2fschema_2eproto); -} - -void protobuf_RegisterTypes(const ::std::string&) { - protobuf_AssignDescriptorsOnce(); - ::google::protobuf::MessageFactory::InternalRegisterGeneratedMessage( - Clustering_descriptor_, &Clustering::default_instance()); - ::google::protobuf::MessageFactory::InternalRegisterGeneratedMessage( - Clustering_PitmanYor_descriptor_, &Clustering_PitmanYor::default_instance()); - ::google::protobuf::MessageFactory::InternalRegisterGeneratedMessage( - Clustering_LowEntropy_descriptor_, &Clustering_LowEntropy::default_instance()); - ::google::protobuf::MessageFactory::InternalRegisterGeneratedMessage( - BetaBernoulli_descriptor_, &BetaBernoulli::default_instance()); - ::google::protobuf::MessageFactory::InternalRegisterGeneratedMessage( - BetaBernoulli_Shared_descriptor_, &BetaBernoulli_Shared::default_instance()); - ::google::protobuf::MessageFactory::InternalRegisterGeneratedMessage( - BetaBernoulli_Group_descriptor_, &BetaBernoulli_Group::default_instance()); - ::google::protobuf::MessageFactory::InternalRegisterGeneratedMessage( - DirichletDiscrete_descriptor_, &DirichletDiscrete::default_instance()); - ::google::protobuf::MessageFactory::InternalRegisterGeneratedMessage( - DirichletDiscrete_Shared_descriptor_, &DirichletDiscrete_Shared::default_instance()); - ::google::protobuf::MessageFactory::InternalRegisterGeneratedMessage( - DirichletDiscrete_Group_descriptor_, &DirichletDiscrete_Group::default_instance()); - ::google::protobuf::MessageFactory::InternalRegisterGeneratedMessage( - DirichletProcessDiscrete_descriptor_, &DirichletProcessDiscrete::default_instance()); - ::google::protobuf::MessageFactory::InternalRegisterGeneratedMessage( - DirichletProcessDiscrete_Shared_descriptor_, &DirichletProcessDiscrete_Shared::default_instance()); - ::google::protobuf::MessageFactory::InternalRegisterGeneratedMessage( - DirichletProcessDiscrete_Group_descriptor_, &DirichletProcessDiscrete_Group::default_instance()); - ::google::protobuf::MessageFactory::InternalRegisterGeneratedMessage( - PitmanYorProcessDiscrete_descriptor_, &PitmanYorProcessDiscrete::default_instance()); - ::google::protobuf::MessageFactory::InternalRegisterGeneratedMessage( - PitmanYorProcessDiscrete_Shared_descriptor_, &PitmanYorProcessDiscrete_Shared::default_instance()); - ::google::protobuf::MessageFactory::InternalRegisterGeneratedMessage( - PitmanYorProcessDiscrete_Group_descriptor_, &PitmanYorProcessDiscrete_Group::default_instance()); - ::google::protobuf::MessageFactory::InternalRegisterGeneratedMessage( - GammaPoisson_descriptor_, &GammaPoisson::default_instance()); - ::google::protobuf::MessageFactory::InternalRegisterGeneratedMessage( - GammaPoisson_Shared_descriptor_, &GammaPoisson_Shared::default_instance()); - ::google::protobuf::MessageFactory::InternalRegisterGeneratedMessage( - GammaPoisson_Group_descriptor_, &GammaPoisson_Group::default_instance()); - ::google::protobuf::MessageFactory::InternalRegisterGeneratedMessage( - BetaNegativeBinomial_descriptor_, &BetaNegativeBinomial::default_instance()); - ::google::protobuf::MessageFactory::InternalRegisterGeneratedMessage( - BetaNegativeBinomial_Shared_descriptor_, &BetaNegativeBinomial_Shared::default_instance()); - ::google::protobuf::MessageFactory::InternalRegisterGeneratedMessage( - BetaNegativeBinomial_Group_descriptor_, &BetaNegativeBinomial_Group::default_instance()); - ::google::protobuf::MessageFactory::InternalRegisterGeneratedMessage( - NormalInverseChiSq_descriptor_, &NormalInverseChiSq::default_instance()); - ::google::protobuf::MessageFactory::InternalRegisterGeneratedMessage( - NormalInverseChiSq_Shared_descriptor_, &NormalInverseChiSq_Shared::default_instance()); - ::google::protobuf::MessageFactory::InternalRegisterGeneratedMessage( - NormalInverseChiSq_Group_descriptor_, &NormalInverseChiSq_Group::default_instance()); - ::google::protobuf::MessageFactory::InternalRegisterGeneratedMessage( - NormalInverseWishart_descriptor_, &NormalInverseWishart::default_instance()); - ::google::protobuf::MessageFactory::InternalRegisterGeneratedMessage( - NormalInverseWishart_Shared_descriptor_, &NormalInverseWishart_Shared::default_instance()); - ::google::protobuf::MessageFactory::InternalRegisterGeneratedMessage( - NormalInverseWishart_Group_descriptor_, &NormalInverseWishart_Group::default_instance()); -} - -} // namespace - -void protobuf_ShutdownFile_distributions_2fio_2fschema_2eproto() { - delete Clustering::default_instance_; - delete Clustering_reflection_; - delete Clustering_PitmanYor::default_instance_; - delete Clustering_PitmanYor_reflection_; - delete Clustering_LowEntropy::default_instance_; - delete Clustering_LowEntropy_reflection_; - delete BetaBernoulli::default_instance_; - delete BetaBernoulli_reflection_; - delete BetaBernoulli_Shared::default_instance_; - delete BetaBernoulli_Shared_reflection_; - delete BetaBernoulli_Group::default_instance_; - delete BetaBernoulli_Group_reflection_; - delete DirichletDiscrete::default_instance_; - delete DirichletDiscrete_reflection_; - delete DirichletDiscrete_Shared::default_instance_; - delete DirichletDiscrete_Shared_reflection_; - delete DirichletDiscrete_Group::default_instance_; - delete DirichletDiscrete_Group_reflection_; - delete DirichletProcessDiscrete::default_instance_; - delete DirichletProcessDiscrete_reflection_; - delete DirichletProcessDiscrete_Shared::default_instance_; - delete DirichletProcessDiscrete_Shared_reflection_; - delete DirichletProcessDiscrete_Group::default_instance_; - delete DirichletProcessDiscrete_Group_reflection_; - delete PitmanYorProcessDiscrete::default_instance_; - delete PitmanYorProcessDiscrete_reflection_; - delete PitmanYorProcessDiscrete_Shared::default_instance_; - delete PitmanYorProcessDiscrete_Shared_reflection_; - delete PitmanYorProcessDiscrete_Group::default_instance_; - delete PitmanYorProcessDiscrete_Group_reflection_; - delete GammaPoisson::default_instance_; - delete GammaPoisson_reflection_; - delete GammaPoisson_Shared::default_instance_; - delete GammaPoisson_Shared_reflection_; - delete GammaPoisson_Group::default_instance_; - delete GammaPoisson_Group_reflection_; - delete BetaNegativeBinomial::default_instance_; - delete BetaNegativeBinomial_reflection_; - delete BetaNegativeBinomial_Shared::default_instance_; - delete BetaNegativeBinomial_Shared_reflection_; - delete BetaNegativeBinomial_Group::default_instance_; - delete BetaNegativeBinomial_Group_reflection_; - delete NormalInverseChiSq::default_instance_; - delete NormalInverseChiSq_reflection_; - delete NormalInverseChiSq_Shared::default_instance_; - delete NormalInverseChiSq_Shared_reflection_; - delete NormalInverseChiSq_Group::default_instance_; - delete NormalInverseChiSq_Group_reflection_; - delete NormalInverseWishart::default_instance_; - delete NormalInverseWishart_reflection_; - delete NormalInverseWishart_Shared::default_instance_; - delete NormalInverseWishart_Shared_reflection_; - delete NormalInverseWishart_Group::default_instance_; - delete NormalInverseWishart_Group_reflection_; -} - -void protobuf_AddDesc_distributions_2fio_2fschema_2eproto() { - static bool already_here = false; - if (already_here) return; - already_here = true; - GOOGLE_PROTOBUF_VERIFY_VERSION; - - ::google::protobuf::DescriptorPool::InternalAddGeneratedFile( - "\n\035distributions/io/schema.proto\022\026protobu" - "f.distributions\"\335\001\n\nClustering\022@\n\npitman" - "_yor\030\001 \001(\0132,.protobuf.distributions.Clus" - "tering.PitmanYor\022B\n\013low_entropy\030\002 \001(\0132-." - "protobuf.distributions.Clustering.LowEnt" - "ropy\032%\n\tPitmanYor\022\r\n\005alpha\030\001 \002(\002\022\t\n\001d\030\002 " - "\002(\002\032\"\n\nLowEntropy\022\024\n\014dataset_size\030\001 \002(\004\"" - "]\n\rBetaBernoulli\032%\n\006Shared\022\r\n\005alpha\030\001 \002(" - "\002\022\014\n\004beta\030\002 \002(\002\032%\n\005Group\022\r\n\005heads\030\001 \002(\004\022" - "\r\n\005tails\030\002 \002(\004\"F\n\021DirichletDiscrete\032\030\n\006S" - "hared\022\016\n\006alphas\030\001 \003(\002\032\027\n\005Group\022\016\n\006counts" - "\030\001 \003(\004\"\230\001\n\030DirichletProcessDiscrete\032U\n\006S" - "hared\022\r\n\005gamma\030\001 \002(\002\022\r\n\005alpha\030\002 \002(\002\022\016\n\006v" - "alues\030\003 \003(\r\022\r\n\005betas\030\004 \003(\002\022\016\n\006counts\030\005 \003" - "(\004\032%\n\005Group\022\014\n\004keys\030\001 \003(\r\022\016\n\006values\030\002 \003(" - "\004\"u\n\030PitmanYorProcessDiscrete\0322\n\006Shared\022" - "\r\n\005alpha\030\001 \002(\002\022\t\n\001d\030\002 \003(\002\022\016\n\006counts\030\003 \003(" - "\004\032%\n\005Group\022\014\n\004keys\030\001 \003(\r\022\016\n\006values\030\002 \003(\004" - "\"p\n\014GammaPoisson\032)\n\006Shared\022\r\n\005alpha\030\001 \002(" - "\002\022\020\n\010inv_beta\030\002 \002(\002\0325\n\005Group\022\r\n\005count\030\001 " - "\002(\004\022\013\n\003sum\030\002 \002(\004\022\020\n\010log_prod\030\003 \002(\002\"m\n\024Be" - "taNegativeBinomial\0320\n\006Shared\022\r\n\005alpha\030\001 " - "\002(\002\022\014\n\004beta\030\002 \002(\002\022\t\n\001r\030\003 \002(\004\032#\n\005Group\022\r\n" - "\005count\030\001 \002(\004\022\013\n\003sum\030\002 \002(\004\"\232\001\n\022NormalInve" - "rseChiSq\032@\n\006Shared\022\n\n\002mu\030\001 \002(\002\022\r\n\005kappa\030" - "\002 \002(\002\022\017\n\007sigmasq\030\003 \002(\002\022\n\n\002nu\030\004 \002(\002\032B\n\005Gr" - "oup\022\r\n\005count\030\001 \002(\004\022\014\n\004mean\030\002 \002(\002\022\034\n\024coun" - "t_times_variance\030\003 \002(\002\"\214\001\n\024NormalInverse" - "Wishart\032<\n\006Shared\022\n\n\002mu\030\001 \003(\002\022\r\n\005kappa\030\002" - " \002(\002\022\013\n\003psi\030\003 \003(\002\022\n\n\002nu\030\004 \002(\002\0326\n\005Group\022\r" - "\n\005count\030\001 \002(\005\022\r\n\005sum_x\030\002 \003(\002\022\017\n\007sum_xxT\030" - "\003 \003(\002", 1245); - ::google::protobuf::MessageFactory::InternalRegisterGeneratedFile( - "distributions/io/schema.proto", &protobuf_RegisterTypes); - Clustering::default_instance_ = new Clustering(); - Clustering_PitmanYor::default_instance_ = new Clustering_PitmanYor(); - Clustering_LowEntropy::default_instance_ = new Clustering_LowEntropy(); - BetaBernoulli::default_instance_ = new BetaBernoulli(); - BetaBernoulli_Shared::default_instance_ = new BetaBernoulli_Shared(); - BetaBernoulli_Group::default_instance_ = new BetaBernoulli_Group(); - DirichletDiscrete::default_instance_ = new DirichletDiscrete(); - DirichletDiscrete_Shared::default_instance_ = new DirichletDiscrete_Shared(); - DirichletDiscrete_Group::default_instance_ = new DirichletDiscrete_Group(); - DirichletProcessDiscrete::default_instance_ = new DirichletProcessDiscrete(); - DirichletProcessDiscrete_Shared::default_instance_ = new DirichletProcessDiscrete_Shared(); - DirichletProcessDiscrete_Group::default_instance_ = new DirichletProcessDiscrete_Group(); - PitmanYorProcessDiscrete::default_instance_ = new PitmanYorProcessDiscrete(); - PitmanYorProcessDiscrete_Shared::default_instance_ = new PitmanYorProcessDiscrete_Shared(); - PitmanYorProcessDiscrete_Group::default_instance_ = new PitmanYorProcessDiscrete_Group(); - GammaPoisson::default_instance_ = new GammaPoisson(); - GammaPoisson_Shared::default_instance_ = new GammaPoisson_Shared(); - GammaPoisson_Group::default_instance_ = new GammaPoisson_Group(); - BetaNegativeBinomial::default_instance_ = new BetaNegativeBinomial(); - BetaNegativeBinomial_Shared::default_instance_ = new BetaNegativeBinomial_Shared(); - BetaNegativeBinomial_Group::default_instance_ = new BetaNegativeBinomial_Group(); - NormalInverseChiSq::default_instance_ = new NormalInverseChiSq(); - NormalInverseChiSq_Shared::default_instance_ = new NormalInverseChiSq_Shared(); - NormalInverseChiSq_Group::default_instance_ = new NormalInverseChiSq_Group(); - NormalInverseWishart::default_instance_ = new NormalInverseWishart(); - NormalInverseWishart_Shared::default_instance_ = new NormalInverseWishart_Shared(); - NormalInverseWishart_Group::default_instance_ = new NormalInverseWishart_Group(); - Clustering::default_instance_->InitAsDefaultInstance(); - Clustering_PitmanYor::default_instance_->InitAsDefaultInstance(); - Clustering_LowEntropy::default_instance_->InitAsDefaultInstance(); - BetaBernoulli::default_instance_->InitAsDefaultInstance(); - BetaBernoulli_Shared::default_instance_->InitAsDefaultInstance(); - BetaBernoulli_Group::default_instance_->InitAsDefaultInstance(); - DirichletDiscrete::default_instance_->InitAsDefaultInstance(); - DirichletDiscrete_Shared::default_instance_->InitAsDefaultInstance(); - DirichletDiscrete_Group::default_instance_->InitAsDefaultInstance(); - DirichletProcessDiscrete::default_instance_->InitAsDefaultInstance(); - DirichletProcessDiscrete_Shared::default_instance_->InitAsDefaultInstance(); - DirichletProcessDiscrete_Group::default_instance_->InitAsDefaultInstance(); - PitmanYorProcessDiscrete::default_instance_->InitAsDefaultInstance(); - PitmanYorProcessDiscrete_Shared::default_instance_->InitAsDefaultInstance(); - PitmanYorProcessDiscrete_Group::default_instance_->InitAsDefaultInstance(); - GammaPoisson::default_instance_->InitAsDefaultInstance(); - GammaPoisson_Shared::default_instance_->InitAsDefaultInstance(); - GammaPoisson_Group::default_instance_->InitAsDefaultInstance(); - BetaNegativeBinomial::default_instance_->InitAsDefaultInstance(); - BetaNegativeBinomial_Shared::default_instance_->InitAsDefaultInstance(); - BetaNegativeBinomial_Group::default_instance_->InitAsDefaultInstance(); - NormalInverseChiSq::default_instance_->InitAsDefaultInstance(); - NormalInverseChiSq_Shared::default_instance_->InitAsDefaultInstance(); - NormalInverseChiSq_Group::default_instance_->InitAsDefaultInstance(); - NormalInverseWishart::default_instance_->InitAsDefaultInstance(); - NormalInverseWishart_Shared::default_instance_->InitAsDefaultInstance(); - NormalInverseWishart_Group::default_instance_->InitAsDefaultInstance(); - ::google::protobuf::internal::OnShutdown(&protobuf_ShutdownFile_distributions_2fio_2fschema_2eproto); -} - -// Force AddDescriptors() to be called at static initialization time. -struct StaticDescriptorInitializer_distributions_2fio_2fschema_2eproto { - StaticDescriptorInitializer_distributions_2fio_2fschema_2eproto() { - protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); - } -} static_descriptor_initializer_distributions_2fio_2fschema_2eproto_; - - -// =================================================================== - -#ifndef _MSC_VER -const int Clustering_PitmanYor::kAlphaFieldNumber; -const int Clustering_PitmanYor::kDFieldNumber; -#endif // !_MSC_VER - -Clustering_PitmanYor::Clustering_PitmanYor() - : ::google::protobuf::Message() { - SharedCtor(); -} - -void Clustering_PitmanYor::InitAsDefaultInstance() { -} - -Clustering_PitmanYor::Clustering_PitmanYor(const Clustering_PitmanYor& from) - : ::google::protobuf::Message() { - SharedCtor(); - MergeFrom(from); -} - -void Clustering_PitmanYor::SharedCtor() { - _cached_size_ = 0; - alpha_ = 0; - d_ = 0; - ::memset(_has_bits_, 0, sizeof(_has_bits_)); -} - -Clustering_PitmanYor::~Clustering_PitmanYor() { - SharedDtor(); -} - -void Clustering_PitmanYor::SharedDtor() { - if (this != default_instance_) { - } -} - -void Clustering_PitmanYor::SetCachedSize(int size) const { - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); -} -const ::google::protobuf::Descriptor* Clustering_PitmanYor::descriptor() { - protobuf_AssignDescriptorsOnce(); - return Clustering_PitmanYor_descriptor_; -} - -const Clustering_PitmanYor& Clustering_PitmanYor::default_instance() { - if (default_instance_ == NULL) protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); return *default_instance_; -} - -Clustering_PitmanYor* Clustering_PitmanYor::default_instance_ = NULL; - -Clustering_PitmanYor* Clustering_PitmanYor::New() const { - return new Clustering_PitmanYor; -} - -void Clustering_PitmanYor::Clear() { - if (_has_bits_[0 / 32] & (0xffu << (0 % 32))) { - alpha_ = 0; - d_ = 0; - } - ::memset(_has_bits_, 0, sizeof(_has_bits_)); - mutable_unknown_fields()->Clear(); -} - -bool Clustering_PitmanYor::MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input) { -#define DO_(EXPRESSION) if (!(EXPRESSION)) return false - ::google::protobuf::uint32 tag; - while ((tag = input->ReadTag()) != 0) { - switch (::google::protobuf::internal::WireFormatLite::GetTagFieldNumber(tag)) { - // required float alpha = 1; - case 1: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_FIXED32) { - DO_((::google::protobuf::internal::WireFormatLite::ReadPrimitive< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - input, &alpha_))); - set_has_alpha(); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(21)) goto parse_d; - break; - } - - // required float d = 2; - case 2: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_FIXED32) { - parse_d: - DO_((::google::protobuf::internal::WireFormatLite::ReadPrimitive< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - input, &d_))); - set_has_d(); - } else { - goto handle_uninterpreted; - } - if (input->ExpectAtEnd()) return true; - break; - } - - default: { - handle_uninterpreted: - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_END_GROUP) { - return true; - } - DO_(::google::protobuf::internal::WireFormat::SkipField( - input, tag, mutable_unknown_fields())); - break; - } - } - } - return true; -#undef DO_ -} - -void Clustering_PitmanYor::SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const { - // required float alpha = 1; - if (has_alpha()) { - ::google::protobuf::internal::WireFormatLite::WriteFloat(1, this->alpha(), output); - } - - // required float d = 2; - if (has_d()) { - ::google::protobuf::internal::WireFormatLite::WriteFloat(2, this->d(), output); - } - - if (!unknown_fields().empty()) { - ::google::protobuf::internal::WireFormat::SerializeUnknownFields( - unknown_fields(), output); - } -} - -::google::protobuf::uint8* Clustering_PitmanYor::SerializeWithCachedSizesToArray( - ::google::protobuf::uint8* target) const { - // required float alpha = 1; - if (has_alpha()) { - target = ::google::protobuf::internal::WireFormatLite::WriteFloatToArray(1, this->alpha(), target); - } - - // required float d = 2; - if (has_d()) { - target = ::google::protobuf::internal::WireFormatLite::WriteFloatToArray(2, this->d(), target); - } - - if (!unknown_fields().empty()) { - target = ::google::protobuf::internal::WireFormat::SerializeUnknownFieldsToArray( - unknown_fields(), target); - } - return target; -} - -int Clustering_PitmanYor::ByteSize() const { - int total_size = 0; - - if (_has_bits_[0 / 32] & (0xffu << (0 % 32))) { - // required float alpha = 1; - if (has_alpha()) { - total_size += 1 + 4; - } - - // required float d = 2; - if (has_d()) { - total_size += 1 + 4; - } - - } - if (!unknown_fields().empty()) { - total_size += - ::google::protobuf::internal::WireFormat::ComputeUnknownFieldsSize( - unknown_fields()); - } - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = total_size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); - return total_size; -} - -void Clustering_PitmanYor::MergeFrom(const ::google::protobuf::Message& from) { - GOOGLE_CHECK_NE(&from, this); - const Clustering_PitmanYor* source = - ::google::protobuf::internal::dynamic_cast_if_available( - &from); - if (source == NULL) { - ::google::protobuf::internal::ReflectionOps::Merge(from, this); - } else { - MergeFrom(*source); - } -} - -void Clustering_PitmanYor::MergeFrom(const Clustering_PitmanYor& from) { - GOOGLE_CHECK_NE(&from, this); - if (from._has_bits_[0 / 32] & (0xffu << (0 % 32))) { - if (from.has_alpha()) { - set_alpha(from.alpha()); - } - if (from.has_d()) { - set_d(from.d()); - } - } - mutable_unknown_fields()->MergeFrom(from.unknown_fields()); -} - -void Clustering_PitmanYor::CopyFrom(const ::google::protobuf::Message& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -void Clustering_PitmanYor::CopyFrom(const Clustering_PitmanYor& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -bool Clustering_PitmanYor::IsInitialized() const { - if ((_has_bits_[0] & 0x00000003) != 0x00000003) return false; - - return true; -} - -void Clustering_PitmanYor::Swap(Clustering_PitmanYor* other) { - if (other != this) { - std::swap(alpha_, other->alpha_); - std::swap(d_, other->d_); - std::swap(_has_bits_[0], other->_has_bits_[0]); - _unknown_fields_.Swap(&other->_unknown_fields_); - std::swap(_cached_size_, other->_cached_size_); - } -} - -::google::protobuf::Metadata Clustering_PitmanYor::GetMetadata() const { - protobuf_AssignDescriptorsOnce(); - ::google::protobuf::Metadata metadata; - metadata.descriptor = Clustering_PitmanYor_descriptor_; - metadata.reflection = Clustering_PitmanYor_reflection_; - return metadata; -} - - -// ------------------------------------------------------------------- - -#ifndef _MSC_VER -const int Clustering_LowEntropy::kDatasetSizeFieldNumber; -#endif // !_MSC_VER - -Clustering_LowEntropy::Clustering_LowEntropy() - : ::google::protobuf::Message() { - SharedCtor(); -} - -void Clustering_LowEntropy::InitAsDefaultInstance() { -} - -Clustering_LowEntropy::Clustering_LowEntropy(const Clustering_LowEntropy& from) - : ::google::protobuf::Message() { - SharedCtor(); - MergeFrom(from); -} - -void Clustering_LowEntropy::SharedCtor() { - _cached_size_ = 0; - dataset_size_ = GOOGLE_ULONGLONG(0); - ::memset(_has_bits_, 0, sizeof(_has_bits_)); -} - -Clustering_LowEntropy::~Clustering_LowEntropy() { - SharedDtor(); -} - -void Clustering_LowEntropy::SharedDtor() { - if (this != default_instance_) { - } -} - -void Clustering_LowEntropy::SetCachedSize(int size) const { - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); -} -const ::google::protobuf::Descriptor* Clustering_LowEntropy::descriptor() { - protobuf_AssignDescriptorsOnce(); - return Clustering_LowEntropy_descriptor_; -} - -const Clustering_LowEntropy& Clustering_LowEntropy::default_instance() { - if (default_instance_ == NULL) protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); return *default_instance_; -} - -Clustering_LowEntropy* Clustering_LowEntropy::default_instance_ = NULL; - -Clustering_LowEntropy* Clustering_LowEntropy::New() const { - return new Clustering_LowEntropy; -} - -void Clustering_LowEntropy::Clear() { - if (_has_bits_[0 / 32] & (0xffu << (0 % 32))) { - dataset_size_ = GOOGLE_ULONGLONG(0); - } - ::memset(_has_bits_, 0, sizeof(_has_bits_)); - mutable_unknown_fields()->Clear(); -} - -bool Clustering_LowEntropy::MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input) { -#define DO_(EXPRESSION) if (!