# Path: loom/util.py
# def LOG(message):
#     if VERBOSITY:
#         sys.stdout.write('{}\n'.format(message))
#         sys.stdout.flush()


import os
import numpy
import numpy.random
import loom.store
import loom.config
import loom.runner
import loom.generate
import loom.query
import parsable
from itertools import izip
from distributions.io.stream import (
    protobuf_stream_load,
    protobuf_stream_dump,
    json_dump,
)
from loom.util import LOG
# - 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.

parsable = parsable.Parsable()


def crossvalidate_one(
        seed,
        test_count,
        train_count,
        inputs,
        results,
        extra_passes,
        debug):

# Path: loom/util.py
# def LOG(message):
#     if VERBOSITY:
#         sys.stdout.write('{}\n'.format(message))
#         sys.stdout.flush()


# Path: loom/crossvalidate.py
import os
import numpy
import numpy.random
import loom.store
import loom.config
import loom.runner
import loom.generate
import loom.query
import parsable
from itertools import izip
from distributions.io.stream import (
    protobuf_stream_load,
    protobuf_stream_dump,
    json_dump,
)
from loom.util import LOG

# - 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.

parsable = parsable.Parsable()


def crossvalidate_one(
        seed,
        test_count,
        train_count,
        inputs,
        results,
        extra_passes,
        debug):

    LOG('running seed {}:'.format(seed))