# -*- encoding: utf-8 -*-
#
# Copyright © 2015-2016 eNovance
#
# Licensed under the Apache License, Version 2.0 (the "License"); you may
# not use this file except in compliance with the License. You may obtain
# a copy of the License at
#
#      http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS, WITHOUT
# WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the
# License for the specific language governing permissions and limitations
# under the License.
import datetime
import errno
import itertools
import multiprocessing
import numbers
import os
import uuid

import iso8601
import numpy
from oslo_log import log
from oslo_utils import timeutils
import pandas as pd
import six
import tenacity
from tooz import coordination


LOG = log.getLogger(__name__)

# uuid5 namespace for id transformation.
# NOTE(chdent): This UUID must stay the same, forever, across all
# of gnocchi to preserve its value as a URN namespace.
RESOURCE_ID_NAMESPACE = uuid.UUID('0a7a15ff-aa13-4ac2-897c-9bdf30ce175b')


def ResourceUUID(value):
    if isinstance(value, uuid.UUID):
        return value
    if '/' in value:
        raise ValueError("'/' is not supported in resource id")
    try:
        try:
            return uuid.UUID(value)
        except ValueError:
            if len(value) <= 255:
                if six.PY2:
                    value = value.encode('utf-8')
                return uuid.uuid5(RESOURCE_ID_NAMESPACE, value)
            raise ValueError(
                'transformable resource id >255 max allowed characters')
    except Exception as e:
        raise ValueError(e)


def UUID(value):
    try:
        return uuid.UUID(value)
    except Exception as e:
        raise ValueError(e)


# Retry with exponential backoff for up to 1 minute
retry = tenacity.retry(
    wait=tenacity.wait_exponential(multiplier=0.5, max=60),
    # Never retry except when explicitly asked by raising TryAgain
    retry=tenacity.retry_never,
    reraise=True)


# TODO(jd) Move this to tooz?
@retry
def _enable_coordination(coord):
    try:
        coord.start(start_heart=True)
    except Exception as e:
        LOG.error("Unable to start coordinator: %s", e)
        raise tenacity.TryAgain(e)


def get_coordinator_and_start(url):
    my_id = str(uuid.uuid4())
    coord = coordination.get_coordinator(url, my_id)
    _enable_coordination(coord)
    return coord, my_id


unix_universal_start64 = numpy.datetime64("1970")


def to_timestamps(values):
    try:
        values = list(values)
        if isinstance(values[0], numbers.Real):
            times = pd.to_datetime(values, utc=True, box=False, unit='s')
        elif (isinstance(values[0], datetime.datetime) or
              is_valid_timestamp(values[0])):
            times = pd.to_datetime(values, utc=True, box=False)
        else:
            times = (utcnow() + pd.to_timedelta(values)).values
    except ValueError:
        raise ValueError("Unable to convert timestamps")

    if (times < unix_universal_start64).any():
        raise ValueError('Timestamp must be after Epoch')

    return times


def is_valid_timestamp(value):
    try:
        pd.to_datetime(value)
    except Exception:
        return False
    return True


def to_timestamp(value):
    return to_timestamps((value,))[0]


def to_datetime(value):
    return timestamp_to_datetime(to_timestamp(value))


def timestamp_to_datetime(v):
    return datetime.datetime.utcfromtimestamp(
        v.astype(float) / 10e8).replace(tzinfo=iso8601.iso8601.UTC)


def to_timespan(value):
    if value is None:
        raise ValueError("Invalid timespan")
    try:
        seconds = float(value)
    except Exception:
        try:
            seconds = pd.Timedelta(six.text_type(value)).total_seconds()
        except Exception:
            raise ValueError("Unable to parse timespan")
    if seconds <= 0:
        raise ValueError("Timespan must be positive")
    return datetime.timedelta(seconds=seconds)


def utcnow():
    """Better version of utcnow() that returns utcnow with a correct TZ."""
    return timeutils.utcnow(True)


def datetime_utc(*args):
    return datetime.datetime(*args, tzinfo=iso8601.iso8601.UTC)


unix_universal_start = datetime_utc(1970, 1, 1)


def datetime_to_unix(timestamp):
    return (timestamp - unix_universal_start).total_seconds()


def dt_to_unix_ns(*args):
    return int(datetime_to_unix(datetime.datetime(
        *args, tzinfo=iso8601.iso8601.UTC)) * int(10e8))


def dt_in_unix_ns(timestamp):
    return int(datetime_to_unix(timestamp) * int(10e8))


def get_default_workers():
    try:
        default_workers = multiprocessing.cpu_count() or 1
    except NotImplementedError:
        default_workers = 1
    return default_workers


def grouper(iterable, n):
    it = iter(iterable)
    while True:
        chunk = tuple(itertools.islice(it, n))
        if not chunk:
            return
        yield chunk


def ensure_paths(paths):
    for p in paths:
        try:
            os.makedirs(p)
        except OSError as e:
            if e.errno != errno.EEXIST:
                raise

@@ -3821,17 +3821,20 @@
 ds = pd.
-T
+to_t
 imedelta
@@ -3838,29 +3838,14 @@
 lta(
-six.text_type(
 value)
-)
 .tot

use proper timedelta conversion