(EXPRESSION)) return false - ::google::protobuf::uint32 tag; - while ((tag = input->ReadTag()) != 0) { - switch (::google::protobuf::internal::WireFormatLite::GetTagFieldNumber(tag)) { - // required uint64 dataset_size = 1; - case 1: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_VARINT) { - DO_((::google::protobuf::internal::WireFormatLite::ReadPrimitive< - ::google::protobuf::uint64, ::google::protobuf::internal::WireFormatLite::TYPE_UINT64>( - input, &dataset_size_))); - set_has_dataset_size(); - } else { - goto handle_uninterpreted; - } - if (input->ExpectAtEnd()) return true; - break; - } - - default: { - handle_uninterpreted: - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_END_GROUP) { - return true; - } - DO_(::google::protobuf::internal::WireFormat::SkipField( - input, tag, mutable_unknown_fields())); - break; - } - } - } - return true; -#undef DO_ -} - -void Clustering_LowEntropy::SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const { - // required uint64 dataset_size = 1; - if (has_dataset_size()) { - ::google::protobuf::internal::WireFormatLite::WriteUInt64(1, this->dataset_size(), output); - } - - if (!unknown_fields().empty()) { - ::google::protobuf::internal::WireFormat::SerializeUnknownFields( - unknown_fields(), output); - } -} - -::google::protobuf::uint8* Clustering_LowEntropy::SerializeWithCachedSizesToArray( - ::google::protobuf::uint8* target) const { - // required uint64 dataset_size = 1; - if (has_dataset_size()) { - target = ::google::protobuf::internal::WireFormatLite::WriteUInt64ToArray(1, this->dataset_size(), target); - } - - if (!unknown_fields().empty()) { - target = ::google::protobuf::internal::WireFormat::SerializeUnknownFieldsToArray( - unknown_fields(), target); - } - return target; -} - -int Clustering_LowEntropy::ByteSize() const { - int total_size = 0; - - if (_has_bits_[0 / 32] & (0xffu << (0 % 32))) { - // required uint64 dataset_size = 1; - if (has_dataset_size()) { - total_size += 1 + - ::google::protobuf::internal::WireFormatLite::UInt64Size( - this->dataset_size()); - } - - } - if (!unknown_fields().empty()) { - total_size += - ::google::protobuf::internal::WireFormat::ComputeUnknownFieldsSize( - unknown_fields()); - } - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = total_size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); - return total_size; -} - -void Clustering_LowEntropy::MergeFrom(const ::google::protobuf::Message& from) { - GOOGLE_CHECK_NE(&from, this); - const Clustering_LowEntropy* source = - ::google::protobuf::internal::dynamic_cast_if_available( - &from); - if (source == NULL) { - ::google::protobuf::internal::ReflectionOps::Merge(from, this); - } else { - MergeFrom(*source); - } -} - -void Clustering_LowEntropy::MergeFrom(const Clustering_LowEntropy& from) { - GOOGLE_CHECK_NE(&from, this); - if (from._has_bits_[0 / 32] & (0xffu << (0 % 32))) { - if (from.has_dataset_size()) { - set_dataset_size(from.dataset_size()); - } - } - mutable_unknown_fields()->MergeFrom(from.unknown_fields()); -} - -void Clustering_LowEntropy::CopyFrom(const ::google::protobuf::Message& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -void Clustering_LowEntropy::CopyFrom(const Clustering_LowEntropy& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -bool Clustering_LowEntropy::IsInitialized() const { - if ((_has_bits_[0] & 0x00000001) != 0x00000001) return false; - - return true; -} - -void Clustering_LowEntropy::Swap(Clustering_LowEntropy* other) { - if (other != this) { - std::swap(dataset_size_, other->dataset_size_); - std::swap(_has_bits_[0], other->_has_bits_[0]); - _unknown_fields_.Swap(&other->_unknown_fields_); - std::swap(_cached_size_, other->_cached_size_); - } -} - -::google::protobuf::Metadata Clustering_LowEntropy::GetMetadata() const { - protobuf_AssignDescriptorsOnce(); - ::google::protobuf::Metadata metadata; - metadata.descriptor = Clustering_LowEntropy_descriptor_; - metadata.reflection = Clustering_LowEntropy_reflection_; - return metadata; -} - - -// ------------------------------------------------------------------- - -#ifndef _MSC_VER -const int Clustering::kPitmanYorFieldNumber; -const int Clustering::kLowEntropyFieldNumber; -#endif // !_MSC_VER - -Clustering::Clustering() - : ::google::protobuf::Message() { - SharedCtor(); -} - -void Clustering::InitAsDefaultInstance() { - pitman_yor_ = const_cast< ::protobuf::distributions::Clustering_PitmanYor*>(&::protobuf::distributions::Clustering_PitmanYor::default_instance()); - low_entropy_ = const_cast< ::protobuf::distributions::Clustering_LowEntropy*>(&::protobuf::distributions::Clustering_LowEntropy::default_instance()); -} - -Clustering::Clustering(const Clustering& from) - : ::google::protobuf::Message() { - SharedCtor(); - MergeFrom(from); -} - -void Clustering::SharedCtor() { - _cached_size_ = 0; - pitman_yor_ = NULL; - low_entropy_ = NULL; - ::memset(_has_bits_, 0, sizeof(_has_bits_)); -} - -Clustering::~Clustering() { - SharedDtor(); -} - -void Clustering::SharedDtor() { - if (this != default_instance_) { - delete pitman_yor_; - delete low_entropy_; - } -} - -void Clustering::SetCachedSize(int size) const { - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); -} -const ::google::protobuf::Descriptor* Clustering::descriptor() { - protobuf_AssignDescriptorsOnce(); - return Clustering_descriptor_; -} - -const Clustering& Clustering::default_instance() { - if (default_instance_ == NULL) protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); return *default_instance_; -} - -Clustering* Clustering::default_instance_ = NULL; - -Clustering* Clustering::New() const { - return new Clustering; -} - -void Clustering::Clear() { - if (_has_bits_[0 / 32] & (0xffu << (0 % 32))) { - if (has_pitman_yor()) { - if (pitman_yor_ != NULL) pitman_yor_->::protobuf::distributions::Clustering_PitmanYor::Clear(); - } - if (has_low_entropy()) { - if (low_entropy_ != NULL) low_entropy_->::protobuf::distributions::Clustering_LowEntropy::Clear(); - } - } - ::memset(_has_bits_, 0, sizeof(_has_bits_)); - mutable_unknown_fields()->Clear(); -} - -bool Clustering::MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input) { -#define DO_(EXPRESSION) if (!(EXPRESSION)) return false - ::google::protobuf::uint32 tag; - while ((tag = input->ReadTag()) != 0) { - switch (::google::protobuf::internal::WireFormatLite::GetTagFieldNumber(tag)) { - // optional .protobuf.distributions.Clustering.PitmanYor pitman_yor = 1; - case 1: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_LENGTH_DELIMITED) { - DO_(::google::protobuf::internal::WireFormatLite::ReadMessageNoVirtual( - input, mutable_pitman_yor())); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(18)) goto parse_low_entropy; - break; - } - - // optional .protobuf.distributions.Clustering.LowEntropy low_entropy = 2; - case 2: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_LENGTH_DELIMITED) { - parse_low_entropy: - DO_(::google::protobuf::internal::WireFormatLite::ReadMessageNoVirtual( - input, mutable_low_entropy())); - } else { - goto handle_uninterpreted; - } - if (input->ExpectAtEnd()) return true; - break; - } - - default: { - handle_uninterpreted: - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_END_GROUP) { - return true; - } - DO_(::google::protobuf::internal::WireFormat::SkipField( - input, tag, mutable_unknown_fields())); - break; - } - } - } - return true; -#undef DO_ -} - -void Clustering::SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const { - // optional .protobuf.distributions.Clustering.PitmanYor pitman_yor = 1; - if (has_pitman_yor()) { - ::google::protobuf::internal::WireFormatLite::WriteMessageMaybeToArray( - 1, this->pitman_yor(), output); - } - - // optional .protobuf.distributions.Clustering.LowEntropy low_entropy = 2; - if (has_low_entropy()) { - ::google::protobuf::internal::WireFormatLite::WriteMessageMaybeToArray( - 2, this->low_entropy(), output); - } - - if (!unknown_fields().empty()) { - ::google::protobuf::internal::WireFormat::SerializeUnknownFields( - unknown_fields(), output); - } -} - -::google::protobuf::uint8* Clustering::SerializeWithCachedSizesToArray( - ::google::protobuf::uint8* target) const { - // optional .protobuf.distributions.Clustering.PitmanYor pitman_yor = 1; - if (has_pitman_yor()) { - target = ::google::protobuf::internal::WireFormatLite:: - WriteMessageNoVirtualToArray( - 1, this->pitman_yor(), target); - } - - // optional .protobuf.distributions.Clustering.LowEntropy low_entropy = 2; - if (has_low_entropy()) { - target = ::google::protobuf::internal::WireFormatLite:: - WriteMessageNoVirtualToArray( - 2, this->low_entropy(), target); - } - - if (!unknown_fields().empty()) { - target = ::google::protobuf::internal::WireFormat::SerializeUnknownFieldsToArray( - unknown_fields(), target); - } - return target; -} - -int Clustering::ByteSize() const { - int total_size = 0; - - if (_has_bits_[0 / 32] & (0xffu << (0 % 32))) { - // optional .protobuf.distributions.Clustering.PitmanYor pitman_yor = 1; - if (has_pitman_yor()) { - total_size += 1 + - ::google::protobuf::internal::WireFormatLite::MessageSizeNoVirtual( - this->pitman_yor()); - } - - // optional .protobuf.distributions.Clustering.LowEntropy low_entropy = 2; - if (has_low_entropy()) { - total_size += 1 + - ::google::protobuf::internal::WireFormatLite::MessageSizeNoVirtual( - this->low_entropy()); - } - - } - if (!unknown_fields().empty()) { - total_size += - ::google::protobuf::internal::WireFormat::ComputeUnknownFieldsSize( - unknown_fields()); - } - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = total_size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); - return total_size; -} - -void Clustering::MergeFrom(const ::google::protobuf::Message& from) { - GOOGLE_CHECK_NE(&from, this); - const Clustering* source = - ::google::protobuf::internal::dynamic_cast_if_available( - &from); - if (source == NULL) { - ::google::protobuf::internal::ReflectionOps::Merge(from, this); - } else { - MergeFrom(*source); - } -} - -void Clustering::MergeFrom(const Clustering& from) { - GOOGLE_CHECK_NE(&from, this); - if (from._has_bits_[0 / 32] & (0xffu << (0 % 32))) { - if (from.has_pitman_yor()) { - mutable_pitman_yor()->::protobuf::distributions::Clustering_PitmanYor::MergeFrom(from.pitman_yor()); - } - if (from.has_low_entropy()) { - mutable_low_entropy()->::protobuf::distributions::Clustering_LowEntropy::MergeFrom(from.low_entropy()); - } - } - mutable_unknown_fields()->MergeFrom(from.unknown_fields()); -} - -void Clustering::CopyFrom(const ::google::protobuf::Message& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -void Clustering::CopyFrom(const Clustering& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -bool Clustering::IsInitialized() const { - - if (has_pitman_yor()) { - if (!this->pitman_yor().IsInitialized()) return false; - } - if (has_low_entropy()) { - if (!this->low_entropy().IsInitialized()) return false; - } - return true; -} - -void Clustering::Swap(Clustering* other) { - if (other != this) { - std::swap(pitman_yor_, other->pitman_yor_); - std::swap(low_entropy_, other->low_entropy_); - std::swap(_has_bits_[0], other->_has_bits_[0]); - _unknown_fields_.Swap(&other->_unknown_fields_); - std::swap(_cached_size_, other->_cached_size_); - } -} - -::google::protobuf::Metadata Clustering::GetMetadata() const { - protobuf_AssignDescriptorsOnce(); - ::google::protobuf::Metadata metadata; - metadata.descriptor = Clustering_descriptor_; - metadata.reflection = Clustering_reflection_; - return metadata; -} - - -// =================================================================== - -#ifndef _MSC_VER -const int BetaBernoulli_Shared::kAlphaFieldNumber; -const int BetaBernoulli_Shared::kBetaFieldNumber; -#endif // !_MSC_VER - -BetaBernoulli_Shared::BetaBernoulli_Shared() - : ::google::protobuf::Message() { - SharedCtor(); -} - -void BetaBernoulli_Shared::InitAsDefaultInstance() { -} - -BetaBernoulli_Shared::BetaBernoulli_Shared(const BetaBernoulli_Shared& from) - : ::google::protobuf::Message() { - SharedCtor(); - MergeFrom(from); -} - -void BetaBernoulli_Shared::SharedCtor() { - _cached_size_ = 0; - alpha_ = 0; - beta_ = 0; - ::memset(_has_bits_, 0, sizeof(_has_bits_)); -} - -BetaBernoulli_Shared::~BetaBernoulli_Shared() { - SharedDtor(); -} - -void BetaBernoulli_Shared::SharedDtor() { - if (this != default_instance_) { - } -} - -void BetaBernoulli_Shared::SetCachedSize(int size) const { - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); -} -const ::google::protobuf::Descriptor* BetaBernoulli_Shared::descriptor() { - protobuf_AssignDescriptorsOnce(); - return BetaBernoulli_Shared_descriptor_; -} - -const BetaBernoulli_Shared& BetaBernoulli_Shared::default_instance() { - if (default_instance_ == NULL) protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); return *default_instance_; -} - -BetaBernoulli_Shared* BetaBernoulli_Shared::default_instance_ = NULL; - -BetaBernoulli_Shared* BetaBernoulli_Shared::New() const { - return new BetaBernoulli_Shared; -} - -void BetaBernoulli_Shared::Clear() { - if (_has_bits_[0 / 32] & (0xffu << (0 % 32))) { - alpha_ = 0; - beta_ = 0; - } - ::memset(_has_bits_, 0, sizeof(_has_bits_)); - mutable_unknown_fields()->Clear(); -} - -bool BetaBernoulli_Shared::MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input) { -#define DO_(EXPRESSION) if (!(EXPRESSION)) return false - ::google::protobuf::uint32 tag; - while ((tag = input->ReadTag()) != 0) { - switch (::google::protobuf::internal::WireFormatLite::GetTagFieldNumber(tag)) { - // required float alpha = 1; - case 1: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_FIXED32) { - DO_((::google::protobuf::internal::WireFormatLite::ReadPrimitive< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - input, &alpha_))); - set_has_alpha(); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(21)) goto parse_beta; - break; - } - - // required float beta = 2; - case 2: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_FIXED32) { - parse_beta: - DO_((::google::protobuf::internal::WireFormatLite::ReadPrimitive< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - input, &beta_))); - set_has_beta(); - } else { - goto handle_uninterpreted; - } - if (input->ExpectAtEnd()) return true; - break; - } - - default: { - handle_uninterpreted: - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_END_GROUP) { - return true; - } - DO_(::google::protobuf::internal::WireFormat::SkipField( - input, tag, mutable_unknown_fields())); - break; - } - } - } - return true; -#undef DO_ -} - -void BetaBernoulli_Shared::SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const { - // required float alpha = 1; - if (has_alpha()) { - ::google::protobuf::internal::WireFormatLite::WriteFloat(1, this->alpha(), output); - } - - // required float beta = 2; - if (has_beta()) { - ::google::protobuf::internal::WireFormatLite::WriteFloat(2, this->beta(), output); - } - - if (!unknown_fields().empty()) { - ::google::protobuf::internal::WireFormat::SerializeUnknownFields( - unknown_fields(), output); - } -} - -::google::protobuf::uint8* BetaBernoulli_Shared::SerializeWithCachedSizesToArray( - ::google::protobuf::uint8* target) const { - // required float alpha = 1; - if (has_alpha()) { - target = ::google::protobuf::internal::WireFormatLite::WriteFloatToArray(1, this->alpha(), target); - } - - // required float beta = 2; - if (has_beta()) { - target = ::google::protobuf::internal::WireFormatLite::WriteFloatToArray(2, this->beta(), target); - } - - if (!unknown_fields().empty()) { - target = ::google::protobuf::internal::WireFormat::SerializeUnknownFieldsToArray( - unknown_fields(), target); - } - return target; -} - -int BetaBernoulli_Shared::ByteSize() const { - int total_size = 0; - - if (_has_bits_[0 / 32] & (0xffu << (0 % 32))) { - // required float alpha = 1; - if (has_alpha()) { - total_size += 1 + 4; - } - - // required float beta = 2; - if (has_beta()) { - total_size += 1 + 4; - } - - } - if (!unknown_fields().empty()) { - total_size += - ::google::protobuf::internal::WireFormat::ComputeUnknownFieldsSize( - unknown_fields()); - } - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = total_size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); - return total_size; -} - -void BetaBernoulli_Shared::MergeFrom(const ::google::protobuf::Message& from) { - GOOGLE_CHECK_NE(&from, this); - const BetaBernoulli_Shared* source = - ::google::protobuf::internal::dynamic_cast_if_available( - &from); - if (source == NULL) { - ::google::protobuf::internal::ReflectionOps::Merge(from, this); - } else { - MergeFrom(*source); - } -} - -void BetaBernoulli_Shared::MergeFrom(const BetaBernoulli_Shared& from) { - GOOGLE_CHECK_NE(&from, this); - if (from._has_bits_[0 / 32] & (0xffu << (0 % 32))) { - if (from.has_alpha()) { - set_alpha(from.alpha()); - } - if (from.has_beta()) { - set_beta(from.beta()); - } - } - mutable_unknown_fields()->MergeFrom(from.unknown_fields()); -} - -void BetaBernoulli_Shared::CopyFrom(const ::google::protobuf::Message& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -void BetaBernoulli_Shared::CopyFrom(const BetaBernoulli_Shared& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -bool BetaBernoulli_Shared::IsInitialized() const { - if ((_has_bits_[0] & 0x00000003) != 0x00000003) return false; - - return true; -} - -void BetaBernoulli_Shared::Swap(BetaBernoulli_Shared* other) { - if (other != this) { - std::swap(alpha_, other->alpha_); - std::swap(beta_, other->beta_); - std::swap(_has_bits_[0], other->_has_bits_[0]); - _unknown_fields_.Swap(&other->_unknown_fields_); - std::swap(_cached_size_, other->_cached_size_); - } -} - -::google::protobuf::Metadata BetaBernoulli_Shared::GetMetadata() const { - protobuf_AssignDescriptorsOnce(); - ::google::protobuf::Metadata metadata; - metadata.descriptor = BetaBernoulli_Shared_descriptor_; - metadata.reflection = BetaBernoulli_Shared_reflection_; - return metadata; -} - - -// ------------------------------------------------------------------- - -#ifndef _MSC_VER -const int BetaBernoulli_Group::kHeadsFieldNumber; -const int BetaBernoulli_Group::kTailsFieldNumber; -#endif // !_MSC_VER - -BetaBernoulli_Group::BetaBernoulli_Group() - : ::google::protobuf::Message() { - SharedCtor(); -} - -void BetaBernoulli_Group::InitAsDefaultInstance() { -} - -BetaBernoulli_Group::BetaBernoulli_Group(const BetaBernoulli_Group& from) - : ::google::protobuf::Message() { - SharedCtor(); - MergeFrom(from); -} - -void BetaBernoulli_Group::SharedCtor() { - _cached_size_ = 0; - heads_ = GOOGLE_ULONGLONG(0); - tails_ = GOOGLE_ULONGLONG(0); - ::memset(_has_bits_, 0, sizeof(_has_bits_)); -} - -BetaBernoulli_Group::~BetaBernoulli_Group() { - SharedDtor(); -} - -void BetaBernoulli_Group::SharedDtor() { - if (this != default_instance_) { - } -} - -void BetaBernoulli_Group::SetCachedSize(int size) const { - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); -} -const ::google::protobuf::Descriptor* BetaBernoulli_Group::descriptor() { - protobuf_AssignDescriptorsOnce(); - return BetaBernoulli_Group_descriptor_; -} - -const BetaBernoulli_Group& BetaBernoulli_Group::default_instance() { - if (default_instance_ == NULL) protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); return *default_instance_; -} - -BetaBernoulli_Group* BetaBernoulli_Group::default_instance_ = NULL; - -BetaBernoulli_Group* BetaBernoulli_Group::New() const { - return new BetaBernoulli_Group; -} - -void BetaBernoulli_Group::Clear() { - if (_has_bits_[0 / 32] & (0xffu << (0 % 32))) { - heads_ = GOOGLE_ULONGLONG(0); - tails_ = GOOGLE_ULONGLONG(0); - } - ::memset(_has_bits_, 0, sizeof(_has_bits_)); - mutable_unknown_fields()->Clear(); -} - -bool BetaBernoulli_Group::MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input) { -#define DO_(EXPRESSION) if (!(EXPRESSION)) return false - ::google::protobuf::uint32 tag; - while ((tag = input->ReadTag()) != 0) { - switch (::google::protobuf::internal::WireFormatLite::GetTagFieldNumber(tag)) { - // required uint64 heads = 1; - case 1: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_VARINT) { - DO_((::google::protobuf::internal::WireFormatLite::ReadPrimitive< - ::google::protobuf::uint64, ::google::protobuf::internal::WireFormatLite::TYPE_UINT64>( - input, &heads_))); - set_has_heads(); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(16)) goto parse_tails; - break; - } - - // required uint64 tails = 2; - case 2: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_VARINT) { - parse_tails: - DO_((::google::protobuf::internal::WireFormatLite::ReadPrimitive< - ::google::protobuf::uint64, ::google::protobuf::internal::WireFormatLite::TYPE_UINT64>( - input, &tails_))); - set_has_tails(); - } else { - goto handle_uninterpreted; - } - if (input->ExpectAtEnd()) return true; - break; - } - - default: { - handle_uninterpreted: - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_END_GROUP) { - return true; - } - DO_(::google::protobuf::internal::WireFormat::SkipField( - input, tag, mutable_unknown_fields())); - break; - } - } - } - return true; -#undef DO_ -} - -void BetaBernoulli_Group::SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const { - // required uint64 heads = 1; - if (has_heads()) { - ::google::protobuf::internal::WireFormatLite::WriteUInt64(1, this->heads(), output); - } - - // required uint64 tails = 2; - if (has_tails()) { - ::google::protobuf::internal::WireFormatLite::WriteUInt64(2, this->tails(), output); - } - - if (!unknown_fields().empty()) { - ::google::protobuf::internal::WireFormat::SerializeUnknownFields( - unknown_fields(), output); - } -} - -::google::protobuf::uint8* BetaBernoulli_Group::SerializeWithCachedSizesToArray( - ::google::protobuf::uint8* target) const { - // required uint64 heads = 1; - if (has_heads()) { - target = ::google::protobuf::internal::WireFormatLite::WriteUInt64ToArray(1, this->heads(), target); - } - - // required uint64 tails = 2; - if (has_tails()) { - target = ::google::protobuf::internal::WireFormatLite::WriteUInt64ToArray(2, this->tails(), target); - } - - if (!unknown_fields().empty()) { - target = ::google::protobuf::internal::WireFormat::SerializeUnknownFieldsToArray( - unknown_fields(), target); - } - return target; -} - -int BetaBernoulli_Group::ByteSize() const { - int total_size = 0; - - if (_has_bits_[0 / 32] & (0xffu << (0 % 32))) { - // required uint64 heads = 1; - if (has_heads()) { - total_size += 1 + - ::google::protobuf::internal::WireFormatLite::UInt64Size( - this->heads()); - } - - // required uint64 tails = 2; - if (has_tails()) { - total_size += 1 + - ::google::protobuf::internal::WireFormatLite::UInt64Size( - this->tails()); - } - - } - if (!unknown_fields().empty()) { - total_size += - ::google::protobuf::internal::WireFormat::ComputeUnknownFieldsSize( - unknown_fields()); - } - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = total_size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); - return total_size; -} - -void BetaBernoulli_Group::MergeFrom(const ::google::protobuf::Message& from) { - GOOGLE_CHECK_NE(&from, this); - const BetaBernoulli_Group* source = - ::google::protobuf::internal::dynamic_cast_if_available( - &from); - if (source == NULL) { - ::google::protobuf::internal::ReflectionOps::Merge(from, this); - } else { - MergeFrom(*source); - } -} - -void BetaBernoulli_Group::MergeFrom(const BetaBernoulli_Group& from) { - GOOGLE_CHECK_NE(&from, this); - if (from._has_bits_[0 / 32] & (0xffu << (0 % 32))) { - if (from.has_heads()) { - set_heads(from.heads()); - } - if (from.has_tails()) { - set_tails(from.tails()); - } - } - mutable_unknown_fields()->MergeFrom(from.unknown_fields()); -} - -void BetaBernoulli_Group::CopyFrom(const ::google::protobuf::Message& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -void BetaBernoulli_Group::CopyFrom(const BetaBernoulli_Group& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -bool BetaBernoulli_Group::IsInitialized() const { - if ((_has_bits_[0] & 0x00000003) != 0x00000003) return false; - - return true; -} - -void BetaBernoulli_Group::Swap(BetaBernoulli_Group* other) { - if (other != this) { - std::swap(heads_, other->heads_); - std::swap(tails_, other->tails_); - std::swap(_has_bits_[0], other->_has_bits_[0]); - _unknown_fields_.Swap(&other->_unknown_fields_); - std::swap(_cached_size_, other->_cached_size_); - } -} - -::google::protobuf::Metadata BetaBernoulli_Group::GetMetadata() const { - protobuf_AssignDescriptorsOnce(); - ::google::protobuf::Metadata metadata; - metadata.descriptor = BetaBernoulli_Group_descriptor_; - metadata.reflection = BetaBernoulli_Group_reflection_; - return metadata; -} - - -// ------------------------------------------------------------------- - -#ifndef _MSC_VER -#endif // !_MSC_VER - -BetaBernoulli::BetaBernoulli() - : ::google::protobuf::Message() { - SharedCtor(); -} - -void BetaBernoulli::InitAsDefaultInstance() { -} - -BetaBernoulli::BetaBernoulli(const BetaBernoulli& from) - : ::google::protobuf::Message() { - SharedCtor(); - MergeFrom(from); -} - -void BetaBernoulli::SharedCtor() { - _cached_size_ = 0; - ::memset(_has_bits_, 0, sizeof(_has_bits_)); -} - -BetaBernoulli::~BetaBernoulli() { - SharedDtor(); -} - -void BetaBernoulli::SharedDtor() { - if (this != default_instance_) { - } -} - -void BetaBernoulli::SetCachedSize(int size) const { - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); -} -const ::google::protobuf::Descriptor* BetaBernoulli::descriptor() { - protobuf_AssignDescriptorsOnce(); - return BetaBernoulli_descriptor_; -} - -const BetaBernoulli& BetaBernoulli::default_instance() { - if (default_instance_ == NULL) protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); return *default_instance_; -} - -BetaBernoulli* BetaBernoulli::default_instance_ = NULL; - -BetaBernoulli* BetaBernoulli::New() const { - return new BetaBernoulli; -} - -void BetaBernoulli::Clear() { - ::memset(_has_bits_, 0, sizeof(_has_bits_)); - mutable_unknown_fields()->Clear(); -} - -bool BetaBernoulli::MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input) { -#define DO_(EXPRESSION) if (!(EXPRESSION)) return false - ::google::protobuf::uint32 tag; - while ((tag = input->ReadTag()) != 0) { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_END_GROUP) { - return true; - } - DO_(::google::protobuf::internal::WireFormat::SkipField( - input, tag, mutable_unknown_fields())); - } - return true; -#undef DO_ -} - -void BetaBernoulli::SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const { - if (!unknown_fields().empty()) { - ::google::protobuf::internal::WireFormat::SerializeUnknownFields( - unknown_fields(), output); - } -} - -::google::protobuf::uint8* BetaBernoulli::SerializeWithCachedSizesToArray( - ::google::protobuf::uint8* target) const { - if (!unknown_fields().empty()) { - target = ::google::protobuf::internal::WireFormat::SerializeUnknownFieldsToArray( - unknown_fields(), target); - } - return target; -} - -int BetaBernoulli::ByteSize() const { - int total_size = 0; - - if (!unknown_fields().empty()) { - total_size += - ::google::protobuf::internal::WireFormat::ComputeUnknownFieldsSize( - unknown_fields()); - } - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = total_size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); - return total_size; -} - -void BetaBernoulli::MergeFrom(const ::google::protobuf::Message& from) { - GOOGLE_CHECK_NE(&from, this); - const BetaBernoulli* source = - ::google::protobuf::internal::dynamic_cast_if_available( - &from); - if (source == NULL) { - ::google::protobuf::internal::ReflectionOps::Merge(from, this); - } else { - MergeFrom(*source); - } -} - -void BetaBernoulli::MergeFrom(const BetaBernoulli& from) { - GOOGLE_CHECK_NE(&from, this); - mutable_unknown_fields()->MergeFrom(from.unknown_fields()); -} - -void BetaBernoulli::CopyFrom(const ::google::protobuf::Message& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -void BetaBernoulli::CopyFrom(const BetaBernoulli& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -bool BetaBernoulli::IsInitialized() const { - - return true; -} - -void BetaBernoulli::Swap(BetaBernoulli* other) { - if (other != this) { - _unknown_fields_.Swap(&other->_unknown_fields_); - std::swap(_cached_size_, other->_cached_size_); - } -} - -::google::protobuf::Metadata BetaBernoulli::GetMetadata() const { - protobuf_AssignDescriptorsOnce(); - ::google::protobuf::Metadata metadata; - metadata.descriptor = BetaBernoulli_descriptor_; - metadata.reflection = BetaBernoulli_reflection_; - return metadata; -} - - -// =================================================================== - -#ifndef _MSC_VER -const int DirichletDiscrete_Shared::kAlphasFieldNumber; -#endif // !_MSC_VER - -DirichletDiscrete_Shared::DirichletDiscrete_Shared() - : ::google::protobuf::Message() { - SharedCtor(); -} - -void DirichletDiscrete_Shared::InitAsDefaultInstance() { -} - -DirichletDiscrete_Shared::DirichletDiscrete_Shared(const DirichletDiscrete_Shared& from) - : ::google::protobuf::Message() { - SharedCtor(); - MergeFrom(from); -} - -void DirichletDiscrete_Shared::SharedCtor() { - _cached_size_ = 0; - ::memset(_has_bits_, 0, sizeof(_has_bits_)); -} - -DirichletDiscrete_Shared::~DirichletDiscrete_Shared() { - SharedDtor(); -} - -void DirichletDiscrete_Shared::SharedDtor() { - if (this != default_instance_) { - } -} - -void DirichletDiscrete_Shared::SetCachedSize(int size) const { - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); -} -const ::google::protobuf::Descriptor* DirichletDiscrete_Shared::descriptor() { - protobuf_AssignDescriptorsOnce(); - return DirichletDiscrete_Shared_descriptor_; -} - -const DirichletDiscrete_Shared& DirichletDiscrete_Shared::default_instance() { - if (default_instance_ == NULL) protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); return *default_instance_; -} - -DirichletDiscrete_Shared* DirichletDiscrete_Shared::default_instance_ = NULL; - -DirichletDiscrete_Shared* DirichletDiscrete_Shared::New() const { - return new DirichletDiscrete_Shared; -} - -void DirichletDiscrete_Shared::Clear() { - alphas_.Clear(); - ::memset(_has_bits_, 0, sizeof(_has_bits_)); - mutable_unknown_fields()->Clear(); -} - -bool DirichletDiscrete_Shared::MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input) { -#define DO_(EXPRESSION) if (!(EXPRESSION)) return false - ::google::protobuf::uint32 tag; - while ((tag = input->ReadTag()) != 0) { - switch (::google::protobuf::internal::WireFormatLite::GetTagFieldNumber(tag)) { - // repeated float alphas = 1; - case 1: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_FIXED32) { - parse_alphas: - DO_((::google::protobuf::internal::WireFormatLite::ReadRepeatedPrimitive< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - 1, 13, input, this->mutable_alphas()))); - } else if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) - == ::google::protobuf::internal::WireFormatLite:: - WIRETYPE_LENGTH_DELIMITED) { - DO_((::google::protobuf::internal::WireFormatLite::ReadPackedPrimitiveNoInline< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - input, this->mutable_alphas()))); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(13)) goto parse_alphas; - if (input->ExpectAtEnd()) return true; - break; - } - - default: { - handle_uninterpreted: - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_END_GROUP) { - return true; - } - DO_(::google::protobuf::internal::WireFormat::SkipField( - input, tag, mutable_unknown_fields())); - break; - } - } - } - return true; -#undef DO_ -} - -void DirichletDiscrete_Shared::SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const { - // repeated float alphas = 1; - for (int i = 0; i < this->alphas_size(); i++) { - ::google::protobuf::internal::WireFormatLite::WriteFloat( - 1, this->alphas(i), output); - } - - if (!unknown_fields().empty()) { - ::google::protobuf::internal::WireFormat::SerializeUnknownFields( - unknown_fields(), output); - } -} - -::google::protobuf::uint8* DirichletDiscrete_Shared::SerializeWithCachedSizesToArray( - ::google::protobuf::uint8* target) const { - // repeated float alphas = 1; - for (int i = 0; i < this->alphas_size(); i++) { - target = ::google::protobuf::internal::WireFormatLite:: - WriteFloatToArray(1, this->alphas(i), target); - } - - if (!unknown_fields().empty()) { - target = ::google::protobuf::internal::WireFormat::SerializeUnknownFieldsToArray( - unknown_fields(), target); - } - return target; -} - -int DirichletDiscrete_Shared::ByteSize() const { - int total_size = 0; - - // repeated float alphas = 1; - { - int data_size = 0; - data_size = 4 * this->alphas_size(); - total_size += 1 * this->alphas_size() + data_size; - } - - if (!unknown_fields().empty()) { - total_size += - ::google::protobuf::internal::WireFormat::ComputeUnknownFieldsSize( - unknown_fields()); - } - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = total_size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); - return total_size; -} - -void DirichletDiscrete_Shared::MergeFrom(const ::google::protobuf::Message& from) { - GOOGLE_CHECK_NE(&from, this); - const DirichletDiscrete_Shared* source = - ::google::protobuf::internal::dynamic_cast_if_available( - &from); - if (source == NULL) { - ::google::protobuf::internal::ReflectionOps::Merge(from, this); - } else { - MergeFrom(*source); - } -} - -void DirichletDiscrete_Shared::MergeFrom(const DirichletDiscrete_Shared& from) { - GOOGLE_CHECK_NE(&from, this); - alphas_.MergeFrom(from.alphas_); - mutable_unknown_fields()->MergeFrom(from.unknown_fields()); -} - -void DirichletDiscrete_Shared::CopyFrom(const ::google::protobuf::Message& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -void DirichletDiscrete_Shared::CopyFrom(const DirichletDiscrete_Shared& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -bool DirichletDiscrete_Shared::IsInitialized() const { - - return true; -} - -void DirichletDiscrete_Shared::Swap(DirichletDiscrete_Shared* other) { - if (other != this) { - alphas_.Swap(&other->alphas_); - std::swap(_has_bits_[0], other->_has_bits_[0]); - _unknown_fields_.Swap(&other->_unknown_fields_); - std::swap(_cached_size_, other->_cached_size_); - } -} - -::google::protobuf::Metadata DirichletDiscrete_Shared::GetMetadata() const { - protobuf_AssignDescriptorsOnce(); - ::google::protobuf::Metadata metadata; - metadata.descriptor = DirichletDiscrete_Shared_descriptor_; - metadata.reflection = DirichletDiscrete_Shared_reflection_; - return metadata; -} - - -// ------------------------------------------------------------------- - -#ifndef _MSC_VER -const int DirichletDiscrete_Group::kCountsFieldNumber; -#endif // !_MSC_VER - -DirichletDiscrete_Group::DirichletDiscrete_Group() - : ::google::protobuf::Message() { - SharedCtor(); -} - -void DirichletDiscrete_Group::InitAsDefaultInstance() { -} - -DirichletDiscrete_Group::DirichletDiscrete_Group(const DirichletDiscrete_Group& from) - : ::google::protobuf::Message() { - SharedCtor(); - MergeFrom(from); -} - -void DirichletDiscrete_Group::SharedCtor() { - _cached_size_ = 0; - ::memset(_has_bits_, 0, sizeof(_has_bits_)); -} - -DirichletDiscrete_Group::~DirichletDiscrete_Group() { - SharedDtor(); -} - -void DirichletDiscrete_Group::SharedDtor() { - if (this != default_instance_) { - } -} - -void DirichletDiscrete_Group::SetCachedSize(int size) const { - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); -} -const ::google::protobuf::Descriptor* DirichletDiscrete_Group::descriptor() { - protobuf_AssignDescriptorsOnce(); - return DirichletDiscrete_Group_descriptor_; -} - -const DirichletDiscrete_Group& DirichletDiscrete_Group::default_instance() { - if (default_instance_ == NULL) protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); return *default_instance_; -} - -DirichletDiscrete_Group* DirichletDiscrete_Group::default_instance_ = NULL; - -DirichletDiscrete_Group* DirichletDiscrete_Group::New() const { - return new DirichletDiscrete_Group; -} - -void DirichletDiscrete_Group::Clear() { - counts_.Clear(); - ::memset(_has_bits_, 0, sizeof(_has_bits_)); - mutable_unknown_fields()->Clear(); -} - -bool DirichletDiscrete_Group::MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input) { -#define DO_(EXPRESSION) if (!(EXPRESSION)) return false - ::google::protobuf::uint32 tag; - while ((tag = input->ReadTag()) != 0) { - switch (::google::protobuf::internal::WireFormatLite::GetTagFieldNumber(tag)) { - // repeated uint64 counts = 1; - case 1: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_VARINT) { - parse_counts: - DO_((::google::protobuf::internal::WireFormatLite::ReadRepeatedPrimitive< - ::google::protobuf::uint64, ::google::protobuf::internal::WireFormatLite::TYPE_UINT64>( - 1, 8, input, this->mutable_counts()))); - } else if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) - == ::google::protobuf::internal::WireFormatLite:: - WIRETYPE_LENGTH_DELIMITED) { - DO_((::google::protobuf::internal::WireFormatLite::ReadPackedPrimitiveNoInline< - ::google::protobuf::uint64, ::google::protobuf::internal::WireFormatLite::TYPE_UINT64>( - input, this->mutable_counts()))); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(8)) goto parse_counts; - if (input->ExpectAtEnd()) return true; - break; - } - - default: { - handle_uninterpreted: - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_END_GROUP) { - return true; - } - DO_(::google::protobuf::internal::WireFormat::SkipField( - input, tag, mutable_unknown_fields())); - break; - } - } - } - return true; -#undef DO_ -} - -void DirichletDiscrete_Group::SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const { - // repeated uint64 counts = 1; - for (int i = 0; i < this->counts_size(); i++) { - ::google::protobuf::internal::WireFormatLite::WriteUInt64( - 1, this->counts(i), output); - } - - if (!unknown_fields().empty()) { - ::google::protobuf::internal::WireFormat::SerializeUnknownFields( - unknown_fields(), output); - } -} - -::google::protobuf::uint8* DirichletDiscrete_Group::SerializeWithCachedSizesToArray( - ::google::protobuf::uint8* target) const { - // repeated uint64 counts = 1; - for (int i = 0; i < this->counts_size(); i++) { - target = ::google::protobuf::internal::WireFormatLite:: - WriteUInt64ToArray(1, this->counts(i), target); - } - - if (!unknown_fields().empty()) { - target = ::google::protobuf::internal::WireFormat::SerializeUnknownFieldsToArray( - unknown_fields(), target); - } - return target; -} - -int DirichletDiscrete_Group::ByteSize() const { - int total_size = 0; - - // repeated uint64 counts = 1; - { - int data_size = 0; - for (int i = 0; i < this->counts_size(); i++) { - data_size += ::google::protobuf::internal::WireFormatLite:: - UInt64Size(this->counts(i)); - } - total_size += 1 * this->counts_size() + data_size; - } - - if (!unknown_fields().empty()) { - total_size += - ::google::protobuf::internal::WireFormat::ComputeUnknownFieldsSize( - unknown_fields()); - } - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = total_size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); - return total_size; -} - -void DirichletDiscrete_Group::MergeFrom(const ::google::protobuf::Message& from) { - GOOGLE_CHECK_NE(&from, this); - const DirichletDiscrete_Group* source = - ::google::protobuf::internal::dynamic_cast_if_available( - &from); - if (source == NULL) { - ::google::protobuf::internal::ReflectionOps::Merge(from, this); - } else { - MergeFrom(*source); - } -} - -void DirichletDiscrete_Group::MergeFrom(const DirichletDiscrete_Group& from) { - GOOGLE_CHECK_NE(&from, this); - counts_.MergeFrom(from.counts_); - mutable_unknown_fields()->MergeFrom(from.unknown_fields()); -} - -void DirichletDiscrete_Group::CopyFrom(const ::google::protobuf::Message& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -void DirichletDiscrete_Group::CopyFrom(const DirichletDiscrete_Group& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -bool DirichletDiscrete_Group::IsInitialized() const { - - return true; -} - -void DirichletDiscrete_Group::Swap(DirichletDiscrete_Group* other) { - if (other != this) { - counts_.Swap(&other->counts_); - std::swap(_has_bits_[0], other->_has_bits_[0]); - _unknown_fields_.Swap(&other->_unknown_fields_); - std::swap(_cached_size_, other->_cached_size_); - } -} - -::google::protobuf::Metadata DirichletDiscrete_Group::GetMetadata() const { - protobuf_AssignDescriptorsOnce(); - ::google::protobuf::Metadata metadata; - metadata.descriptor = DirichletDiscrete_Group_descriptor_; - metadata.reflection = DirichletDiscrete_Group_reflection_; - return metadata; -} - - -// ------------------------------------------------------------------- - -#ifndef _MSC_VER -#endif // !_MSC_VER - -DirichletDiscrete::DirichletDiscrete() - : ::google::protobuf::Message() { - SharedCtor(); -} - -void DirichletDiscrete::InitAsDefaultInstance() { -} - -DirichletDiscrete::DirichletDiscrete(const DirichletDiscrete& from) - : ::google::protobuf::Message() { - SharedCtor(); - MergeFrom(from); -} - -void DirichletDiscrete::SharedCtor() { - _cached_size_ = 0; - ::memset(_has_bits_, 0, sizeof(_has_bits_)); -} - -DirichletDiscrete::~DirichletDiscrete() { - SharedDtor(); -} - -void DirichletDiscrete::SharedDtor() { - if (this != default_instance_) { - } -} - -void DirichletDiscrete::SetCachedSize(int size) const { - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); -} -const ::google::protobuf::Descriptor* DirichletDiscrete::descriptor() { - protobuf_AssignDescriptorsOnce(); - return DirichletDiscrete_descriptor_; -} - -const DirichletDiscrete& DirichletDiscrete::default_instance() { - if (default_instance_ == NULL) protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); return *default_instance_; -} - -DirichletDiscrete* DirichletDiscrete::default_instance_ = NULL; - -DirichletDiscrete* DirichletDiscrete::New() const { - return new DirichletDiscrete; -} - -void DirichletDiscrete::Clear() { - ::memset(_has_bits_, 0, sizeof(_has_bits_)); - mutable_unknown_fields()->Clear(); -} - -bool DirichletDiscrete::MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input) { -#define DO_(EXPRESSION) if (!(EXPRESSION)) return false - ::google::protobuf::uint32 tag; - while ((tag = input->ReadTag()) != 0) { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_END_GROUP) { - return true; - } - DO_(::google::protobuf::internal::WireFormat::SkipField( - input, tag, mutable_unknown_fields())); - } - return true; -#undef DO_ -} - -void DirichletDiscrete::SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const { - if (!unknown_fields().empty()) { - ::google::protobuf::internal::WireFormat::SerializeUnknownFields( - unknown_fields(), output); - } -} - -::google::protobuf::uint8* DirichletDiscrete::SerializeWithCachedSizesToArray( - ::google::protobuf::uint8* target) const { - if (!unknown_fields().empty()) { - target = ::google::protobuf::internal::WireFormat::SerializeUnknownFieldsToArray( - unknown_fields(), target); - } - return target; -} - -int DirichletDiscrete::ByteSize() const { - int total_size = 0; - - if (!unknown_fields().empty()) { - total_size += - ::google::protobuf::internal::WireFormat::ComputeUnknownFieldsSize( - unknown_fields()); - } - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = total_size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); - return total_size; -} - -void DirichletDiscrete::MergeFrom(const ::google::protobuf::Message& from) { - GOOGLE_CHECK_NE(&from, this); - const DirichletDiscrete* source = - ::google::protobuf::internal::dynamic_cast_if_available( - &from); - if (source == NULL) { - ::google::protobuf::internal::ReflectionOps::Merge(from, this); - } else { - MergeFrom(*source); - } -} - -void DirichletDiscrete::MergeFrom(const DirichletDiscrete& from) { - GOOGLE_CHECK_NE(&from, this); - mutable_unknown_fields()->MergeFrom(from.unknown_fields()); -} - -void DirichletDiscrete::CopyFrom(const ::google::protobuf::Message& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -void DirichletDiscrete::CopyFrom(const DirichletDiscrete& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -bool DirichletDiscrete::IsInitialized() const { - - return true; -} - -void DirichletDiscrete::Swap(DirichletDiscrete* other) { - if (other != this) { - _unknown_fields_.Swap(&other->_unknown_fields_); - std::swap(_cached_size_, other->_cached_size_); - } -} - -::google::protobuf::Metadata DirichletDiscrete::GetMetadata() const { - protobuf_AssignDescriptorsOnce(); - ::google::protobuf::Metadata metadata; - metadata.descriptor = DirichletDiscrete_descriptor_; - metadata.reflection = DirichletDiscrete_reflection_; - return metadata; -} - - -// =================================================================== - -#ifndef _MSC_VER -const int DirichletProcessDiscrete_Shared::kGammaFieldNumber; -const int DirichletProcessDiscrete_Shared::kAlphaFieldNumber; -const int DirichletProcessDiscrete_Shared::kValuesFieldNumber; -const int DirichletProcessDiscrete_Shared::kBetasFieldNumber; -const int DirichletProcessDiscrete_Shared::kCountsFieldNumber; -#endif // !_MSC_VER - -DirichletProcessDiscrete_Shared::DirichletProcessDiscrete_Shared() - : ::google::protobuf::Message() { - SharedCtor(); -} - -void DirichletProcessDiscrete_Shared::InitAsDefaultInstance() { -} - -DirichletProcessDiscrete_Shared::DirichletProcessDiscrete_Shared(const DirichletProcessDiscrete_Shared& from) - : ::google::protobuf::Message() { - SharedCtor(); - MergeFrom(from); -} - -void DirichletProcessDiscrete_Shared::SharedCtor() { - _cached_size_ = 0; - gamma_ = 0; - alpha_ = 0; - ::memset(_has_bits_, 0, sizeof(_has_bits_)); -} - -DirichletProcessDiscrete_Shared::~DirichletProcessDiscrete_Shared() { - SharedDtor(); -} - -void DirichletProcessDiscrete_Shared::SharedDtor() { - if (this != default_instance_) { - } -} - -void DirichletProcessDiscrete_Shared::SetCachedSize(int size) const { - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); -} -const ::google::protobuf::Descriptor* DirichletProcessDiscrete_Shared::descriptor() { - protobuf_AssignDescriptorsOnce(); - return DirichletProcessDiscrete_Shared_descriptor_; -} - -const DirichletProcessDiscrete_Shared& DirichletProcessDiscrete_Shared::default_instance() { - if (default_instance_ == NULL) protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); return *default_instance_; -} - -DirichletProcessDiscrete_Shared* DirichletProcessDiscrete_Shared::default_instance_ = NULL; - -DirichletProcessDiscrete_Shared* DirichletProcessDiscrete_Shared::New() const { - return new DirichletProcessDiscrete_Shared; -} - -void DirichletProcessDiscrete_Shared::Clear() { - if (_has_bits_[0 / 32] & (0xffu << (0 % 32))) { - gamma_ = 0; - alpha_ = 0; - } - values_.Clear(); - betas_.Clear(); - counts_.Clear(); - ::memset(_has_bits_, 0, sizeof(_has_bits_)); - mutable_unknown_fields()->Clear(); -} - -bool DirichletProcessDiscrete_Shared::MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input) { -#define DO_(EXPRESSION) if (!(EXPRESSION)) return false - ::google::protobuf::uint32 tag; - while ((tag = input->ReadTag()) != 0) { - switch (::google::protobuf::internal::WireFormatLite::GetTagFieldNumber(tag)) { - // required float gamma = 1; - case 1: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_FIXED32) { - DO_((::google::protobuf::internal::WireFormatLite::ReadPrimitive< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - input, &gamma_))); - set_has_gamma(); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(21)) goto parse_alpha; - break; - } - - // required float alpha = 2; - case 2: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_FIXED32) { - parse_alpha: - DO_((::google::protobuf::internal::WireFormatLite::ReadPrimitive< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - input, &alpha_))); - set_has_alpha(); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(24)) goto parse_values; - break; - } - - // repeated uint32 values = 3; - case 3: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_VARINT) { - parse_values: - DO_((::google::protobuf::internal::WireFormatLite::ReadRepeatedPrimitive< - ::google::protobuf::uint32, ::google::protobuf::internal::WireFormatLite::TYPE_UINT32>( - 1, 24, input, this->mutable_values()))); - } else if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) - == ::google::protobuf::internal::WireFormatLite:: - WIRETYPE_LENGTH_DELIMITED) { - DO_((::google::protobuf::internal::WireFormatLite::ReadPackedPrimitiveNoInline< - ::google::protobuf::uint32, ::google::protobuf::internal::WireFormatLite::TYPE_UINT32>( - input, this->mutable_values()))); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(24)) goto parse_values; - if (input->ExpectTag(37)) goto parse_betas; - break; - } - - // repeated float betas = 4; - case 4: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_FIXED32) { - parse_betas: - DO_((::google::protobuf::internal::WireFormatLite::ReadRepeatedPrimitive< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - 1, 37, input, this->mutable_betas()))); - } else if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) - == ::google::protobuf::internal::WireFormatLite:: - WIRETYPE_LENGTH_DELIMITED) { - DO_((::google::protobuf::internal::WireFormatLite::ReadPackedPrimitiveNoInline< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - input, this->mutable_betas()))); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(37)) goto parse_betas; - if (input->ExpectTag(40)) goto parse_counts; - break; - } - - // repeated uint64 counts = 5; - case 5: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_VARINT) { - parse_counts: - DO_((::google::protobuf::internal::WireFormatLite::ReadRepeatedPrimitive< - ::google::protobuf::uint64, ::google::protobuf::internal::WireFormatLite::TYPE_UINT64>( - 1, 40, input, this->mutable_counts()))); - } else if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) - == ::google::protobuf::internal::WireFormatLite:: - WIRETYPE_LENGTH_DELIMITED) { - DO_((::google::protobuf::internal::WireFormatLite::ReadPackedPrimitiveNoInline< - ::google::protobuf::uint64, ::google::protobuf::internal::WireFormatLite::TYPE_UINT64>( - input, this->mutable_counts()))); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(40)) goto parse_counts; - if (input->ExpectAtEnd()) return true; - break; - } - - default: { - handle_uninterpreted: - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_END_GROUP) { - return true; - } - DO_(::google::protobuf::internal::WireFormat::SkipField( - input, tag, mutable_unknown_fields())); - break; - } - } - } - return true; -#undef DO_ -} - -void DirichletProcessDiscrete_Shared::SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const { - // required float gamma = 1; - if (has_gamma()) { - ::google::protobuf::internal::WireFormatLite::WriteFloat(1, this->gamma(), output); - } - - // required float alpha = 2; - if (has_alpha()) { - ::google::protobuf::internal::WireFormatLite::WriteFloat(2, this->alpha(), output); - } - - // repeated uint32 values = 3; - for (int i = 0; i < this->values_size(); i++) { - ::google::protobuf::internal::WireFormatLite::WriteUInt32( - 3, this->values(i), output); - } - - // repeated float betas = 4; - for (int i = 0; i < this->betas_size(); i++) { - ::google::protobuf::internal::WireFormatLite::WriteFloat( - 4, this->betas(i), output); - } - - // repeated uint64 counts = 5; - for (int i = 0; i < this->counts_size(); i++) { - ::google::protobuf::internal::WireFormatLite::WriteUInt64( - 5, this->counts(i), output); - } - - if (!unknown_fields().empty()) { - ::google::protobuf::internal::WireFormat::SerializeUnknownFields( - unknown_fields(), output); - } -} - -::google::protobuf::uint8* DirichletProcessDiscrete_Shared::SerializeWithCachedSizesToArray( - ::google::protobuf::uint8* target) const { - // required float gamma = 1; - if (has_gamma()) { - target = ::google::protobuf::internal::WireFormatLite::WriteFloatToArray(1, this->gamma(), target); - } - - // required float alpha = 2; - if (has_alpha()) { - target = ::google::protobuf::internal::WireFormatLite::WriteFloatToArray(2, this->alpha(), target); - } - - // repeated uint32 values = 3; - for (int i = 0; i < this->values_size(); i++) { - target = ::google::protobuf::internal::WireFormatLite:: - WriteUInt32ToArray(3, this->values(i), target); - } - - // repeated float betas = 4; - for (int i = 0; i < this->betas_size(); i++) { - target = ::google::protobuf::internal::WireFormatLite:: - WriteFloatToArray(4, this->betas(i), target); - } - - // repeated uint64 counts = 5; - for (int i = 0; i < this->counts_size(); i++) { - target = ::google::protobuf::internal::WireFormatLite:: - WriteUInt64ToArray(5, this->counts(i), target); - } - - if (!unknown_fields().empty()) { - target = ::google::protobuf::internal::WireFormat::SerializeUnknownFieldsToArray( - unknown_fields(), target); - } - return target; -} - -int DirichletProcessDiscrete_Shared::ByteSize() const { - int total_size = 0; - - if (_has_bits_[0 / 32] & (0xffu << (0 % 32))) { - // required float gamma = 1; - if (has_gamma()) { - total_size += 1 + 4; - } - - // required float alpha = 2; - if (has_alpha()) { - total_size += 1 + 4; - } - - } - // repeated uint32 values = 3; - { - int data_size = 0; - for (int i = 0; i < this->values_size(); i++) { - data_size += ::google::protobuf::internal::WireFormatLite:: - UInt32Size(this->values(i)); - } - total_size += 1 * this->values_size() + data_size; - } - - // repeated float betas = 4; - { - int data_size = 0; - data_size = 4 * this->betas_size(); - total_size += 1 * this->betas_size() + data_size; - } - - // repeated uint64 counts = 5; - { - int data_size = 0; - for (int i = 0; i < this->counts_size(); i++) { - data_size += ::google::protobuf::internal::WireFormatLite:: - UInt64Size(this->counts(i)); - } - total_size += 1 * this->counts_size() + data_size; - } - - if (!unknown_fields().empty()) { - total_size += - ::google::protobuf::internal::WireFormat::ComputeUnknownFieldsSize( - unknown_fields()); - } - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = total_size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); - return total_size; -} - -void DirichletProcessDiscrete_Shared::MergeFrom(const ::google::protobuf::Message& from) { - GOOGLE_CHECK_NE(&from, this); - const DirichletProcessDiscrete_Shared* source = - ::google::protobuf::internal::dynamic_cast_if_available( - &from); - if (source == NULL) { - ::google::protobuf::internal::ReflectionOps::Merge(from, this); - } else { - MergeFrom(*source); - } -} - -void DirichletProcessDiscrete_Shared::MergeFrom(const DirichletProcessDiscrete_Shared& from) { - GOOGLE_CHECK_NE(&from, this); - values_.MergeFrom(from.values_); - betas_.MergeFrom(from.betas_); - counts_.MergeFrom(from.counts_); - if (from._has_bits_[0 / 32] & (0xffu << (0 % 32))) { - if (from.has_gamma()) { - set_gamma(from.gamma()); - } - if (from.has_alpha()) { - set_alpha(from.alpha()); - } - } - mutable_unknown_fields()->MergeFrom(from.unknown_fields()); -} - -void DirichletProcessDiscrete_Shared::CopyFrom(const ::google::protobuf::Message& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -void DirichletProcessDiscrete_Shared::CopyFrom(const DirichletProcessDiscrete_Shared& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -bool DirichletProcessDiscrete_Shared::IsInitialized() const { - if ((_has_bits_[0] & 0x00000003) != 0x00000003) return false; - - return true; -} - -void DirichletProcessDiscrete_Shared::Swap(DirichletProcessDiscrete_Shared* other) { - if (other != this) { - std::swap(gamma_, other->gamma_); - std::swap(alpha_, other->alpha_); - values_.Swap(&other->values_); - betas_.Swap(&other->betas_); - counts_.Swap(&other->counts_); - std::swap(_has_bits_[0], other->_has_bits_[0]); - _unknown_fields_.Swap(&other->_unknown_fields_); - std::swap(_cached_size_, other->_cached_size_); - } -} - -::google::protobuf::Metadata DirichletProcessDiscrete_Shared::GetMetadata() const { - protobuf_AssignDescriptorsOnce(); - ::google::protobuf::Metadata metadata; - metadata.descriptor = DirichletProcessDiscrete_Shared_descriptor_; - metadata.reflection = DirichletProcessDiscrete_Shared_reflection_; - return metadata; -} - - -// ------------------------------------------------------------------- - -#ifndef _MSC_VER -const int DirichletProcessDiscrete_Group::kKeysFieldNumber; -const int DirichletProcessDiscrete_Group::kValuesFieldNumber; -#endif // !_MSC_VER - -DirichletProcessDiscrete_Group::DirichletProcessDiscrete_Group() - : ::google::protobuf::Message() { - SharedCtor(); -} - -void DirichletProcessDiscrete_Group::InitAsDefaultInstance() { -} - -DirichletProcessDiscrete_Group::DirichletProcessDiscrete_Group(const DirichletProcessDiscrete_Group& from) - : ::google::protobuf::Message() { - SharedCtor(); - MergeFrom(from); -} - -void DirichletProcessDiscrete_Group::SharedCtor() { - _cached_size_ = 0; - ::memset(_has_bits_, 0, sizeof(_has_bits_)); -} - -DirichletProcessDiscrete_Group::~DirichletProcessDiscrete_Group() { - SharedDtor(); -} - -void DirichletProcessDiscrete_Group::SharedDtor() { - if (this != default_instance_) { - } -} - -void DirichletProcessDiscrete_Group::SetCachedSize(int size) const { - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); -} -const ::google::protobuf::Descriptor* DirichletProcessDiscrete_Group::descriptor() { - protobuf_AssignDescriptorsOnce(); - return DirichletProcessDiscrete_Group_descriptor_; -} - -const DirichletProcessDiscrete_Group& DirichletProcessDiscrete_Group::default_instance() { - if (default_instance_ == NULL) protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); return *default_instance_; -} - -DirichletProcessDiscrete_Group* DirichletProcessDiscrete_Group::default_instance_ = NULL; - -DirichletProcessDiscrete_Group* DirichletProcessDiscrete_Group::New() const { - return new DirichletProcessDiscrete_Group; -} - -void DirichletProcessDiscrete_Group::Clear() { - keys_.Clear(); - values_.Clear(); - ::memset(_has_bits_, 0, sizeof(_has_bits_)); - mutable_unknown_fields()->Clear(); -} - -bool DirichletProcessDiscrete_Group::MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input) { -#define DO_(EXPRESSION) if (!(EXPRESSION)) return false - ::google::protobuf::uint32 tag; - while ((tag = input->ReadTag()) != 0) { - switch (::google::protobuf::internal::WireFormatLite::GetTagFieldNumber(tag)) { - // repeated uint32 keys = 1; - case 1: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_VARINT) { - parse_keys: - DO_((::google::protobuf::internal::WireFormatLite::ReadRepeatedPrimitive< - ::google::protobuf::uint32, ::google::protobuf::internal::WireFormatLite::TYPE_UINT32>( - 1, 8, input, this->mutable_keys()))); - } else if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) - == ::google::protobuf::internal::WireFormatLite:: - WIRETYPE_LENGTH_DELIMITED) { - DO_((::google::protobuf::internal::WireFormatLite::ReadPackedPrimitiveNoInline< - ::google::protobuf::uint32, ::google::protobuf::internal::WireFormatLite::TYPE_UINT32>( - input, this->mutable_keys()))); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(8)) goto parse_keys; - if (input->ExpectTag(16)) goto parse_values; - break; - } - - // repeated uint64 values = 2; - case 2: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_VARINT) { - parse_values: - DO_((::google::protobuf::internal::WireFormatLite::ReadRepeatedPrimitive< - ::google::protobuf::uint64, ::google::protobuf::internal::WireFormatLite::TYPE_UINT64>( - 1, 16, input, this->mutable_values()))); - } else if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) - == ::google::protobuf::internal::WireFormatLite:: - WIRETYPE_LENGTH_DELIMITED) { - DO_((::google::protobuf::internal::WireFormatLite::ReadPackedPrimitiveNoInline< - ::google::protobuf::uint64, ::google::protobuf::internal::WireFormatLite::TYPE_UINT64>( - input, this->mutable_values()))); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(16)) goto parse_values; - if (input->ExpectAtEnd()) return true; - break; - } - - default: { - handle_uninterpreted: - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_END_GROUP) { - return true; - } - DO_(::google::protobuf::internal::WireFormat::SkipField( - input, tag, mutable_unknown_fields())); - break; - } - } - } - return true; -#undef DO_ -} - -void DirichletProcessDiscrete_Group::SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const { - // repeated uint32 keys = 1; - for (int i = 0; i < this->keys_size(); i++) { - ::google::protobuf::internal::WireFormatLite::WriteUInt32( - 1, this->keys(i), output); - } - - // repeated uint64 values = 2; - for (int i = 0; i < this->values_size(); i++) { - ::google::protobuf::internal::WireFormatLite::WriteUInt64( - 2, this->values(i), output); - } - - if (!unknown_fields().empty()) { - ::google::protobuf::internal::WireFormat::SerializeUnknownFields( - unknown_fields(), output); - } -} - -::google::protobuf::uint8* DirichletProcessDiscrete_Group::SerializeWithCachedSizesToArray( - ::google::protobuf::uint8* target) const { - // repeated uint32 keys = 1; - for (int i = 0; i < this->keys_size(); i++) { - target = ::google::protobuf::internal::WireFormatLite:: - WriteUInt32ToArray(1, this->keys(i), target); - } - - // repeated uint64 values = 2; - for (int i = 0; i < this->values_size(); i++) { - target = ::google::protobuf::internal::WireFormatLite:: - WriteUInt64ToArray(2, this->values(i), target); - } - - if (!unknown_fields().empty()) { - target = ::google::protobuf::internal::WireFormat::SerializeUnknownFieldsToArray( - unknown_fields(), target); - } - return target; -} - -int DirichletProcessDiscrete_Group::ByteSize() const { - int total_size = 0; - - // repeated uint32 keys = 1; - { - int data_size = 0; - for (int i = 0; i < this->keys_size(); i++) { - data_size += ::google::protobuf::internal::WireFormatLite:: - UInt32Size(this->keys(i)); - } - total_size += 1 * this->keys_size() + data_size; - } - - // repeated uint64 values = 2; - { - int data_size = 0; - for (int i = 0; i < this->values_size(); i++) { - data_size += ::google::protobuf::internal::WireFormatLite:: - UInt64Size(this->values(i)); - } - total_size += 1 * this->values_size() + data_size; - } - - if (!unknown_fields().empty()) { - total_size += - ::google::protobuf::internal::WireFormat::ComputeUnknownFieldsSize( - unknown_fields()); - } - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = total_size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); - return total_size; -} - -void DirichletProcessDiscrete_Group::MergeFrom(const ::google::protobuf::Message& from) { - GOOGLE_CHECK_NE(&from, this); - const DirichletProcessDiscrete_Group* source = - ::google::protobuf::internal::dynamic_cast_if_available( - &from); - if (source == NULL) { - ::google::protobuf::internal::ReflectionOps::Merge(from, this); - } else { - MergeFrom(*source); - } -} - -void DirichletProcessDiscrete_Group::MergeFrom(const DirichletProcessDiscrete_Group& from) { - GOOGLE_CHECK_NE(&from, this); - keys_.MergeFrom(from.keys_); - values_.MergeFrom(from.values_); - mutable_unknown_fields()->MergeFrom(from.unknown_fields()); -} - -void DirichletProcessDiscrete_Group::CopyFrom(const ::google::protobuf::Message& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -void DirichletProcessDiscrete_Group::CopyFrom(const DirichletProcessDiscrete_Group& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -bool DirichletProcessDiscrete_Group::IsInitialized() const { - - return true; -} - -void DirichletProcessDiscrete_Group::Swap(DirichletProcessDiscrete_Group* other) { - if (other != this) { - keys_.Swap(&other->keys_); - values_.Swap(&other->values_); - std::swap(_has_bits_[0], other->_has_bits_[0]); - _unknown_fields_.Swap(&other->_unknown_fields_); - std::swap(_cached_size_, other->_cached_size_); - } -} - -::google::protobuf::Metadata DirichletProcessDiscrete_Group::GetMetadata() const { - protobuf_AssignDescriptorsOnce(); - ::google::protobuf::Metadata metadata; - metadata.descriptor = DirichletProcessDiscrete_Group_descriptor_; - metadata.reflection = DirichletProcessDiscrete_Group_reflection_; - return metadata; -} - - -// ------------------------------------------------------------------- - -#ifndef _MSC_VER -#endif // !_MSC_VER - -DirichletProcessDiscrete::DirichletProcessDiscrete() - : ::google::protobuf::Message() { - SharedCtor(); -} - -void DirichletProcessDiscrete::InitAsDefaultInstance() { -} - -DirichletProcessDiscrete::DirichletProcessDiscrete(const DirichletProcessDiscrete& from) - : ::google::protobuf::Message() { - SharedCtor(); - MergeFrom(from); -} - -void DirichletProcessDiscrete::SharedCtor() { - _cached_size_ = 0; - ::memset(_has_bits_, 0, sizeof(_has_bits_)); -} - -DirichletProcessDiscrete::~DirichletProcessDiscrete() { - SharedDtor(); -} - -void DirichletProcessDiscrete::SharedDtor() { - if (this != default_instance_) { - } -} - -void DirichletProcessDiscrete::SetCachedSize(int size) const { - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); -} -const ::google::protobuf::Descriptor* DirichletProcessDiscrete::descriptor() { - protobuf_AssignDescriptorsOnce(); - return DirichletProcessDiscrete_descriptor_; -} - -const DirichletProcessDiscrete& DirichletProcessDiscrete::default_instance() { - if (default_instance_ == NULL) protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); return *default_instance_; -} - -DirichletProcessDiscrete* DirichletProcessDiscrete::default_instance_ = NULL; - -DirichletProcessDiscrete* DirichletProcessDiscrete::New() const { - return new DirichletProcessDiscrete; -} - -void DirichletProcessDiscrete::Clear() { - ::memset(_has_bits_, 0, sizeof(_has_bits_)); - mutable_unknown_fields()->Clear(); -} - -bool DirichletProcessDiscrete::MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input) { -#define DO_(EXPRESSION) if (!(EXPRESSION)) return false - ::google::protobuf::uint32 tag; - while ((tag = input->ReadTag()) != 0) { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_END_GROUP) { - return true; - } - DO_(::google::protobuf::internal::WireFormat::SkipField( - input, tag, mutable_unknown_fields())); - } - return true; -#undef DO_ -} - -void DirichletProcessDiscrete::SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const { - if (!unknown_fields().empty()) { - ::google::protobuf::internal::WireFormat::SerializeUnknownFields( - unknown_fields(), output); - } -} - -::google::protobuf::uint8* DirichletProcessDiscrete::SerializeWithCachedSizesToArray( - ::google::protobuf::uint8* target) const { - if (!unknown_fields().empty()) { - target = ::google::protobuf::internal::WireFormat::SerializeUnknownFieldsToArray( - unknown_fields(), target); - } - return target; -} - -int DirichletProcessDiscrete::ByteSize() const { - int total_size = 0; - - if (!unknown_fields().empty()) { - total_size += - ::google::protobuf::internal::WireFormat::ComputeUnknownFieldsSize( - unknown_fields()); - } - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = total_size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); - return total_size; -} - -void DirichletProcessDiscrete::MergeFrom(const ::google::protobuf::Message& from) { - GOOGLE_CHECK_NE(&from, this); - const DirichletProcessDiscrete* source = - ::google::protobuf::internal::dynamic_cast_if_available( - &from); - if (source == NULL) { - ::google::protobuf::internal::ReflectionOps::Merge(from, this); - } else { - MergeFrom(*source); - } -} - -void DirichletProcessDiscrete::MergeFrom(const DirichletProcessDiscrete& from) { - GOOGLE_CHECK_NE(&from, this); - mutable_unknown_fields()->MergeFrom(from.unknown_fields()); -} - -void DirichletProcessDiscrete::CopyFrom(const ::google::protobuf::Message& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -void DirichletProcessDiscrete::CopyFrom(const DirichletProcessDiscrete& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -bool DirichletProcessDiscrete::IsInitialized() const { - - return true; -} - -void DirichletProcessDiscrete::Swap(DirichletProcessDiscrete* other) { - if (other != this) { - _unknown_fields_.Swap(&other->_unknown_fields_); - std::swap(_cached_size_, other->_cached_size_); - } -} - -::google::protobuf::Metadata DirichletProcessDiscrete::GetMetadata() const { - protobuf_AssignDescriptorsOnce(); - ::google::protobuf::Metadata metadata; - metadata.descriptor = DirichletProcessDiscrete_descriptor_; - metadata.reflection = DirichletProcessDiscrete_reflection_; - return metadata; -} - - -// =================================================================== - -#ifndef _MSC_VER -const int PitmanYorProcessDiscrete_Shared::kAlphaFieldNumber; -const int PitmanYorProcessDiscrete_Shared::kDFieldNumber; -const int PitmanYorProcessDiscrete_Shared::kCountsFieldNumber; -#endif // !_MSC_VER - -PitmanYorProcessDiscrete_Shared::PitmanYorProcessDiscrete_Shared() - : ::google::protobuf::Message() { - SharedCtor(); -} - -void PitmanYorProcessDiscrete_Shared::InitAsDefaultInstance() { -} - -PitmanYorProcessDiscrete_Shared::PitmanYorProcessDiscrete_Shared(const PitmanYorProcessDiscrete_Shared& from) - : ::google::protobuf::Message() { - SharedCtor(); - MergeFrom(from); -} - -void PitmanYorProcessDiscrete_Shared::SharedCtor() { - _cached_size_ = 0; - alpha_ = 0; - ::memset(_has_bits_, 0, sizeof(_has_bits_)); -} - -PitmanYorProcessDiscrete_Shared::~PitmanYorProcessDiscrete_Shared() { - SharedDtor(); -} - -void PitmanYorProcessDiscrete_Shared::SharedDtor() { - if (this != default_instance_) { - } -} - -void PitmanYorProcessDiscrete_Shared::SetCachedSize(int size) const { - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); -} -const ::google::protobuf::Descriptor* PitmanYorProcessDiscrete_Shared::descriptor() { - protobuf_AssignDescriptorsOnce(); - return PitmanYorProcessDiscrete_Shared_descriptor_; -} - -const PitmanYorProcessDiscrete_Shared& PitmanYorProcessDiscrete_Shared::default_instance() { - if (default_instance_ == NULL) protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); return *default_instance_; -} - -PitmanYorProcessDiscrete_Shared* PitmanYorProcessDiscrete_Shared::default_instance_ = NULL; - -PitmanYorProcessDiscrete_Shared* PitmanYorProcessDiscrete_Shared::New() const { - return new PitmanYorProcessDiscrete_Shared; -} - -void PitmanYorProcessDiscrete_Shared::Clear() { - if (_has_bits_[0 / 32] & (0xffu << (0 % 32))) { - alpha_ = 0; - } - d_.Clear(); - counts_.Clear(); - ::memset(_has_bits_, 0, sizeof(_has_bits_)); - mutable_unknown_fields()->Clear(); -} - -bool PitmanYorProcessDiscrete_Shared::MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input) { -#define DO_(EXPRESSION) if (!(EXPRESSION)) return false - ::google::protobuf::uint32 tag; - while ((tag = input->ReadTag()) != 0) { - switch (::google::protobuf::internal::WireFormatLite::GetTagFieldNumber(tag)) { - // required float alpha = 1; - case 1: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_FIXED32) { - DO_((::google::protobuf::internal::WireFormatLite::ReadPrimitive< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - input, &alpha_))); - set_has_alpha(); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(21)) goto parse_d; - break; - } - - // repeated float d = 2; - case 2: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_FIXED32) { - parse_d: - DO_((::google::protobuf::internal::WireFormatLite::ReadRepeatedPrimitive< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - 1, 21, input, this->mutable_d()))); - } else if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) - == ::google::protobuf::internal::WireFormatLite:: - WIRETYPE_LENGTH_DELIMITED) { - DO_((::google::protobuf::internal::WireFormatLite::ReadPackedPrimitiveNoInline< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - input, this->mutable_d()))); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(21)) goto parse_d; - if (input->ExpectTag(24)) goto parse_counts; - break; - } - - // repeated uint64 counts = 3; - case 3: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_VARINT) { - parse_counts: - DO_((::google::protobuf::internal::WireFormatLite::ReadRepeatedPrimitive< - ::google::protobuf::uint64, ::google::protobuf::internal::WireFormatLite::TYPE_UINT64>( - 1, 24, input, this->mutable_counts()))); - } else if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) - == ::google::protobuf::internal::WireFormatLite:: - WIRETYPE_LENGTH_DELIMITED) { - DO_((::google::protobuf::internal::WireFormatLite::ReadPackedPrimitiveNoInline< - ::google::protobuf::uint64, ::google::protobuf::internal::WireFormatLite::TYPE_UINT64>( - input, this->mutable_counts()))); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(24)) goto parse_counts; - if (input->ExpectAtEnd()) return true; - break; - } - - default: { - handle_uninterpreted: - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_END_GROUP) { - return true; - } - DO_(::google::protobuf::internal::WireFormat::SkipField( - input, tag, mutable_unknown_fields())); - break; - } - } - } - return true; -#undef DO_ -} - -void PitmanYorProcessDiscrete_Shared::SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const { - // required float alpha = 1; - if (has_alpha()) { - ::google::protobuf::internal::WireFormatLite::WriteFloat(1, this->alpha(), output); - } - - // repeated float d = 2; - for (int i = 0; i < this->d_size(); i++) { - ::google::protobuf::internal::WireFormatLite::WriteFloat( - 2, this->d(i), output); - } - - // repeated uint64 counts = 3; - for (int i = 0; i < this->counts_size(); i++) { - ::google::protobuf::internal::WireFormatLite::WriteUInt64( - 3, this->counts(i), output); - } - - if (!unknown_fields().empty()) { - ::google::protobuf::internal::WireFormat::SerializeUnknownFields( - unknown_fields(), output); - } -} - -::google::protobuf::uint8* PitmanYorProcessDiscrete_Shared::SerializeWithCachedSizesToArray( - ::google::protobuf::uint8* target) const { - // required float alpha = 1; - if (has_alpha()) { - target = ::google::protobuf::internal::WireFormatLite::WriteFloatToArray(1, this->alpha(), target); - } - - // repeated float d = 2; - for (int i = 0; i < this->d_size(); i++) { - target = ::google::protobuf::internal::WireFormatLite:: - WriteFloatToArray(2, this->d(i), target); - } - - // repeated uint64 counts = 3; - for (int i = 0; i < this->counts_size(); i++) { - target = ::google::protobuf::internal::WireFormatLite:: - WriteUInt64ToArray(3, this->counts(i), target); - } - - if (!unknown_fields().empty()) { - target = ::google::protobuf::internal::WireFormat::SerializeUnknownFieldsToArray( - unknown_fields(), target); - } - return target; -} - -int PitmanYorProcessDiscrete_Shared::ByteSize() const { - int total_size = 0; - - if (_has_bits_[0 / 32] & (0xffu << (0 % 32))) { - // required float alpha = 1; - if (has_alpha()) { - total_size += 1 + 4; - } - - } - // repeated float d = 2; - { - int data_size = 0; - data_size = 4 * this->d_size(); - total_size += 1 * this->d_size() + data_size; - } - - // repeated uint64 counts = 3; - { - int data_size = 0; - for (int i = 0; i < this->counts_size(); i++) { - data_size += ::google::protobuf::internal::WireFormatLite:: - UInt64Size(this->counts(i)); - } - total_size += 1 * this->counts_size() + data_size; - } - - if (!unknown_fields().empty()) { - total_size += - ::google::protobuf::internal::WireFormat::ComputeUnknownFieldsSize( - unknown_fields()); - } - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = total_size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); - return total_size; -} - -void PitmanYorProcessDiscrete_Shared::MergeFrom(const ::google::protobuf::Message& from) { - GOOGLE_CHECK_NE(&from, this); - const PitmanYorProcessDiscrete_Shared* source = - ::google::protobuf::internal::dynamic_cast_if_available( - &from); - if (source == NULL) { - ::google::protobuf::internal::ReflectionOps::Merge(from, this); - } else { - MergeFrom(*source); - } -} - -void PitmanYorProcessDiscrete_Shared::MergeFrom(const PitmanYorProcessDiscrete_Shared& from) { - GOOGLE_CHECK_NE(&from, this); - d_.MergeFrom(from.d_); - counts_.MergeFrom(from.counts_); - if (from._has_bits_[0 / 32] & (0xffu << (0 % 32))) { - if (from.has_alpha()) { - set_alpha(from.alpha()); - } - } - mutable_unknown_fields()->MergeFrom(from.unknown_fields()); -} - -void PitmanYorProcessDiscrete_Shared::CopyFrom(const ::google::protobuf::Message& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -void PitmanYorProcessDiscrete_Shared::CopyFrom(const PitmanYorProcessDiscrete_Shared& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -bool PitmanYorProcessDiscrete_Shared::IsInitialized() const { - if ((_has_bits_[0] & 0x00000001) != 0x00000001) return false; - - return true; -} - -void PitmanYorProcessDiscrete_Shared::Swap(PitmanYorProcessDiscrete_Shared* other) { - if (other != this) { - std::swap(alpha_, other->alpha_); - d_.Swap(&other->d_); - counts_.Swap(&other->counts_); - std::swap(_has_bits_[0], other->_has_bits_[0]); - _unknown_fields_.Swap(&other->_unknown_fields_); - std::swap(_cached_size_, other->_cached_size_); - } -} - -::google::protobuf::Metadata PitmanYorProcessDiscrete_Shared::GetMetadata() const { - protobuf_AssignDescriptorsOnce(); - ::google::protobuf::Metadata metadata; - metadata.descriptor = PitmanYorProcessDiscrete_Shared_descriptor_; - metadata.reflection = PitmanYorProcessDiscrete_Shared_reflection_; - return metadata; -} - - -// ------------------------------------------------------------------- - -#ifndef _MSC_VER -const int PitmanYorProcessDiscrete_Group::kKeysFieldNumber; -const int PitmanYorProcessDiscrete_Group::kValuesFieldNumber; -#endif // !_MSC_VER - -PitmanYorProcessDiscrete_Group::PitmanYorProcessDiscrete_Group() - : ::google::protobuf::Message() { - SharedCtor(); -} - -void PitmanYorProcessDiscrete_Group::InitAsDefaultInstance() { -} - -PitmanYorProcessDiscrete_Group::PitmanYorProcessDiscrete_Group(const PitmanYorProcessDiscrete_Group& from) - : ::google::protobuf::Message() { - SharedCtor(); - MergeFrom(from); -} - -void PitmanYorProcessDiscrete_Group::SharedCtor() { - _cached_size_ = 0; - ::memset(_has_bits_, 0, sizeof(_has_bits_)); -} - -PitmanYorProcessDiscrete_Group::~PitmanYorProcessDiscrete_Group() { - SharedDtor(); -} - -void PitmanYorProcessDiscrete_Group::SharedDtor() { - if (this != default_instance_) { - } -} - -void PitmanYorProcessDiscrete_Group::SetCachedSize(int size) const { - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); -} -const ::google::protobuf::Descriptor* PitmanYorProcessDiscrete_Group::descriptor() { - protobuf_AssignDescriptorsOnce(); - return PitmanYorProcessDiscrete_Group_descriptor_; -} - -const PitmanYorProcessDiscrete_Group& PitmanYorProcessDiscrete_Group::default_instance() { - if (default_instance_ == NULL) protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); return *default_instance_; -} - -PitmanYorProcessDiscrete_Group* PitmanYorProcessDiscrete_Group::default_instance_ = NULL; - -PitmanYorProcessDiscrete_Group* PitmanYorProcessDiscrete_Group::New() const { - return new PitmanYorProcessDiscrete_Group; -} - -void PitmanYorProcessDiscrete_Group::Clear() { - keys_.Clear(); - values_.Clear(); - ::memset(_has_bits_, 0, sizeof(_has_bits_)); - mutable_unknown_fields()->Clear(); -} - -bool PitmanYorProcessDiscrete_Group::MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input) { -#define DO_(EXPRESSION) if (!(EXPRESSION)) return false - ::google::protobuf::uint32 tag; - while ((tag = input->ReadTag()) != 0) { - switch (::google::protobuf::internal::WireFormatLite::GetTagFieldNumber(tag)) { - // repeated uint32 keys = 1; - case 1: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_VARINT) { - parse_keys: - DO_((::google::protobuf::internal::WireFormatLite::ReadRepeatedPrimitive< - ::google::protobuf::uint32, ::google::protobuf::internal::WireFormatLite::TYPE_UINT32>( - 1, 8, input, this->mutable_keys()))); - } else if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) - == ::google::protobuf::internal::WireFormatLite:: - WIRETYPE_LENGTH_DELIMITED) { - DO_((::google::protobuf::internal::WireFormatLite::ReadPackedPrimitiveNoInline< - ::google::protobuf::uint32, ::google::protobuf::internal::WireFormatLite::TYPE_UINT32>( - input, this->mutable_keys()))); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(8)) goto parse_keys; - if (input->ExpectTag(16)) goto parse_values; - break; - } - - // repeated uint64 values = 2; - case 2: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_VARINT) { - parse_values: - DO_((::google::protobuf::internal::WireFormatLite::ReadRepeatedPrimitive< - ::google::protobuf::uint64, ::google::protobuf::internal::WireFormatLite::TYPE_UINT64>( - 1, 16, input, this->mutable_values()))); - } else if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) - == ::google::protobuf::internal::WireFormatLite:: - WIRETYPE_LENGTH_DELIMITED) { - DO_((::google::protobuf::internal::WireFormatLite::ReadPackedPrimitiveNoInline< - ::google::protobuf::uint64, ::google::protobuf::internal::WireFormatLite::TYPE_UINT64>( - input, this->mutable_values()))); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(16)) goto parse_values; - if (input->ExpectAtEnd()) return true; - break; - } - - default: { - handle_uninterpreted: - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_END_GROUP) { - return true; - } - DO_(::google::protobuf::internal::WireFormat::SkipField( - input, tag, mutable_unknown_fields())); - break; - } - } - } - return true; -#undef DO_ -} - -void PitmanYorProcessDiscrete_Group::SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const { - // repeated uint32 keys = 1; - for (int i = 0; i < this->keys_size(); i++) { - ::google::protobuf::internal::WireFormatLite::WriteUInt32( - 1, this->keys(i), output); - } - - // repeated uint64 values = 2; - for (int i = 0; i < this->values_size(); i++) { - ::google::protobuf::internal::WireFormatLite::WriteUInt64( - 2, this->values(i), output); - } - - if (!unknown_fields().empty()) { - ::google::protobuf::internal::WireFormat::SerializeUnknownFields( - unknown_fields(), output); - } -} - -::google::protobuf::uint8* PitmanYorProcessDiscrete_Group::SerializeWithCachedSizesToArray( - ::google::protobuf::uint8* target) const { - // repeated uint32 keys = 1; - for (int i = 0; i < this->keys_size(); i++) { - target = ::google::protobuf::internal::WireFormatLite:: - WriteUInt32ToArray(1, this->keys(i), target); - } - - // repeated uint64 values = 2; - for (int i = 0; i < this->values_size(); i++) { - target = ::google::protobuf::internal::WireFormatLite:: - WriteUInt64ToArray(2, this->values(i), target); - } - - if (!unknown_fields().empty()) { - target = ::google::protobuf::internal::WireFormat::SerializeUnknownFieldsToArray( - unknown_fields(), target); - } - return target; -} - -int PitmanYorProcessDiscrete_Group::ByteSize() const { - int total_size = 0; - - // repeated uint32 keys = 1; - { - int data_size = 0; - for (int i = 0; i < this->keys_size(); i++) { - data_size += ::google::protobuf::internal::WireFormatLite:: - UInt32Size(this->keys(i)); - } - total_size += 1 * this->keys_size() + data_size; - } - - // repeated uint64 values = 2; - { - int data_size = 0; - for (int i = 0; i < this->values_size(); i++) { - data_size += ::google::protobuf::internal::WireFormatLite:: - UInt64Size(this->values(i)); - } - total_size += 1 * this->values_size() + data_size; - } - - if (!unknown_fields().empty()) { - total_size += - ::google::protobuf::internal::WireFormat::ComputeUnknownFieldsSize( - unknown_fields()); - } - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = total_size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); - return total_size; -} - -void PitmanYorProcessDiscrete_Group::MergeFrom(const ::google::protobuf::Message& from) { - GOOGLE_CHECK_NE(&from, this); - const PitmanYorProcessDiscrete_Group* source = - ::google::protobuf::internal::dynamic_cast_if_available( - &from); - if (source == NULL) { - ::google::protobuf::internal::ReflectionOps::Merge(from, this); - } else { - MergeFrom(*source); - } -} - -void PitmanYorProcessDiscrete_Group::MergeFrom(const PitmanYorProcessDiscrete_Group& from) { - GOOGLE_CHECK_NE(&from, this); - keys_.MergeFrom(from.keys_); - values_.MergeFrom(from.values_); - mutable_unknown_fields()->MergeFrom(from.unknown_fields()); -} - -void PitmanYorProcessDiscrete_Group::CopyFrom(const ::google::protobuf::Message& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -void PitmanYorProcessDiscrete_Group::CopyFrom(const PitmanYorProcessDiscrete_Group& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -bool PitmanYorProcessDiscrete_Group::IsInitialized() const { - - return true; -} - -void PitmanYorProcessDiscrete_Group::Swap(PitmanYorProcessDiscrete_Group* other) { - if (other != this) { - keys_.Swap(&other->keys_); - values_.Swap(&other->values_); - std::swap(_has_bits_[0], other->_has_bits_[0]); - _unknown_fields_.Swap(&other->_unknown_fields_); - std::swap(_cached_size_, other->_cached_size_); - } -} - -::google::protobuf::Metadata PitmanYorProcessDiscrete_Group::GetMetadata() const { - protobuf_AssignDescriptorsOnce(); - ::google::protobuf::Metadata metadata; - metadata.descriptor = PitmanYorProcessDiscrete_Group_descriptor_; - metadata.reflection = PitmanYorProcessDiscrete_Group_reflection_; - return metadata; -} - - -// ------------------------------------------------------------------- - -#ifndef _MSC_VER -#endif // !_MSC_VER - -PitmanYorProcessDiscrete::PitmanYorProcessDiscrete() - : ::google::protobuf::Message() { - SharedCtor(); -} - -void PitmanYorProcessDiscrete::InitAsDefaultInstance() { -} - -PitmanYorProcessDiscrete::PitmanYorProcessDiscrete(const PitmanYorProcessDiscrete& from) - : ::google::protobuf::Message() { - SharedCtor(); - MergeFrom(from); -} - -void PitmanYorProcessDiscrete::SharedCtor() { - _cached_size_ = 0; - ::memset(_has_bits_, 0, sizeof(_has_bits_)); -} - -PitmanYorProcessDiscrete::~PitmanYorProcessDiscrete() { - SharedDtor(); -} - -void PitmanYorProcessDiscrete::SharedDtor() { - if (this != default_instance_) { - } -} - -void PitmanYorProcessDiscrete::SetCachedSize(int size) const { - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); -} -const ::google::protobuf::Descriptor* PitmanYorProcessDiscrete::descriptor() { - protobuf_AssignDescriptorsOnce(); - return PitmanYorProcessDiscrete_descriptor_; -} - -const PitmanYorProcessDiscrete& PitmanYorProcessDiscrete::default_instance() { - if (default_instance_ == NULL) protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); return *default_instance_; -} - -PitmanYorProcessDiscrete* PitmanYorProcessDiscrete::default_instance_ = NULL; - -PitmanYorProcessDiscrete* PitmanYorProcessDiscrete::New() const { - return new PitmanYorProcessDiscrete; -} - -void PitmanYorProcessDiscrete::Clear() { - ::memset(_has_bits_, 0, sizeof(_has_bits_)); - mutable_unknown_fields()->Clear(); -} - -bool PitmanYorProcessDiscrete::MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input) { -#define DO_(EXPRESSION) if (!(EXPRESSION)) return false - ::google::protobuf::uint32 tag; - while ((tag = input->ReadTag()) != 0) { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_END_GROUP) { - return true; - } - DO_(::google::protobuf::internal::WireFormat::SkipField( - input, tag, mutable_unknown_fields())); - } - return true; -#undef DO_ -} - -void PitmanYorProcessDiscrete::SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const { - if (!unknown_fields().empty()) { - ::google::protobuf::internal::WireFormat::SerializeUnknownFields( - unknown_fields(), output); - } -} - -::google::protobuf::uint8* PitmanYorProcessDiscrete::SerializeWithCachedSizesToArray( - ::google::protobuf::uint8* target) const { - if (!unknown_fields().empty()) { - target = ::google::protobuf::internal::WireFormat::SerializeUnknownFieldsToArray( - unknown_fields(), target); - } - return target; -} - -int PitmanYorProcessDiscrete::ByteSize() const { - int total_size = 0; - - if (!unknown_fields().empty()) { - total_size += - ::google::protobuf::internal::WireFormat::ComputeUnknownFieldsSize( - unknown_fields()); - } - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = total_size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); - return total_size; -} - -void PitmanYorProcessDiscrete::MergeFrom(const ::google::protobuf::Message& from) { - GOOGLE_CHECK_NE(&from, this); - const PitmanYorProcessDiscrete* source = - ::google::protobuf::internal::dynamic_cast_if_available( - &from); - if (source == NULL) { - ::google::protobuf::internal::ReflectionOps::Merge(from, this); - } else { - MergeFrom(*source); - } -} - -void PitmanYorProcessDiscrete::MergeFrom(const PitmanYorProcessDiscrete& from) { - GOOGLE_CHECK_NE(&from, this); - mutable_unknown_fields()->MergeFrom(from.unknown_fields()); -} - -void PitmanYorProcessDiscrete::CopyFrom(const ::google::protobuf::Message& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -void PitmanYorProcessDiscrete::CopyFrom(const PitmanYorProcessDiscrete& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -bool PitmanYorProcessDiscrete::IsInitialized() const { - - return true; -} - -void PitmanYorProcessDiscrete::Swap(PitmanYorProcessDiscrete* other) { - if (other != this) { - _unknown_fields_.Swap(&other->_unknown_fields_); - std::swap(_cached_size_, other->_cached_size_); - } -} - -::google::protobuf::Metadata PitmanYorProcessDiscrete::GetMetadata() const { - protobuf_AssignDescriptorsOnce(); - ::google::protobuf::Metadata metadata; - metadata.descriptor = PitmanYorProcessDiscrete_descriptor_; - metadata.reflection = PitmanYorProcessDiscrete_reflection_; - return metadata; -} - - -// =================================================================== - -#ifndef _MSC_VER -const int GammaPoisson_Shared::kAlphaFieldNumber; -const int GammaPoisson_Shared::kInvBetaFieldNumber; -#endif // !_MSC_VER - -GammaPoisson_Shared::GammaPoisson_Shared() - : ::google::protobuf::Message() { - SharedCtor(); -} - -void GammaPoisson_Shared::InitAsDefaultInstance() { -} - -GammaPoisson_Shared::GammaPoisson_Shared(const GammaPoisson_Shared& from) - : ::google::protobuf::Message() { - SharedCtor(); - MergeFrom(from); -} - -void GammaPoisson_Shared::SharedCtor() { - _cached_size_ = 0; - alpha_ = 0; - inv_beta_ = 0; - ::memset(_has_bits_, 0, sizeof(_has_bits_)); -} - -GammaPoisson_Shared::~GammaPoisson_Shared() { - SharedDtor(); -} - -void GammaPoisson_Shared::SharedDtor() { - if (this != default_instance_) { - } -} - -void GammaPoisson_Shared::SetCachedSize(int size) const { - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); -} -const ::google::protobuf::Descriptor* GammaPoisson_Shared::descriptor() { - protobuf_AssignDescriptorsOnce(); - return GammaPoisson_Shared_descriptor_; -} - -const GammaPoisson_Shared& GammaPoisson_Shared::default_instance() { - if (default_instance_ == NULL) protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); return *default_instance_; -} - -GammaPoisson_Shared* GammaPoisson_Shared::default_instance_ = NULL; - -GammaPoisson_Shared* GammaPoisson_Shared::New() const { - return new GammaPoisson_Shared; -} - -void GammaPoisson_Shared::Clear() { - if (_has_bits_[0 / 32] & (0xffu << (0 % 32))) { - alpha_ = 0; - inv_beta_ = 0; - } - ::memset(_has_bits_, 0, sizeof(_has_bits_)); - mutable_unknown_fields()->Clear(); -} - -bool GammaPoisson_Shared::MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input) { -#define DO_(EXPRESSION) if (!(EXPRESSION)) return false - ::google::protobuf::uint32 tag; - while ((tag = input->ReadTag()) != 0) { - switch (::google::protobuf::internal::WireFormatLite::GetTagFieldNumber(tag)) { - // required float alpha = 1; - case 1: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_FIXED32) { - DO_((::google::protobuf::internal::WireFormatLite::ReadPrimitive< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - input, &alpha_))); - set_has_alpha(); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(21)) goto parse_inv_beta; - break; - } - - // required float inv_beta = 2; - case 2: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_FIXED32) { - parse_inv_beta: - DO_((::google::protobuf::internal::WireFormatLite::ReadPrimitive< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - input, &inv_beta_))); - set_has_inv_beta(); - } else { - goto handle_uninterpreted; - } - if (input->ExpectAtEnd()) return true; - break; - } - - default: { - handle_uninterpreted: - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_END_GROUP) { - return true; - } - DO_(::google::protobuf::internal::WireFormat::SkipField( - input, tag, mutable_unknown_fields())); - break; - } - } - } - return true; -#undef DO_ -} - -void GammaPoisson_Shared::SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const { - // required float alpha = 1; - if (has_alpha()) { - ::google::protobuf::internal::WireFormatLite::WriteFloat(1, this->alpha(), output); - } - - // required float inv_beta = 2; - if (has_inv_beta()) { - ::google::protobuf::internal::WireFormatLite::WriteFloat(2, this->inv_beta(), output); - } - - if (!unknown_fields().empty()) { - ::google::protobuf::internal::WireFormat::SerializeUnknownFields( - unknown_fields(), output); - } -} - -::google::protobuf::uint8* GammaPoisson_Shared::SerializeWithCachedSizesToArray( - ::google::protobuf::uint8* target) const { - // required float alpha = 1; - if (has_alpha()) { - target = ::google::protobuf::internal::WireFormatLite::WriteFloatToArray(1, this->alpha(), target); - } - - // required float inv_beta = 2; - if (has_inv_beta()) { - target = ::google::protobuf::internal::WireFormatLite::WriteFloatToArray(2, this->inv_beta(), target); - } - - if (!unknown_fields().empty()) { - target = ::google::protobuf::internal::WireFormat::SerializeUnknownFieldsToArray( - unknown_fields(), target); - } - return target; -} - -int GammaPoisson_Shared::ByteSize() const { - int total_size = 0; - - if (_has_bits_[0 / 32] & (0xffu << (0 % 32))) { - // required float alpha = 1; - if (has_alpha()) { - total_size += 1 + 4; - } - - // required float inv_beta = 2; - if (has_inv_beta()) { - total_size += 1 + 4; - } - - } - if (!unknown_fields().empty()) { - total_size += - ::google::protobuf::internal::WireFormat::ComputeUnknownFieldsSize( - unknown_fields()); - } - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = total_size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); - return total_size; -} - -void GammaPoisson_Shared::MergeFrom(const ::google::protobuf::Message& from) { - GOOGLE_CHECK_NE(&from, this); - const GammaPoisson_Shared* source = - ::google::protobuf::internal::dynamic_cast_if_available( - &from); - if (source == NULL) { - ::google::protobuf::internal::ReflectionOps::Merge(from, this); - } else { - MergeFrom(*source); - } -} - -void GammaPoisson_Shared::MergeFrom(const GammaPoisson_Shared& from) { - GOOGLE_CHECK_NE(&from, this); - if (from._has_bits_[0 / 32] & (0xffu << (0 % 32))) { - if (from.has_alpha()) { - set_alpha(from.alpha()); - } - if (from.has_inv_beta()) { - set_inv_beta(from.inv_beta()); - } - } - mutable_unknown_fields()->MergeFrom(from.unknown_fields()); -} - -void GammaPoisson_Shared::CopyFrom(const ::google::protobuf::Message& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -void GammaPoisson_Shared::CopyFrom(const GammaPoisson_Shared& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -bool GammaPoisson_Shared::IsInitialized() const { - if ((_has_bits_[0] & 0x00000003) != 0x00000003) return false; - - return true; -} - -void GammaPoisson_Shared::Swap(GammaPoisson_Shared* other) { - if (other != this) { - std::swap(alpha_, other->alpha_); - std::swap(inv_beta_, other->inv_beta_); - std::swap(_has_bits_[0], other->_has_bits_[0]); - _unknown_fields_.Swap(&other->_unknown_fields_); - std::swap(_cached_size_, other->_cached_size_); - } -} - -::google::protobuf::Metadata GammaPoisson_Shared::GetMetadata() const { - protobuf_AssignDescriptorsOnce(); - ::google::protobuf::Metadata metadata; - metadata.descriptor = GammaPoisson_Shared_descriptor_; - metadata.reflection = GammaPoisson_Shared_reflection_; - return metadata; -} - - -// ------------------------------------------------------------------- - -#ifndef _MSC_VER -const int GammaPoisson_Group::kCountFieldNumber; -const int GammaPoisson_Group::kSumFieldNumber; -const int GammaPoisson_Group::kLogProdFieldNumber; -#endif // !_MSC_VER - -GammaPoisson_Group::GammaPoisson_Group() - : ::google::protobuf::Message() { - SharedCtor(); -} - -void GammaPoisson_Group::InitAsDefaultInstance() { -} - -GammaPoisson_Group::GammaPoisson_Group(const GammaPoisson_Group& from) - : ::google::protobuf::Message() { - SharedCtor(); - MergeFrom(from); -} - -void GammaPoisson_Group::SharedCtor() { - _cached_size_ = 0; - count_ = GOOGLE_ULONGLONG(0); - sum_ = GOOGLE_ULONGLONG(0); - log_prod_ = 0; - ::memset(_has_bits_, 0, sizeof(_has_bits_)); -} - -GammaPoisson_Group::~GammaPoisson_Group() { - SharedDtor(); -} - -void GammaPoisson_Group::SharedDtor() { - if (this != default_instance_) { - } -} - -void GammaPoisson_Group::SetCachedSize(int size) const { - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); -} -const ::google::protobuf::Descriptor* GammaPoisson_Group::descriptor() { - protobuf_AssignDescriptorsOnce(); - return GammaPoisson_Group_descriptor_; -} - -const GammaPoisson_Group& GammaPoisson_Group::default_instance() { - if (default_instance_ == NULL) protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); return *default_instance_; -} - -GammaPoisson_Group* GammaPoisson_Group::default_instance_ = NULL; - -GammaPoisson_Group* GammaPoisson_Group::New() const { - return new GammaPoisson_Group; -} - -void GammaPoisson_Group::Clear() { - if (_has_bits_[0 / 32] & (0xffu << (0 % 32))) { - count_ = GOOGLE_ULONGLONG(0); - sum_ = GOOGLE_ULONGLONG(0); - log_prod_ = 0; - } - ::memset(_has_bits_, 0, sizeof(_has_bits_)); - mutable_unknown_fields()->Clear(); -} - -bool GammaPoisson_Group::MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input) { -#define DO_(EXPRESSION) if (!(EXPRESSION)) return false - ::google::protobuf::uint32 tag; - while ((tag = input->ReadTag()) != 0) { - switch (::google::protobuf::internal::WireFormatLite::GetTagFieldNumber(tag)) { - // required uint64 count = 1; - case 1: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_VARINT) { - DO_((::google::protobuf::internal::WireFormatLite::ReadPrimitive< - ::google::protobuf::uint64, ::google::protobuf::internal::WireFormatLite::TYPE_UINT64>( - input, &count_))); - set_has_count(); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(16)) goto parse_sum; - break; - } - - // required uint64 sum = 2; - case 2: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_VARINT) { - parse_sum: - DO_((::google::protobuf::internal::WireFormatLite::ReadPrimitive< - ::google::protobuf::uint64, ::google::protobuf::internal::WireFormatLite::TYPE_UINT64>( - input, &sum_))); - set_has_sum(); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(29)) goto parse_log_prod; - break; - } - - // required float log_prod = 3; - case 3: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_FIXED32) { - parse_log_prod: - DO_((::google::protobuf::internal::WireFormatLite::ReadPrimitive< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - input, &log_prod_))); - set_has_log_prod(); - } else { - goto handle_uninterpreted; - } - if (input->ExpectAtEnd()) return true; - break; - } - - default: { - handle_uninterpreted: - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_END_GROUP) { - return true; - } - DO_(::google::protobuf::internal::WireFormat::SkipField( - input, tag, mutable_unknown_fields())); - break; - } - } - } - return true; -#undef DO_ -} - -void GammaPoisson_Group::SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const { - // required uint64 count = 1; - if (has_count()) { - ::google::protobuf::internal::WireFormatLite::WriteUInt64(1, this->count(), output); - } - - // required uint64 sum = 2; - if (has_sum()) { - ::google::protobuf::internal::WireFormatLite::WriteUInt64(2, this->sum(), output); - } - - // required float log_prod = 3; - if (has_log_prod()) { - ::google::protobuf::internal::WireFormatLite::WriteFloat(3, this->log_prod(), output); - } - - if (!unknown_fields().empty()) { - ::google::protobuf::internal::WireFormat::SerializeUnknownFields( - unknown_fields(), output); - } -} - -::google::protobuf::uint8* GammaPoisson_Group::SerializeWithCachedSizesToArray( - ::google::protobuf::uint8* target) const { - // required uint64 count = 1; - if (has_count()) { - target = ::google::protobuf::internal::WireFormatLite::WriteUInt64ToArray(1, this->count(), target); - } - - // required uint64 sum = 2; - if (has_sum()) { - target = ::google::protobuf::internal::WireFormatLite::WriteUInt64ToArray(2, this->sum(), target); - } - - // required float log_prod = 3; - if (has_log_prod()) { - target = ::google::protobuf::internal::WireFormatLite::WriteFloatToArray(3, this->log_prod(), target); - } - - if (!unknown_fields().empty()) { - target = ::google::protobuf::internal::WireFormat::SerializeUnknownFieldsToArray( - unknown_fields(), target); - } - return target; -} - -int GammaPoisson_Group::ByteSize() const { - int total_size = 0; - - if (_has_bits_[0 / 32] & (0xffu << (0 % 32))) { - // required uint64 count = 1; - if (has_count()) { - total_size += 1 + - ::google::protobuf::internal::WireFormatLite::UInt64Size( - this->count()); - } - - // required uint64 sum = 2; - if (has_sum()) { - total_size += 1 + - ::google::protobuf::internal::WireFormatLite::UInt64Size( - this->sum()); - } - - // required float log_prod = 3; - if (has_log_prod()) { - total_size += 1 + 4; - } - - } - if (!unknown_fields().empty()) { - total_size += - ::google::protobuf::internal::WireFormat::ComputeUnknownFieldsSize( - unknown_fields()); - } - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = total_size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); - return total_size; -} - -void GammaPoisson_Group::MergeFrom(const ::google::protobuf::Message& from) { - GOOGLE_CHECK_NE(&from, this); - const GammaPoisson_Group* source = - ::google::protobuf::internal::dynamic_cast_if_available( - &from); - if (source == NULL) { - ::google::protobuf::internal::ReflectionOps::Merge(from, this); - } else { - MergeFrom(*source); - } -} - -void GammaPoisson_Group::MergeFrom(const GammaPoisson_Group& from) { - GOOGLE_CHECK_NE(&from, this); - if (from._has_bits_[0 / 32] & (0xffu << (0 % 32))) { - if (from.has_count()) { - set_count(from.count()); - } - if (from.has_sum()) { - set_sum(from.sum()); - } - if (from.has_log_prod()) { - set_log_prod(from.log_prod()); - } - } - mutable_unknown_fields()->MergeFrom(from.unknown_fields()); -} - -void GammaPoisson_Group::CopyFrom(const ::google::protobuf::Message& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -void GammaPoisson_Group::CopyFrom(const GammaPoisson_Group& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -bool GammaPoisson_Group::IsInitialized() const { - if ((_has_bits_[0] & 0x00000007) != 0x00000007) return false; - - return true; -} - -void GammaPoisson_Group::Swap(GammaPoisson_Group* other) { - if (other != this) { - std::swap(count_, other->count_); - std::swap(sum_, other->sum_); - std::swap(log_prod_, other->log_prod_); - std::swap(_has_bits_[0], other->_has_bits_[0]); - _unknown_fields_.Swap(&other->_unknown_fields_); - std::swap(_cached_size_, other->_cached_size_); - } -} - -::google::protobuf::Metadata GammaPoisson_Group::GetMetadata() const { - protobuf_AssignDescriptorsOnce(); - ::google::protobuf::Metadata metadata; - metadata.descriptor = GammaPoisson_Group_descriptor_; - metadata.reflection = GammaPoisson_Group_reflection_; - return metadata; -} - - -// ------------------------------------------------------------------- - -#ifndef _MSC_VER -#endif // !_MSC_VER - -GammaPoisson::GammaPoisson() - : ::google::protobuf::Message() { - SharedCtor(); -} - -void GammaPoisson::InitAsDefaultInstance() { -} - -GammaPoisson::GammaPoisson(const GammaPoisson& from) - : ::google::protobuf::Message() { - SharedCtor(); - MergeFrom(from); -} - -void GammaPoisson::SharedCtor() { - _cached_size_ = 0; - ::memset(_has_bits_, 0, sizeof(_has_bits_)); -} - -GammaPoisson::~GammaPoisson() { - SharedDtor(); -} - -void GammaPoisson::SharedDtor() { - if (this != default_instance_) { - } -} - -void GammaPoisson::SetCachedSize(int size) const { - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); -} -const ::google::protobuf::Descriptor* GammaPoisson::descriptor() { - protobuf_AssignDescriptorsOnce(); - return GammaPoisson_descriptor_; -} - -const GammaPoisson& GammaPoisson::default_instance() { - if (default_instance_ == NULL) protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); return *default_instance_; -} - -GammaPoisson* GammaPoisson::default_instance_ = NULL; - -GammaPoisson* GammaPoisson::New() const { - return new GammaPoisson; -} - -void GammaPoisson::Clear() { - ::memset(_has_bits_, 0, sizeof(_has_bits_)); - mutable_unknown_fields()->Clear(); -} - -bool GammaPoisson::MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input) { -#define DO_(EXPRESSION) if (!(EXPRESSION)) return false - ::google::protobuf::uint32 tag; - while ((tag = input->ReadTag()) != 0) { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_END_GROUP) { - return true; - } - DO_(::google::protobuf::internal::WireFormat::SkipField( - input, tag, mutable_unknown_fields())); - } - return true; -#undef DO_ -} - -void GammaPoisson::SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const { - if (!unknown_fields().empty()) { - ::google::protobuf::internal::WireFormat::SerializeUnknownFields( - unknown_fields(), output); - } -} - -::google::protobuf::uint8* GammaPoisson::SerializeWithCachedSizesToArray( - ::google::protobuf::uint8* target) const { - if (!unknown_fields().empty()) { - target = ::google::protobuf::internal::WireFormat::SerializeUnknownFieldsToArray( - unknown_fields(), target); - } - return target; -} - -int GammaPoisson::ByteSize() const { - int total_size = 0; - - if (!unknown_fields().empty()) { - total_size += - ::google::protobuf::internal::WireFormat::ComputeUnknownFieldsSize( - unknown_fields()); - } - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = total_size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); - return total_size; -} - -void GammaPoisson::MergeFrom(const ::google::protobuf::Message& from) { - GOOGLE_CHECK_NE(&from, this); - const GammaPoisson* source = - ::google::protobuf::internal::dynamic_cast_if_available( - &from); - if (source == NULL) { - ::google::protobuf::internal::ReflectionOps::Merge(from, this); - } else { - MergeFrom(*source); - } -} - -void GammaPoisson::MergeFrom(const GammaPoisson& from) { - GOOGLE_CHECK_NE(&from, this); - mutable_unknown_fields()->MergeFrom(from.unknown_fields()); -} - -void GammaPoisson::CopyFrom(const ::google::protobuf::Message& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -void GammaPoisson::CopyFrom(const GammaPoisson& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -bool GammaPoisson::IsInitialized() const { - - return true; -} - -void GammaPoisson::Swap(GammaPoisson* other) { - if (other != this) { - _unknown_fields_.Swap(&other->_unknown_fields_); - std::swap(_cached_size_, other->_cached_size_); - } -} - -::google::protobuf::Metadata GammaPoisson::GetMetadata() const { - protobuf_AssignDescriptorsOnce(); - ::google::protobuf::Metadata metadata; - metadata.descriptor = GammaPoisson_descriptor_; - metadata.reflection = GammaPoisson_reflection_; - return metadata; -} - - -// =================================================================== - -#ifndef _MSC_VER -const int BetaNegativeBinomial_Shared::kAlphaFieldNumber; -const int BetaNegativeBinomial_Shared::kBetaFieldNumber; -const int BetaNegativeBinomial_Shared::kRFieldNumber; -#endif // !_MSC_VER - -BetaNegativeBinomial_Shared::BetaNegativeBinomial_Shared() - : ::google::protobuf::Message() { - SharedCtor(); -} - -void BetaNegativeBinomial_Shared::InitAsDefaultInstance() { -} - -BetaNegativeBinomial_Shared::BetaNegativeBinomial_Shared(const BetaNegativeBinomial_Shared& from) - : ::google::protobuf::Message() { - SharedCtor(); - MergeFrom(from); -} - -void BetaNegativeBinomial_Shared::SharedCtor() { - _cached_size_ = 0; - alpha_ = 0; - beta_ = 0; - r_ = GOOGLE_ULONGLONG(0); - ::memset(_has_bits_, 0, sizeof(_has_bits_)); -} - -BetaNegativeBinomial_Shared::~BetaNegativeBinomial_Shared() { - SharedDtor(); -} - -void BetaNegativeBinomial_Shared::SharedDtor() { - if (this != default_instance_) { - } -} - -void BetaNegativeBinomial_Shared::SetCachedSize(int size) const { - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); -} -const ::google::protobuf::Descriptor* BetaNegativeBinomial_Shared::descriptor() { - protobuf_AssignDescriptorsOnce(); - return BetaNegativeBinomial_Shared_descriptor_; -} - -const BetaNegativeBinomial_Shared& BetaNegativeBinomial_Shared::default_instance() { - if (default_instance_ == NULL) protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); return *default_instance_; -} - -BetaNegativeBinomial_Shared* BetaNegativeBinomial_Shared::default_instance_ = NULL; - -BetaNegativeBinomial_Shared* BetaNegativeBinomial_Shared::New() const { - return new BetaNegativeBinomial_Shared; -} - -void BetaNegativeBinomial_Shared::Clear() { - if (_has_bits_[0 / 32] & (0xffu << (0 % 32))) { - alpha_ = 0; - beta_ = 0; - r_ = GOOGLE_ULONGLONG(0); - } - ::memset(_has_bits_, 0, sizeof(_has_bits_)); - mutable_unknown_fields()->Clear(); -} - -bool BetaNegativeBinomial_Shared::MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input) { -#define DO_(EXPRESSION) if (!(EXPRESSION)) return false - ::google::protobuf::uint32 tag; - while ((tag = input->ReadTag()) != 0) { - switch (::google::protobuf::internal::WireFormatLite::GetTagFieldNumber(tag)) { - // required float alpha = 1; - case 1: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_FIXED32) { - DO_((::google::protobuf::internal::WireFormatLite::ReadPrimitive< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - input, &alpha_))); - set_has_alpha(); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(21)) goto parse_beta; - break; - } - - // required float beta = 2; - case 2: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_FIXED32) { - parse_beta: - DO_((::google::protobuf::internal::WireFormatLite::ReadPrimitive< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - input, &beta_))); - set_has_beta(); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(24)) goto parse_r; - break; - } - - // required uint64 r = 3; - case 3: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_VARINT) { - parse_r: - DO_((::google::protobuf::internal::WireFormatLite::ReadPrimitive< - ::google::protobuf::uint64, ::google::protobuf::internal::WireFormatLite::TYPE_UINT64>( - input, &r_))); - set_has_r(); - } else { - goto handle_uninterpreted; - } - if (input->ExpectAtEnd()) return true; - break; - } - - default: { - handle_uninterpreted: - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_END_GROUP) { - return true; - } - DO_(::google::protobuf::internal::WireFormat::SkipField( - input, tag, mutable_unknown_fields())); - break; - } - } - } - return true; -#undef DO_ -} - -void BetaNegativeBinomial_Shared::SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const { - // required float alpha = 1; - if (has_alpha()) { - ::google::protobuf::internal::WireFormatLite::WriteFloat(1, this->alpha(), output); - } - - // required float beta = 2; - if (has_beta()) { - ::google::protobuf::internal::WireFormatLite::WriteFloat(2, this->beta(), output); - } - - // required uint64 r = 3; - if (has_r()) { - ::google::protobuf::internal::WireFormatLite::WriteUInt64(3, this->r(), output); - } - - if (!unknown_fields().empty()) { - ::google::protobuf::internal::WireFormat::SerializeUnknownFields( - unknown_fields(), output); - } -} - -::google::protobuf::uint8* BetaNegativeBinomial_Shared::SerializeWithCachedSizesToArray( - ::google::protobuf::uint8* target) const { - // required float alpha = 1; - if (has_alpha()) { - target = ::google::protobuf::internal::WireFormatLite::WriteFloatToArray(1, this->alpha(), target); - } - - // required float beta = 2; - if (has_beta()) { - target = ::google::protobuf::internal::WireFormatLite::WriteFloatToArray(2, this->beta(), target); - } - - // required uint64 r = 3; - if (has_r()) { - target = ::google::protobuf::internal::WireFormatLite::WriteUInt64ToArray(3, this->r(), target); - } - - if (!unknown_fields().empty()) { - target = ::google::protobuf::internal::WireFormat::SerializeUnknownFieldsToArray( - unknown_fields(), target); - } - return target; -} - -int BetaNegativeBinomial_Shared::ByteSize() const { - int total_size = 0; - - if (_has_bits_[0 / 32] & (0xffu << (0 % 32))) { - // required float alpha = 1; - if (has_alpha()) { - total_size += 1 + 4; - } - - // required float beta = 2; - if (has_beta()) { - total_size += 1 + 4; - } - - // required uint64 r = 3; - if (has_r()) { - total_size += 1 + - ::google::protobuf::internal::WireFormatLite::UInt64Size( - this->r()); - } - - } - if (!unknown_fields().empty()) { - total_size += - ::google::protobuf::internal::WireFormat::ComputeUnknownFieldsSize( - unknown_fields()); - } - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = total_size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); - return total_size; -} - -void BetaNegativeBinomial_Shared::MergeFrom(const ::google::protobuf::Message& from) { - GOOGLE_CHECK_NE(&from, this); - const BetaNegativeBinomial_Shared* source = - ::google::protobuf::internal::dynamic_cast_if_available( - &from); - if (source == NULL) { - ::google::protobuf::internal::ReflectionOps::Merge(from, this); - } else { - MergeFrom(*source); - } -} - -void BetaNegativeBinomial_Shared::MergeFrom(const BetaNegativeBinomial_Shared& from) { - GOOGLE_CHECK_NE(&from, this); - if (from._has_bits_[0 / 32] & (0xffu << (0 % 32))) { - if (from.has_alpha()) { - set_alpha(from.alpha()); - } - if (from.has_beta()) { - set_beta(from.beta()); - } - if (from.has_r()) { - set_r(from.r()); - } - } - mutable_unknown_fields()->MergeFrom(from.unknown_fields()); -} - -void BetaNegativeBinomial_Shared::CopyFrom(const ::google::protobuf::Message& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -void BetaNegativeBinomial_Shared::CopyFrom(const BetaNegativeBinomial_Shared& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -bool BetaNegativeBinomial_Shared::IsInitialized() const { - if ((_has_bits_[0] & 0x00000007) != 0x00000007) return false; - - return true; -} - -void BetaNegativeBinomial_Shared::Swap(BetaNegativeBinomial_Shared* other) { - if (other != this) { - std::swap(alpha_, other->alpha_); - std::swap(beta_, other->beta_); - std::swap(r_, other->r_); - std::swap(_has_bits_[0], other->_has_bits_[0]); - _unknown_fields_.Swap(&other->_unknown_fields_); - std::swap(_cached_size_, other->_cached_size_); - } -} - -::google::protobuf::Metadata BetaNegativeBinomial_Shared::GetMetadata() const { - protobuf_AssignDescriptorsOnce(); - ::google::protobuf::Metadata metadata; - metadata.descriptor = BetaNegativeBinomial_Shared_descriptor_; - metadata.reflection = BetaNegativeBinomial_Shared_reflection_; - return metadata; -} - - -// ------------------------------------------------------------------- - -#ifndef _MSC_VER -const int BetaNegativeBinomial_Group::kCountFieldNumber; -const int BetaNegativeBinomial_Group::kSumFieldNumber; -#endif // !_MSC_VER - -BetaNegativeBinomial_Group::BetaNegativeBinomial_Group() - : ::google::protobuf::Message() { - SharedCtor(); -} - -void BetaNegativeBinomial_Group::InitAsDefaultInstance() { -} - -BetaNegativeBinomial_Group::BetaNegativeBinomial_Group(const BetaNegativeBinomial_Group& from) - : ::google::protobuf::Message() { - SharedCtor(); - MergeFrom(from); -} - -void BetaNegativeBinomial_Group::SharedCtor() { - _cached_size_ = 0; - count_ = GOOGLE_ULONGLONG(0); - sum_ = GOOGLE_ULONGLONG(0); - ::memset(_has_bits_, 0, sizeof(_has_bits_)); -} - -BetaNegativeBinomial_Group::~BetaNegativeBinomial_Group() { - SharedDtor(); -} - -void BetaNegativeBinomial_Group::SharedDtor() { - if (this != default_instance_) { - } -} - -void BetaNegativeBinomial_Group::SetCachedSize(int size) const { - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); -} -const ::google::protobuf::Descriptor* BetaNegativeBinomial_Group::descriptor() { - protobuf_AssignDescriptorsOnce(); - return BetaNegativeBinomial_Group_descriptor_; -} - -const BetaNegativeBinomial_Group& BetaNegativeBinomial_Group::default_instance() { - if (default_instance_ == NULL) protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); return *default_instance_; -} - -BetaNegativeBinomial_Group* BetaNegativeBinomial_Group::default_instance_ = NULL; - -BetaNegativeBinomial_Group* BetaNegativeBinomial_Group::New() const { - return new BetaNegativeBinomial_Group; -} - -void BetaNegativeBinomial_Group::Clear() { - if (_has_bits_[0 / 32] & (0xffu << (0 % 32))) { - count_ = GOOGLE_ULONGLONG(0); - sum_ = GOOGLE_ULONGLONG(0); - } - ::memset(_has_bits_, 0, sizeof(_has_bits_)); - mutable_unknown_fields()->Clear(); -} - -bool BetaNegativeBinomial_Group::MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input) { -#define DO_(EXPRESSION) if (!(EXPRESSION)) return false - ::google::protobuf::uint32 tag; - while ((tag = input->ReadTag()) != 0) { - switch (::google::protobuf::internal::WireFormatLite::GetTagFieldNumber(tag)) { - // required uint64 count = 1; - case 1: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_VARINT) { - DO_((::google::protobuf::internal::WireFormatLite::ReadPrimitive< - ::google::protobuf::uint64, ::google::protobuf::internal::WireFormatLite::TYPE_UINT64>( - input, &count_))); - set_has_count(); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(16)) goto parse_sum; - break; - } - - // required uint64 sum = 2; - case 2: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_VARINT) { - parse_sum: - DO_((::google::protobuf::internal::WireFormatLite::ReadPrimitive< - ::google::protobuf::uint64, ::google::protobuf::internal::WireFormatLite::TYPE_UINT64>( - input, &sum_))); - set_has_sum(); - } else { - goto handle_uninterpreted; - } - if (input->ExpectAtEnd()) return true; - break; - } - - default: { - handle_uninterpreted: - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_END_GROUP) { - return true; - } - DO_(::google::protobuf::internal::WireFormat::SkipField( - input, tag, mutable_unknown_fields())); - break; - } - } - } - return true; -#undef DO_ -} - -void BetaNegativeBinomial_Group::SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const { - // required uint64 count = 1; - if (has_count()) { - ::google::protobuf::internal::WireFormatLite::WriteUInt64(1, this->count(), output); - } - - // required uint64 sum = 2; - if (has_sum()) { - ::google::protobuf::internal::WireFormatLite::WriteUInt64(2, this->sum(), output); - } - - if (!unknown_fields().empty()) { - ::google::protobuf::internal::WireFormat::SerializeUnknownFields( - unknown_fields(), output); - } -} - -::google::protobuf::uint8* BetaNegativeBinomial_Group::SerializeWithCachedSizesToArray( - ::google::protobuf::uint8* target) const { - // required uint64 count = 1; - if (has_count()) { - target = ::google::protobuf::internal::WireFormatLite::WriteUInt64ToArray(1, this->count(), target); - } - - // required uint64 sum = 2; - if (has_sum()) { - target = ::google::protobuf::internal::WireFormatLite::WriteUInt64ToArray(2, this->sum(), target); - } - - if (!unknown_fields().empty()) { - target = ::google::protobuf::internal::WireFormat::SerializeUnknownFieldsToArray( - unknown_fields(), target); - } - return target; -} - -int BetaNegativeBinomial_Group::ByteSize() const { - int total_size = 0; - - if (_has_bits_[0 / 32] & (0xffu << (0 % 32))) { - // required uint64 count = 1; - if (has_count()) { - total_size += 1 + - ::google::protobuf::internal::WireFormatLite::UInt64Size( - this->count()); - } - - // required uint64 sum = 2; - if (has_sum()) { - total_size += 1 + - ::google::protobuf::internal::WireFormatLite::UInt64Size( - this->sum()); - } - - } - if (!unknown_fields().empty()) { - total_size += - ::google::protobuf::internal::WireFormat::ComputeUnknownFieldsSize( - unknown_fields()); - } - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = total_size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); - return total_size; -} - -void BetaNegativeBinomial_Group::MergeFrom(const ::google::protobuf::Message& from) { - GOOGLE_CHECK_NE(&from, this); - const BetaNegativeBinomial_Group* source = - ::google::protobuf::internal::dynamic_cast_if_available( - &from); - if (source == NULL) { - ::google::protobuf::internal::ReflectionOps::Merge(from, this); - } else { - MergeFrom(*source); - } -} - -void BetaNegativeBinomial_Group::MergeFrom(const BetaNegativeBinomial_Group& from) { - GOOGLE_CHECK_NE(&from, this); - if (from._has_bits_[0 / 32] & (0xffu << (0 % 32))) { - if (from.has_count()) { - set_count(from.count()); - } - if (from.has_sum()) { - set_sum(from.sum()); - } - } - mutable_unknown_fields()->MergeFrom(from.unknown_fields()); -} - -void BetaNegativeBinomial_Group::CopyFrom(const ::google::protobuf::Message& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -void BetaNegativeBinomial_Group::CopyFrom(const BetaNegativeBinomial_Group& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -bool BetaNegativeBinomial_Group::IsInitialized() const { - if ((_has_bits_[0] & 0x00000003) != 0x00000003) return false; - - return true; -} - -void BetaNegativeBinomial_Group::Swap(BetaNegativeBinomial_Group* other) { - if (other != this) { - std::swap(count_, other->count_); - std::swap(sum_, other->sum_); - std::swap(_has_bits_[0], other->_has_bits_[0]); - _unknown_fields_.Swap(&other->_unknown_fields_); - std::swap(_cached_size_, other->_cached_size_); - } -} - -::google::protobuf::Metadata BetaNegativeBinomial_Group::GetMetadata() const { - protobuf_AssignDescriptorsOnce(); - ::google::protobuf::Metadata metadata; - metadata.descriptor = BetaNegativeBinomial_Group_descriptor_; - metadata.reflection = BetaNegativeBinomial_Group_reflection_; - return metadata; -} - - -// ------------------------------------------------------------------- - -#ifndef _MSC_VER -#endif // !_MSC_VER - -BetaNegativeBinomial::BetaNegativeBinomial() - : ::google::protobuf::Message() { - SharedCtor(); -} - -void BetaNegativeBinomial::InitAsDefaultInstance() { -} - -BetaNegativeBinomial::BetaNegativeBinomial(const BetaNegativeBinomial& from) - : ::google::protobuf::Message() { - SharedCtor(); - MergeFrom(from); -} - -void BetaNegativeBinomial::SharedCtor() { - _cached_size_ = 0; - ::memset(_has_bits_, 0, sizeof(_has_bits_)); -} - -BetaNegativeBinomial::~BetaNegativeBinomial() { - SharedDtor(); -} - -void BetaNegativeBinomial::SharedDtor() { - if (this != default_instance_) { - } -} - -void BetaNegativeBinomial::SetCachedSize(int size) const { - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); -} -const ::google::protobuf::Descriptor* BetaNegativeBinomial::descriptor() { - protobuf_AssignDescriptorsOnce(); - return BetaNegativeBinomial_descriptor_; -} - -const BetaNegativeBinomial& BetaNegativeBinomial::default_instance() { - if (default_instance_ == NULL) protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); return *default_instance_; -} - -BetaNegativeBinomial* BetaNegativeBinomial::default_instance_ = NULL; - -BetaNegativeBinomial* BetaNegativeBinomial::New() const { - return new BetaNegativeBinomial; -} - -void BetaNegativeBinomial::Clear() { - ::memset(_has_bits_, 0, sizeof(_has_bits_)); - mutable_unknown_fields()->Clear(); -} - -bool BetaNegativeBinomial::MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input) { -#define DO_(EXPRESSION) if (!(EXPRESSION)) return false - ::google::protobuf::uint32 tag; - while ((tag = input->ReadTag()) != 0) { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_END_GROUP) { - return true; - } - DO_(::google::protobuf::internal::WireFormat::SkipField( - input, tag, mutable_unknown_fields())); - } - return true; -#undef DO_ -} - -void BetaNegativeBinomial::SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const { - if (!unknown_fields().empty()) { - ::google::protobuf::internal::WireFormat::SerializeUnknownFields( - unknown_fields(), output); - } -} - -::google::protobuf::uint8* BetaNegativeBinomial::SerializeWithCachedSizesToArray( - ::google::protobuf::uint8* target) const { - if (!unknown_fields().empty()) { - target = ::google::protobuf::internal::WireFormat::SerializeUnknownFieldsToArray( - unknown_fields(), target); - } - return target; -} - -int BetaNegativeBinomial::ByteSize() const { - int total_size = 0; - - if (!unknown_fields().empty()) { - total_size += - ::google::protobuf::internal::WireFormat::ComputeUnknownFieldsSize( - unknown_fields()); - } - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = total_size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); - return total_size; -} - -void BetaNegativeBinomial::MergeFrom(const ::google::protobuf::Message& from) { - GOOGLE_CHECK_NE(&from, this); - const BetaNegativeBinomial* source = - ::google::protobuf::internal::dynamic_cast_if_available( - &from); - if (source == NULL) { - ::google::protobuf::internal::ReflectionOps::Merge(from, this); - } else { - MergeFrom(*source); - } -} - -void BetaNegativeBinomial::MergeFrom(const BetaNegativeBinomial& from) { - GOOGLE_CHECK_NE(&from, this); - mutable_unknown_fields()->MergeFrom(from.unknown_fields()); -} - -void BetaNegativeBinomial::CopyFrom(const ::google::protobuf::Message& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -void BetaNegativeBinomial::CopyFrom(const BetaNegativeBinomial& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -bool BetaNegativeBinomial::IsInitialized() const { - - return true; -} - -void BetaNegativeBinomial::Swap(BetaNegativeBinomial* other) { - if (other != this) { - _unknown_fields_.Swap(&other->_unknown_fields_); - std::swap(_cached_size_, other->_cached_size_); - } -} - -::google::protobuf::Metadata BetaNegativeBinomial::GetMetadata() const { - protobuf_AssignDescriptorsOnce(); - ::google::protobuf::Metadata metadata; - metadata.descriptor = BetaNegativeBinomial_descriptor_; - metadata.reflection = BetaNegativeBinomial_reflection_; - return metadata; -} - - -// =================================================================== - -#ifndef _MSC_VER -const int NormalInverseChiSq_Shared::kMuFieldNumber; -const int NormalInverseChiSq_Shared::kKappaFieldNumber; -const int NormalInverseChiSq_Shared::kSigmasqFieldNumber; -const int NormalInverseChiSq_Shared::kNuFieldNumber; -#endif // !_MSC_VER - -NormalInverseChiSq_Shared::NormalInverseChiSq_Shared() - : ::google::protobuf::Message() { - SharedCtor(); -} - -void NormalInverseChiSq_Shared::InitAsDefaultInstance() { -} - -NormalInverseChiSq_Shared::NormalInverseChiSq_Shared(const NormalInverseChiSq_Shared& from) - : ::google::protobuf::Message() { - SharedCtor(); - MergeFrom(from); -} - -void NormalInverseChiSq_Shared::SharedCtor() { - _cached_size_ = 0; - mu_ = 0; - kappa_ = 0; - sigmasq_ = 0; - nu_ = 0; - ::memset(_has_bits_, 0, sizeof(_has_bits_)); -} - -NormalInverseChiSq_Shared::~NormalInverseChiSq_Shared() { - SharedDtor(); -} - -void NormalInverseChiSq_Shared::SharedDtor() { - if (this != default_instance_) { - } -} - -void NormalInverseChiSq_Shared::SetCachedSize(int size) const { - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); -} -const ::google::protobuf::Descriptor* NormalInverseChiSq_Shared::descriptor() { - protobuf_AssignDescriptorsOnce(); - return NormalInverseChiSq_Shared_descriptor_; -} - -const NormalInverseChiSq_Shared& NormalInverseChiSq_Shared::default_instance() { - if (default_instance_ == NULL) protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); return *default_instance_; -} - -NormalInverseChiSq_Shared* NormalInverseChiSq_Shared::default_instance_ = NULL; - -NormalInverseChiSq_Shared* NormalInverseChiSq_Shared::New() const { - return new NormalInverseChiSq_Shared; -} - -void NormalInverseChiSq_Shared::Clear() { - if (_has_bits_[0 / 32] & (0xffu << (0 % 32))) { - mu_ = 0; - kappa_ = 0; - sigmasq_ = 0; - nu_ = 0; - } - ::memset(_has_bits_, 0, sizeof(_has_bits_)); - mutable_unknown_fields()->Clear(); -} - -bool NormalInverseChiSq_Shared::MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input) { -#define DO_(EXPRESSION) if (!(EXPRESSION)) return false - ::google::protobuf::uint32 tag; - while ((tag = input->ReadTag()) != 0) { - switch (::google::protobuf::internal::WireFormatLite::GetTagFieldNumber(tag)) { - // required float mu = 1; - case 1: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_FIXED32) { - DO_((::google::protobuf::internal::WireFormatLite::ReadPrimitive< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - input, &mu_))); - set_has_mu(); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(21)) goto parse_kappa; - break; - } - - // required float kappa = 2; - case 2: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_FIXED32) { - parse_kappa: - DO_((::google::protobuf::internal::WireFormatLite::ReadPrimitive< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - input, &kappa_))); - set_has_kappa(); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(29)) goto parse_sigmasq; - break; - } - - // required float sigmasq = 3; - case 3: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_FIXED32) { - parse_sigmasq: - DO_((::google::protobuf::internal::WireFormatLite::ReadPrimitive< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - input, &sigmasq_))); - set_has_sigmasq(); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(37)) goto parse_nu; - break; - } - - // required float nu = 4; - case 4: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_FIXED32) { - parse_nu: - DO_((::google::protobuf::internal::WireFormatLite::ReadPrimitive< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - input, &nu_))); - set_has_nu(); - } else { - goto handle_uninterpreted; - } - if (input->ExpectAtEnd()) return true; - break; - } - - default: { - handle_uninterpreted: - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_END_GROUP) { - return true; - } - DO_(::google::protobuf::internal::WireFormat::SkipField( - input, tag, mutable_unknown_fields())); - break; - } - } - } - return true; -#undef DO_ -} - -void NormalInverseChiSq_Shared::SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const { - // required float mu = 1; - if (has_mu()) { - ::google::protobuf::internal::WireFormatLite::WriteFloat(1, this->mu(), output); - } - - // required float kappa = 2; - if (has_kappa()) { - ::google::protobuf::internal::WireFormatLite::WriteFloat(2, this->kappa(), output); - } - - // required float sigmasq = 3; - if (has_sigmasq()) { - ::google::protobuf::internal::WireFormatLite::WriteFloat(3, this->sigmasq(), output); - } - - // required float nu = 4; - if (has_nu()) { - ::google::protobuf::internal::WireFormatLite::WriteFloat(4, this->nu(), output); - } - - if (!unknown_fields().empty()) { - ::google::protobuf::internal::WireFormat::SerializeUnknownFields( - unknown_fields(), output); - } -} - -::google::protobuf::uint8* NormalInverseChiSq_Shared::SerializeWithCachedSizesToArray( - ::google::protobuf::uint8* target) const { - // required float mu = 1; - if (has_mu()) { - target = ::google::protobuf::internal::WireFormatLite::WriteFloatToArray(1, this->mu(), target); - } - - // required float kappa = 2; - if (has_kappa()) { - target = ::google::protobuf::internal::WireFormatLite::WriteFloatToArray(2, this->kappa(), target); - } - - // required float sigmasq = 3; - if (has_sigmasq()) { - target = ::google::protobuf::internal::WireFormatLite::WriteFloatToArray(3, this->sigmasq(), target); - } - - // required float nu = 4; - if (has_nu()) { - target = ::google::protobuf::internal::WireFormatLite::WriteFloatToArray(4, this->nu(), target); - } - - if (!unknown_fields().empty()) { - target = ::google::protobuf::internal::WireFormat::SerializeUnknownFieldsToArray( - unknown_fields(), target); - } - return target; -} - -int NormalInverseChiSq_Shared::ByteSize() const { - int total_size = 0; - - if (_has_bits_[0 / 32] & (0xffu << (0 % 32))) { - // required float mu = 1; - if (has_mu()) { - total_size += 1 + 4; - } - - // required float kappa = 2; - if (has_kappa()) { - total_size += 1 + 4; - } - - // required float sigmasq = 3; - if (has_sigmasq()) { - total_size += 1 + 4; - } - - // required float nu = 4; - if (has_nu()) { - total_size += 1 + 4; - } - - } - if (!unknown_fields().empty()) { - total_size += - ::google::protobuf::internal::WireFormat::ComputeUnknownFieldsSize( - unknown_fields()); - } - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = total_size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); - return total_size; -} - -void NormalInverseChiSq_Shared::MergeFrom(const ::google::protobuf::Message& from) { - GOOGLE_CHECK_NE(&from, this); - const NormalInverseChiSq_Shared* source = - ::google::protobuf::internal::dynamic_cast_if_available( - &from); - if (source == NULL) { - ::google::protobuf::internal::ReflectionOps::Merge(from, this); - } else { - MergeFrom(*source); - } -} - -void NormalInverseChiSq_Shared::MergeFrom(const NormalInverseChiSq_Shared& from) { - GOOGLE_CHECK_NE(&from, this); - if (from._has_bits_[0 / 32] & (0xffu << (0 % 32))) { - if (from.has_mu()) { - set_mu(from.mu()); - } - if (from.has_kappa()) { - set_kappa(from.kappa()); - } - if (from.has_sigmasq()) { - set_sigmasq(from.sigmasq()); - } - if (from.has_nu()) { - set_nu(from.nu()); - } - } - mutable_unknown_fields()->MergeFrom(from.unknown_fields()); -} - -void NormalInverseChiSq_Shared::CopyFrom(const ::google::protobuf::Message& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -void NormalInverseChiSq_Shared::CopyFrom(const NormalInverseChiSq_Shared& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -bool NormalInverseChiSq_Shared::IsInitialized() const { - if ((_has_bits_[0] & 0x0000000f) != 0x0000000f) return false; - - return true; -} - -void NormalInverseChiSq_Shared::Swap(NormalInverseChiSq_Shared* other) { - if (other != this) { - std::swap(mu_, other->mu_); - std::swap(kappa_, other->kappa_); - std::swap(sigmasq_, other->sigmasq_); - std::swap(nu_, other->nu_); - std::swap(_has_bits_[0], other->_has_bits_[0]); - _unknown_fields_.Swap(&other->_unknown_fields_); - std::swap(_cached_size_, other->_cached_size_); - } -} - -::google::protobuf::Metadata NormalInverseChiSq_Shared::GetMetadata() const { - protobuf_AssignDescriptorsOnce(); - ::google::protobuf::Metadata metadata; - metadata.descriptor = NormalInverseChiSq_Shared_descriptor_; - metadata.reflection = NormalInverseChiSq_Shared_reflection_; - return metadata; -} - - -// ------------------------------------------------------------------- - -#ifndef _MSC_VER -const int NormalInverseChiSq_Group::kCountFieldNumber; -const int NormalInverseChiSq_Group::kMeanFieldNumber; -const int NormalInverseChiSq_Group::kCountTimesVarianceFieldNumber; -#endif // !_MSC_VER - -NormalInverseChiSq_Group::NormalInverseChiSq_Group() - : ::google::protobuf::Message() { - SharedCtor(); -} - -void NormalInverseChiSq_Group::InitAsDefaultInstance() { -} - -NormalInverseChiSq_Group::NormalInverseChiSq_Group(const NormalInverseChiSq_Group& from) - : ::google::protobuf::Message() { - SharedCtor(); - MergeFrom(from); -} - -void NormalInverseChiSq_Group::SharedCtor() { - _cached_size_ = 0; - count_ = GOOGLE_ULONGLONG(0); - mean_ = 0; - count_times_variance_ = 0; - ::memset(_has_bits_, 0, sizeof(_has_bits_)); -} - -NormalInverseChiSq_Group::~NormalInverseChiSq_Group() { - SharedDtor(); -} - -void NormalInverseChiSq_Group::SharedDtor() { - if (this != default_instance_) { - } -} - -void NormalInverseChiSq_Group::SetCachedSize(int size) const { - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); -} -const ::google::protobuf::Descriptor* NormalInverseChiSq_Group::descriptor() { - protobuf_AssignDescriptorsOnce(); - return NormalInverseChiSq_Group_descriptor_; -} - -const NormalInverseChiSq_Group& NormalInverseChiSq_Group::default_instance() { - if (default_instance_ == NULL) protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); return *default_instance_; -} - -NormalInverseChiSq_Group* NormalInverseChiSq_Group::default_instance_ = NULL; - -NormalInverseChiSq_Group* NormalInverseChiSq_Group::New() const { - return new NormalInverseChiSq_Group; -} - -void NormalInverseChiSq_Group::Clear() { - if (_has_bits_[0 / 32] & (0xffu << (0 % 32))) { - count_ = GOOGLE_ULONGLONG(0); - mean_ = 0; - count_times_variance_ = 0; - } - ::memset(_has_bits_, 0, sizeof(_has_bits_)); - mutable_unknown_fields()->Clear(); -} - -bool NormalInverseChiSq_Group::MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input) { -#define DO_(EXPRESSION) if (!(EXPRESSION)) return false - ::google::protobuf::uint32 tag; - while ((tag = input->ReadTag()) != 0) { - switch (::google::protobuf::internal::WireFormatLite::GetTagFieldNumber(tag)) { - // required uint64 count = 1; - case 1: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_VARINT) { - DO_((::google::protobuf::internal::WireFormatLite::ReadPrimitive< - ::google::protobuf::uint64, ::google::protobuf::internal::WireFormatLite::TYPE_UINT64>( - input, &count_))); - set_has_count(); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(21)) goto parse_mean; - break; - } - - // required float mean = 2; - case 2: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_FIXED32) { - parse_mean: - DO_((::google::protobuf::internal::WireFormatLite::ReadPrimitive< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - input, &mean_))); - set_has_mean(); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(29)) goto parse_count_times_variance; - break; - } - - // required float count_times_variance = 3; - case 3: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_FIXED32) { - parse_count_times_variance: - DO_((::google::protobuf::internal::WireFormatLite::ReadPrimitive< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - input, &count_times_variance_))); - set_has_count_times_variance(); - } else { - goto handle_uninterpreted; - } - if (input->ExpectAtEnd()) return true; - break; - } - - default: { - handle_uninterpreted: - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_END_GROUP) { - return true; - } - DO_(::google::protobuf::internal::WireFormat::SkipField( - input, tag, mutable_unknown_fields())); - break; - } - } - } - return true; -#undef DO_ -} - -void NormalInverseChiSq_Group::SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const { - // required uint64 count = 1; - if (has_count()) { - ::google::protobuf::internal::WireFormatLite::WriteUInt64(1, this->count(), output); - } - - // required float mean = 2; - if (has_mean()) { - ::google::protobuf::internal::WireFormatLite::WriteFloat(2, this->mean(), output); - } - - // required float count_times_variance = 3; - if (has_count_times_variance()) { - ::google::protobuf::internal::WireFormatLite::WriteFloat(3, this->count_times_variance(), output); - } - - if (!unknown_fields().empty()) { - ::google::protobuf::internal::WireFormat::SerializeUnknownFields( - unknown_fields(), output); - } -} - -::google::protobuf::uint8* NormalInverseChiSq_Group::SerializeWithCachedSizesToArray( - ::google::protobuf::uint8* target) const { - // required uint64 count = 1; - if (has_count()) { - target = ::google::protobuf::internal::WireFormatLite::WriteUInt64ToArray(1, this->count(), target); - } - - // required float mean = 2; - if (has_mean()) { - target = ::google::protobuf::internal::WireFormatLite::WriteFloatToArray(2, this->mean(), target); - } - - // required float count_times_variance = 3; - if (has_count_times_variance()) { - target = ::google::protobuf::internal::WireFormatLite::WriteFloatToArray(3, this->count_times_variance(), target); - } - - if (!unknown_fields().empty()) { - target = ::google::protobuf::internal::WireFormat::SerializeUnknownFieldsToArray( - unknown_fields(), target); - } - return target; -} - -int NormalInverseChiSq_Group::ByteSize() const { - int total_size = 0; - - if (_has_bits_[0 / 32] & (0xffu << (0 % 32))) { - // required uint64 count = 1; - if (has_count()) { - total_size += 1 + - ::google::protobuf::internal::WireFormatLite::UInt64Size( - this->count()); - } - - // required float mean = 2; - if (has_mean()) { - total_size += 1 + 4; - } - - // required float count_times_variance = 3; - if (has_count_times_variance()) { - total_size += 1 + 4; - } - - } - if (!unknown_fields().empty()) { - total_size += - ::google::protobuf::internal::WireFormat::ComputeUnknownFieldsSize( - unknown_fields()); - } - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = total_size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); - return total_size; -} - -void NormalInverseChiSq_Group::MergeFrom(const ::google::protobuf::Message& from) { - GOOGLE_CHECK_NE(&from, this); - const NormalInverseChiSq_Group* source = - ::google::protobuf::internal::dynamic_cast_if_available( - &from); - if (source == NULL) { - ::google::protobuf::internal::ReflectionOps::Merge(from, this); - } else { - MergeFrom(*source); - } -} - -void NormalInverseChiSq_Group::MergeFrom(const NormalInverseChiSq_Group& from) { - GOOGLE_CHECK_NE(&from, this); - if (from._has_bits_[0 / 32] & (0xffu << (0 % 32))) { - if (from.has_count()) { - set_count(from.count()); - } - if (from.has_mean()) { - set_mean(from.mean()); - } - if (from.has_count_times_variance()) { - set_count_times_variance(from.count_times_variance()); - } - } - mutable_unknown_fields()->MergeFrom(from.unknown_fields()); -} - -void NormalInverseChiSq_Group::CopyFrom(const ::google::protobuf::Message& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -void NormalInverseChiSq_Group::CopyFrom(const NormalInverseChiSq_Group& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -bool NormalInverseChiSq_Group::IsInitialized() const { - if ((_has_bits_[0] & 0x00000007) != 0x00000007) return false; - - return true; -} - -void NormalInverseChiSq_Group::Swap(NormalInverseChiSq_Group* other) { - if (other != this) { - std::swap(count_, other->count_); - std::swap(mean_, other->mean_); - std::swap(count_times_variance_, other->count_times_variance_); - std::swap(_has_bits_[0], other->_has_bits_[0]); - _unknown_fields_.Swap(&other->_unknown_fields_); - std::swap(_cached_size_, other->_cached_size_); - } -} - -::google::protobuf::Metadata NormalInverseChiSq_Group::GetMetadata() const { - protobuf_AssignDescriptorsOnce(); - ::google::protobuf::Metadata metadata; - metadata.descriptor = NormalInverseChiSq_Group_descriptor_; - metadata.reflection = NormalInverseChiSq_Group_reflection_; - return metadata; -} - - -// ------------------------------------------------------------------- - -#ifndef _MSC_VER -#endif // !_MSC_VER - -NormalInverseChiSq::NormalInverseChiSq() - : ::google::protobuf::Message() { - SharedCtor(); -} - -void NormalInverseChiSq::InitAsDefaultInstance() { -} - -NormalInverseChiSq::NormalInverseChiSq(const NormalInverseChiSq& from) - : ::google::protobuf::Message() { - SharedCtor(); - MergeFrom(from); -} - -void NormalInverseChiSq::SharedCtor() { - _cached_size_ = 0; - ::memset(_has_bits_, 0, sizeof(_has_bits_)); -} - -NormalInverseChiSq::~NormalInverseChiSq() { - SharedDtor(); -} - -void NormalInverseChiSq::SharedDtor() { - if (this != default_instance_) { - } -} - -void NormalInverseChiSq::SetCachedSize(int size) const { - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); -} -const ::google::protobuf::Descriptor* NormalInverseChiSq::descriptor() { - protobuf_AssignDescriptorsOnce(); - return NormalInverseChiSq_descriptor_; -} - -const NormalInverseChiSq& NormalInverseChiSq::default_instance() { - if (default_instance_ == NULL) protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); return *default_instance_; -} - -NormalInverseChiSq* NormalInverseChiSq::default_instance_ = NULL; - -NormalInverseChiSq* NormalInverseChiSq::New() const { - return new NormalInverseChiSq; -} - -void NormalInverseChiSq::Clear() { - ::memset(_has_bits_, 0, sizeof(_has_bits_)); - mutable_unknown_fields()->Clear(); -} - -bool NormalInverseChiSq::MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input) { -#define DO_(EXPRESSION) if (!(EXPRESSION)) return false - ::google::protobuf::uint32 tag; - while ((tag = input->ReadTag()) != 0) { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_END_GROUP) { - return true; - } - DO_(::google::protobuf::internal::WireFormat::SkipField( - input, tag, mutable_unknown_fields())); - } - return true; -#undef DO_ -} - -void NormalInverseChiSq::SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const { - if (!unknown_fields().empty()) { - ::google::protobuf::internal::WireFormat::SerializeUnknownFields( - unknown_fields(), output); - } -} - -::google::protobuf::uint8* NormalInverseChiSq::SerializeWithCachedSizesToArray( - ::google::protobuf::uint8* target) const { - if (!unknown_fields().empty()) { - target = ::google::protobuf::internal::WireFormat::SerializeUnknownFieldsToArray( - unknown_fields(), target); - } - return target; -} - -int NormalInverseChiSq::ByteSize() const { - int total_size = 0; - - if (!unknown_fields().empty()) { - total_size += - ::google::protobuf::internal::WireFormat::ComputeUnknownFieldsSize( - unknown_fields()); - } - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = total_size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); - return total_size; -} - -void NormalInverseChiSq::MergeFrom(const ::google::protobuf::Message& from) { - GOOGLE_CHECK_NE(&from, this); - const NormalInverseChiSq* source = - ::google::protobuf::internal::dynamic_cast_if_available( - &from); - if (source == NULL) { - ::google::protobuf::internal::ReflectionOps::Merge(from, this); - } else { - MergeFrom(*source); - } -} - -void NormalInverseChiSq::MergeFrom(const NormalInverseChiSq& from) { - GOOGLE_CHECK_NE(&from, this); - mutable_unknown_fields()->MergeFrom(from.unknown_fields()); -} - -void NormalInverseChiSq::CopyFrom(const ::google::protobuf::Message& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -void NormalInverseChiSq::CopyFrom(const NormalInverseChiSq& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -bool NormalInverseChiSq::IsInitialized() const { - - return true; -} - -void NormalInverseChiSq::Swap(NormalInverseChiSq* other) { - if (other != this) { - _unknown_fields_.Swap(&other->_unknown_fields_); - std::swap(_cached_size_, other->_cached_size_); - } -} - -::google::protobuf::Metadata NormalInverseChiSq::GetMetadata() const { - protobuf_AssignDescriptorsOnce(); - ::google::protobuf::Metadata metadata; - metadata.descriptor = NormalInverseChiSq_descriptor_; - metadata.reflection = NormalInverseChiSq_reflection_; - return metadata; -} - - -// =================================================================== - -#ifndef _MSC_VER -const int NormalInverseWishart_Shared::kMuFieldNumber; -const int NormalInverseWishart_Shared::kKappaFieldNumber; -const int NormalInverseWishart_Shared::kPsiFieldNumber; -const int NormalInverseWishart_Shared::kNuFieldNumber; -#endif // !_MSC_VER - -NormalInverseWishart_Shared::NormalInverseWishart_Shared() - : ::google::protobuf::Message() { - SharedCtor(); -} - -void NormalInverseWishart_Shared::InitAsDefaultInstance() { -} - -NormalInverseWishart_Shared::NormalInverseWishart_Shared(const NormalInverseWishart_Shared& from) - : ::google::protobuf::Message() { - SharedCtor(); - MergeFrom(from); -} - -void NormalInverseWishart_Shared::SharedCtor() { - _cached_size_ = 0; - kappa_ = 0; - nu_ = 0; - ::memset(_has_bits_, 0, sizeof(_has_bits_)); -} - -NormalInverseWishart_Shared::~NormalInverseWishart_Shared() { - SharedDtor(); -} - -void NormalInverseWishart_Shared::SharedDtor() { - if (this != default_instance_) { - } -} - -void NormalInverseWishart_Shared::SetCachedSize(int size) const { - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); -} -const ::google::protobuf::Descriptor* NormalInverseWishart_Shared::descriptor() { - protobuf_AssignDescriptorsOnce(); - return NormalInverseWishart_Shared_descriptor_; -} - -const NormalInverseWishart_Shared& NormalInverseWishart_Shared::default_instance() { - if (default_instance_ == NULL) protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); return *default_instance_; -} - -NormalInverseWishart_Shared* NormalInverseWishart_Shared::default_instance_ = NULL; - -NormalInverseWishart_Shared* NormalInverseWishart_Shared::New() const { - return new NormalInverseWishart_Shared; -} - -void NormalInverseWishart_Shared::Clear() { - if (_has_bits_[1 / 32] & (0xffu << (1 % 32))) { - kappa_ = 0; - nu_ = 0; - } - mu_.Clear(); - psi_.Clear(); - ::memset(_has_bits_, 0, sizeof(_has_bits_)); - mutable_unknown_fields()->Clear(); -} - -bool NormalInverseWishart_Shared::MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input) { -#define DO_(EXPRESSION) if (!(EXPRESSION)) return false - ::google::protobuf::uint32 tag; - while ((tag = input->ReadTag()) != 0) { - switch (::google::protobuf::internal::WireFormatLite::GetTagFieldNumber(tag)) { - // repeated float mu = 1; - case 1: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_FIXED32) { - parse_mu: - DO_((::google::protobuf::internal::WireFormatLite::ReadRepeatedPrimitive< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - 1, 13, input, this->mutable_mu()))); - } else if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) - == ::google::protobuf::internal::WireFormatLite:: - WIRETYPE_LENGTH_DELIMITED) { - DO_((::google::protobuf::internal::WireFormatLite::ReadPackedPrimitiveNoInline< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - input, this->mutable_mu()))); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(13)) goto parse_mu; - if (input->ExpectTag(21)) goto parse_kappa; - break; - } - - // required float kappa = 2; - case 2: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_FIXED32) { - parse_kappa: - DO_((::google::protobuf::internal::WireFormatLite::ReadPrimitive< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - input, &kappa_))); - set_has_kappa(); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(29)) goto parse_psi; - break; - } - - // repeated float psi = 3; - case 3: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_FIXED32) { - parse_psi: - DO_((::google::protobuf::internal::WireFormatLite::ReadRepeatedPrimitive< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - 1, 29, input, this->mutable_psi()))); - } else if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) - == ::google::protobuf::internal::WireFormatLite:: - WIRETYPE_LENGTH_DELIMITED) { - DO_((::google::protobuf::internal::WireFormatLite::ReadPackedPrimitiveNoInline< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - input, this->mutable_psi()))); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(29)) goto parse_psi; - if (input->ExpectTag(37)) goto parse_nu; - break; - } - - // required float nu = 4; - case 4: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_FIXED32) { - parse_nu: - DO_((::google::protobuf::internal::WireFormatLite::ReadPrimitive< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - input, &nu_))); - set_has_nu(); - } else { - goto handle_uninterpreted; - } - if (input->ExpectAtEnd()) return true; - break; - } - - default: { - handle_uninterpreted: - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_END_GROUP) { - return true; - } - DO_(::google::protobuf::internal::WireFormat::SkipField( - input, tag, mutable_unknown_fields())); - break; - } - } - } - return true; -#undef DO_ -} - -void NormalInverseWishart_Shared::SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const { - // repeated float mu = 1; - for (int i = 0; i < this->mu_size(); i++) { - ::google::protobuf::internal::WireFormatLite::WriteFloat( - 1, this->mu(i), output); - } - - // required float kappa = 2; - if (has_kappa()) { - ::google::protobuf::internal::WireFormatLite::WriteFloat(2, this->kappa(), output); - } - - // repeated float psi = 3; - for (int i = 0; i < this->psi_size(); i++) { - ::google::protobuf::internal::WireFormatLite::WriteFloat( - 3, this->psi(i), output); - } - - // required float nu = 4; - if (has_nu()) { - ::google::protobuf::internal::WireFormatLite::WriteFloat(4, this->nu(), output); - } - - if (!unknown_fields().empty()) { - ::google::protobuf::internal::WireFormat::SerializeUnknownFields( - unknown_fields(), output); - } -} - -::google::protobuf::uint8* NormalInverseWishart_Shared::SerializeWithCachedSizesToArray( - ::google::protobuf::uint8* target) const { - // repeated float mu = 1; - for (int i = 0; i < this->mu_size(); i++) { - target = ::google::protobuf::internal::WireFormatLite:: - WriteFloatToArray(1, this->mu(i), target); - } - - // required float kappa = 2; - if (has_kappa()) { - target = ::google::protobuf::internal::WireFormatLite::WriteFloatToArray(2, this->kappa(), target); - } - - // repeated float psi = 3; - for (int i = 0; i < this->psi_size(); i++) { - target = ::google::protobuf::internal::WireFormatLite:: - WriteFloatToArray(3, this->psi(i), target); - } - - // required float nu = 4; - if (has_nu()) { - target = ::google::protobuf::internal::WireFormatLite::WriteFloatToArray(4, this->nu(), target); - } - - if (!unknown_fields().empty()) { - target = ::google::protobuf::internal::WireFormat::SerializeUnknownFieldsToArray( - unknown_fields(), target); - } - return target; -} - -int NormalInverseWishart_Shared::ByteSize() const { - int total_size = 0; - - if (_has_bits_[1 / 32] & (0xffu << (1 % 32))) { - // required float kappa = 2; - if (has_kappa()) { - total_size += 1 + 4; - } - - // required float nu = 4; - if (has_nu()) { - total_size += 1 + 4; - } - - } - // repeated float mu = 1; - { - int data_size = 0; - data_size = 4 * this->mu_size(); - total_size += 1 * this->mu_size() + data_size; - } - - // repeated float psi = 3; - { - int data_size = 0; - data_size = 4 * this->psi_size(); - total_size += 1 * this->psi_size() + data_size; - } - - if (!unknown_fields().empty()) { - total_size += - ::google::protobuf::internal::WireFormat::ComputeUnknownFieldsSize( - unknown_fields()); - } - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = total_size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); - return total_size; -} - -void NormalInverseWishart_Shared::MergeFrom(const ::google::protobuf::Message& from) { - GOOGLE_CHECK_NE(&from, this); - const NormalInverseWishart_Shared* source = - ::google::protobuf::internal::dynamic_cast_if_available( - &from); - if (source == NULL) { - ::google::protobuf::internal::ReflectionOps::Merge(from, this); - } else { - MergeFrom(*source); - } -} - -void NormalInverseWishart_Shared::MergeFrom(const NormalInverseWishart_Shared& from) { - GOOGLE_CHECK_NE(&from, this); - mu_.MergeFrom(from.mu_); - psi_.MergeFrom(from.psi_); - if (from._has_bits_[1 / 32] & (0xffu << (1 % 32))) { - if (from.has_kappa()) { - set_kappa(from.kappa()); - } - if (from.has_nu()) { - set_nu(from.nu()); - } - } - mutable_unknown_fields()->MergeFrom(from.unknown_fields()); -} - -void NormalInverseWishart_Shared::CopyFrom(const ::google::protobuf::Message& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -void NormalInverseWishart_Shared::CopyFrom(const NormalInverseWishart_Shared& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -bool NormalInverseWishart_Shared::IsInitialized() const { - if ((_has_bits_[0] & 0x0000000a) != 0x0000000a) return false; - - return true; -} - -void NormalInverseWishart_Shared::Swap(NormalInverseWishart_Shared* other) { - if (other != this) { - mu_.Swap(&other->mu_); - std::swap(kappa_, other->kappa_); - psi_.Swap(&other->psi_); - std::swap(nu_, other->nu_); - std::swap(_has_bits_[0], other->_has_bits_[0]); - _unknown_fields_.Swap(&other->_unknown_fields_); - std::swap(_cached_size_, other->_cached_size_); - } -} - -::google::protobuf::Metadata NormalInverseWishart_Shared::GetMetadata() const { - protobuf_AssignDescriptorsOnce(); - ::google::protobuf::Metadata metadata; - metadata.descriptor = NormalInverseWishart_Shared_descriptor_; - metadata.reflection = NormalInverseWishart_Shared_reflection_; - return metadata; -} - - -// ------------------------------------------------------------------- - -#ifndef _MSC_VER -const int NormalInverseWishart_Group::kCountFieldNumber; -const int NormalInverseWishart_Group::kSumXFieldNumber; -const int NormalInverseWishart_Group::kSumXxTFieldNumber; -#endif // !_MSC_VER - -NormalInverseWishart_Group::NormalInverseWishart_Group() - : ::google::protobuf::Message() { - SharedCtor(); -} - -void NormalInverseWishart_Group::InitAsDefaultInstance() { -} - -NormalInverseWishart_Group::NormalInverseWishart_Group(const NormalInverseWishart_Group& from) - : ::google::protobuf::Message() { - SharedCtor(); - MergeFrom(from); -} - -void NormalInverseWishart_Group::SharedCtor() { - _cached_size_ = 0; - count_ = 0; - ::memset(_has_bits_, 0, sizeof(_has_bits_)); -} - -NormalInverseWishart_Group::~NormalInverseWishart_Group() { - SharedDtor(); -} - -void NormalInverseWishart_Group::SharedDtor() { - if (this != default_instance_) { - } -} - -void NormalInverseWishart_Group::SetCachedSize(int size) const { - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); -} -const ::google::protobuf::Descriptor* NormalInverseWishart_Group::descriptor() { - protobuf_AssignDescriptorsOnce(); - return NormalInverseWishart_Group_descriptor_; -} - -const NormalInverseWishart_Group& NormalInverseWishart_Group::default_instance() { - if (default_instance_ == NULL) protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); return *default_instance_; -} - -NormalInverseWishart_Group* NormalInverseWishart_Group::default_instance_ = NULL; - -NormalInverseWishart_Group* NormalInverseWishart_Group::New() const { - return new NormalInverseWishart_Group; -} - -void NormalInverseWishart_Group::Clear() { - if (_has_bits_[0 / 32] & (0xffu << (0 % 32))) { - count_ = 0; - } - sum_x_.Clear(); - sum_xxt_.Clear(); - ::memset(_has_bits_, 0, sizeof(_has_bits_)); - mutable_unknown_fields()->Clear(); -} - -bool NormalInverseWishart_Group::MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input) { -#define DO_(EXPRESSION) if (!(EXPRESSION)) return false - ::google::protobuf::uint32 tag; - while ((tag = input->ReadTag()) != 0) { - switch (::google::protobuf::internal::WireFormatLite::GetTagFieldNumber(tag)) { - // required int32 count = 1; - case 1: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_VARINT) { - DO_((::google::protobuf::internal::WireFormatLite::ReadPrimitive< - ::google::protobuf::int32, ::google::protobuf::internal::WireFormatLite::TYPE_INT32>( - input, &count_))); - set_has_count(); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(21)) goto parse_sum_x; - break; - } - - // repeated float sum_x = 2; - case 2: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_FIXED32) { - parse_sum_x: - DO_((::google::protobuf::internal::WireFormatLite::ReadRepeatedPrimitive< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - 1, 21, input, this->mutable_sum_x()))); - } else if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) - == ::google::protobuf::internal::WireFormatLite:: - WIRETYPE_LENGTH_DELIMITED) { - DO_((::google::protobuf::internal::WireFormatLite::ReadPackedPrimitiveNoInline< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - input, this->mutable_sum_x()))); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(21)) goto parse_sum_x; - if (input->ExpectTag(29)) goto parse_sum_xxT; - break; - } - - // repeated float sum_xxT = 3; - case 3: { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_FIXED32) { - parse_sum_xxT: - DO_((::google::protobuf::internal::WireFormatLite::ReadRepeatedPrimitive< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - 1, 29, input, this->mutable_sum_xxt()))); - } else if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) - == ::google::protobuf::internal::WireFormatLite:: - WIRETYPE_LENGTH_DELIMITED) { - DO_((::google::protobuf::internal::WireFormatLite::ReadPackedPrimitiveNoInline< - float, ::google::protobuf::internal::WireFormatLite::TYPE_FLOAT>( - input, this->mutable_sum_xxt()))); - } else { - goto handle_uninterpreted; - } - if (input->ExpectTag(29)) goto parse_sum_xxT; - if (input->ExpectAtEnd()) return true; - break; - } - - default: { - handle_uninterpreted: - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_END_GROUP) { - return true; - } - DO_(::google::protobuf::internal::WireFormat::SkipField( - input, tag, mutable_unknown_fields())); - break; - } - } - } - return true; -#undef DO_ -} - -void NormalInverseWishart_Group::SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const { - // required int32 count = 1; - if (has_count()) { - ::google::protobuf::internal::WireFormatLite::WriteInt32(1, this->count(), output); - } - - // repeated float sum_x = 2; - for (int i = 0; i < this->sum_x_size(); i++) { - ::google::protobuf::internal::WireFormatLite::WriteFloat( - 2, this->sum_x(i), output); - } - - // repeated float sum_xxT = 3; - for (int i = 0; i < this->sum_xxt_size(); i++) { - ::google::protobuf::internal::WireFormatLite::WriteFloat( - 3, this->sum_xxt(i), output); - } - - if (!unknown_fields().empty()) { - ::google::protobuf::internal::WireFormat::SerializeUnknownFields( - unknown_fields(), output); - } -} - -::google::protobuf::uint8* NormalInverseWishart_Group::SerializeWithCachedSizesToArray( - ::google::protobuf::uint8* target) const { - // required int32 count = 1; - if (has_count()) { - target = ::google::protobuf::internal::WireFormatLite::WriteInt32ToArray(1, this->count(), target); - } - - // repeated float sum_x = 2; - for (int i = 0; i < this->sum_x_size(); i++) { - target = ::google::protobuf::internal::WireFormatLite:: - WriteFloatToArray(2, this->sum_x(i), target); - } - - // repeated float sum_xxT = 3; - for (int i = 0; i < this->sum_xxt_size(); i++) { - target = ::google::protobuf::internal::WireFormatLite:: - WriteFloatToArray(3, this->sum_xxt(i), target); - } - - if (!unknown_fields().empty()) { - target = ::google::protobuf::internal::WireFormat::SerializeUnknownFieldsToArray( - unknown_fields(), target); - } - return target; -} - -int NormalInverseWishart_Group::ByteSize() const { - int total_size = 0; - - if (_has_bits_[0 / 32] & (0xffu << (0 % 32))) { - // required int32 count = 1; - if (has_count()) { - total_size += 1 + - ::google::protobuf::internal::WireFormatLite::Int32Size( - this->count()); - } - - } - // repeated float sum_x = 2; - { - int data_size = 0; - data_size = 4 * this->sum_x_size(); - total_size += 1 * this->sum_x_size() + data_size; - } - - // repeated float sum_xxT = 3; - { - int data_size = 0; - data_size = 4 * this->sum_xxt_size(); - total_size += 1 * this->sum_xxt_size() + data_size; - } - - if (!unknown_fields().empty()) { - total_size += - ::google::protobuf::internal::WireFormat::ComputeUnknownFieldsSize( - unknown_fields()); - } - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = total_size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); - return total_size; -} - -void NormalInverseWishart_Group::MergeFrom(const ::google::protobuf::Message& from) { - GOOGLE_CHECK_NE(&from, this); - const NormalInverseWishart_Group* source = - ::google::protobuf::internal::dynamic_cast_if_available( - &from); - if (source == NULL) { - ::google::protobuf::internal::ReflectionOps::Merge(from, this); - } else { - MergeFrom(*source); - } -} - -void NormalInverseWishart_Group::MergeFrom(const NormalInverseWishart_Group& from) { - GOOGLE_CHECK_NE(&from, this); - sum_x_.MergeFrom(from.sum_x_); - sum_xxt_.MergeFrom(from.sum_xxt_); - if (from._has_bits_[0 / 32] & (0xffu << (0 % 32))) { - if (from.has_count()) { - set_count(from.count()); - } - } - mutable_unknown_fields()->MergeFrom(from.unknown_fields()); -} - -void NormalInverseWishart_Group::CopyFrom(const ::google::protobuf::Message& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -void NormalInverseWishart_Group::CopyFrom(const NormalInverseWishart_Group& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -bool NormalInverseWishart_Group::IsInitialized() const { - if ((_has_bits_[0] & 0x00000001) != 0x00000001) return false; - - return true; -} - -void NormalInverseWishart_Group::Swap(NormalInverseWishart_Group* other) { - if (other != this) { - std::swap(count_, other->count_); - sum_x_.Swap(&other->sum_x_); - sum_xxt_.Swap(&other->sum_xxt_); - std::swap(_has_bits_[0], other->_has_bits_[0]); - _unknown_fields_.Swap(&other->_unknown_fields_); - std::swap(_cached_size_, other->_cached_size_); - } -} - -::google::protobuf::Metadata NormalInverseWishart_Group::GetMetadata() const { - protobuf_AssignDescriptorsOnce(); - ::google::protobuf::Metadata metadata; - metadata.descriptor = NormalInverseWishart_Group_descriptor_; - metadata.reflection = NormalInverseWishart_Group_reflection_; - return metadata; -} - - -// ------------------------------------------------------------------- - -#ifndef _MSC_VER -#endif // !_MSC_VER - -NormalInverseWishart::NormalInverseWishart() - : ::google::protobuf::Message() { - SharedCtor(); -} - -void NormalInverseWishart::InitAsDefaultInstance() { -} - -NormalInverseWishart::NormalInverseWishart(const NormalInverseWishart& from) - : ::google::protobuf::Message() { - SharedCtor(); - MergeFrom(from); -} - -void NormalInverseWishart::SharedCtor() { - _cached_size_ = 0; - ::memset(_has_bits_, 0, sizeof(_has_bits_)); -} - -NormalInverseWishart::~NormalInverseWishart() { - SharedDtor(); -} - -void NormalInverseWishart::SharedDtor() { - if (this != default_instance_) { - } -} - -void NormalInverseWishart::SetCachedSize(int size) const { - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); -} -const ::google::protobuf::Descriptor* NormalInverseWishart::descriptor() { - protobuf_AssignDescriptorsOnce(); - return NormalInverseWishart_descriptor_; -} - -const NormalInverseWishart& NormalInverseWishart::default_instance() { - if (default_instance_ == NULL) protobuf_AddDesc_distributions_2fio_2fschema_2eproto(); return *default_instance_; -} - -NormalInverseWishart* NormalInverseWishart::default_instance_ = NULL; - -NormalInverseWishart* NormalInverseWishart::New() const { - return new NormalInverseWishart; -} - -void NormalInverseWishart::Clear() { - ::memset(_has_bits_, 0, sizeof(_has_bits_)); - mutable_unknown_fields()->Clear(); -} - -bool NormalInverseWishart::MergePartialFromCodedStream( - ::google::protobuf::io::CodedInputStream* input) { -#define DO_(EXPRESSION) if (!(EXPRESSION)) return false - ::google::protobuf::uint32 tag; - while ((tag = input->ReadTag()) != 0) { - if (::google::protobuf::internal::WireFormatLite::GetTagWireType(tag) == - ::google::protobuf::internal::WireFormatLite::WIRETYPE_END_GROUP) { - return true; - } - DO_(::google::protobuf::internal::WireFormat::SkipField( - input, tag, mutable_unknown_fields())); - } - return true; -#undef DO_ -} - -void NormalInverseWishart::SerializeWithCachedSizes( - ::google::protobuf::io::CodedOutputStream* output) const { - if (!unknown_fields().empty()) { - ::google::protobuf::internal::WireFormat::SerializeUnknownFields( - unknown_fields(), output); - } -} - -::google::protobuf::uint8* NormalInverseWishart::SerializeWithCachedSizesToArray( - ::google::protobuf::uint8* target) const { - if (!unknown_fields().empty()) { - target = ::google::protobuf::internal::WireFormat::SerializeUnknownFieldsToArray( - unknown_fields(), target); - } - return target; -} - -int NormalInverseWishart::ByteSize() const { - int total_size = 0; - - if (!unknown_fields().empty()) { - total_size += - ::google::protobuf::internal::WireFormat::ComputeUnknownFieldsSize( - unknown_fields()); - } - GOOGLE_SAFE_CONCURRENT_WRITES_BEGIN(); - _cached_size_ = total_size; - GOOGLE_SAFE_CONCURRENT_WRITES_END(); - return total_size; -} - -void NormalInverseWishart::MergeFrom(const ::google::protobuf::Message& from) { - GOOGLE_CHECK_NE(&from, this); - const NormalInverseWishart* source = - ::google::protobuf::internal::dynamic_cast_if_available( - &from); - if (source == NULL) { - ::google::protobuf::internal::ReflectionOps::Merge(from, this); - } else { - MergeFrom(*source); - } -} - -void NormalInverseWishart::MergeFrom(const NormalInverseWishart& from) { - GOOGLE_CHECK_NE(&from, this); - mutable_unknown_fields()->MergeFrom(from.unknown_fields()); -} - -void NormalInverseWishart::CopyFrom(const ::google::protobuf::Message& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -void NormalInverseWishart::CopyFrom(const NormalInverseWishart& from) { - if (&from == this) return; - Clear(); - MergeFrom(from); -} - -bool NormalInverseWishart::IsInitialized() const { - - return true; -} - -void NormalInverseWishart::Swap(NormalInverseWishart* other) { - if (other != this) { - _unknown_fields_.Swap(&other->_unknown_fields_); - std::swap(_cached_size_, other->_cached_size_); - } -} - -::google::protobuf::Metadata NormalInverseWishart::GetMetadata() const { - protobuf_AssignDescriptorsOnce(); - ::google::protobuf::Metadata metadata; - metadata.descriptor = NormalInverseWishart_descriptor_; - metadata.reflection = NormalInverseWishart_reflection_; - return metadata; -} - - -// @@protoc_insertion_point(namespace_scope) - -} // namespace distributions -} // namespace protobuf - -// @@protoc_insertion_point(global_scope)