panko/panko/storage/hbase/utils.py

353 lines
12 KiB
Python

#
# 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.
""" Various HBase helpers
"""
import copy
import datetime
import json
import bson.json_util
from happybase.hbase import ttypes
from oslo_log import log
import six
from panko.i18n import _
from panko import utils
LOG = log.getLogger(__name__)
EVENT_TRAIT_TYPES = {'none': 0, 'string': 1, 'integer': 2, 'float': 3,
'datetime': 4}
OP_SIGN = {'eq': '=', 'lt': '<', 'le': '<=', 'ne': '!=', 'gt': '>', 'ge': '>='}
# We need this additional dictionary because we have reverted timestamp in
# row-keys for stored metrics
OP_SIGN_REV = {'eq': '=', 'lt': '>', 'le': '>=', 'ne': '!=', 'gt': '<',
'ge': '<='}
def _QualifierFilter(op, qualifier):
return "QualifierFilter (%s, 'binaryprefix:m_%s')" % (op, qualifier)
def timestamp(dt, reverse=True):
"""Timestamp is count of milliseconds since start of epoch.
If reverse=True then timestamp will be reversed. Such a technique is used
in HBase rowkey design when period queries are required. Because of the
fact that rows are sorted lexicographically it's possible to vary whether
the 'oldest' entries will be on top of the table or it should be the newest
ones (reversed timestamp case).
:param dt: datetime which is translated to timestamp
:param reverse: a boolean parameter for reverse or straight count of
timestamp in milliseconds
:return: count or reversed count of milliseconds since start of epoch
"""
epoch = datetime.datetime(1970, 1, 1)
td = dt - epoch
ts = td.microseconds + td.seconds * 1000000 + td.days * 86400000000
return 0x7fffffffffffffff - ts if reverse else ts
def make_events_query_from_filter(event_filter):
"""Return start and stop row for filtering and a query.
Query is based on the selected parameter.
:param event_filter: storage.EventFilter object.
"""
start = "%s" % (timestamp(event_filter.start_timestamp, reverse=False)
if event_filter.start_timestamp else "")
stop = "%s" % (timestamp(event_filter.end_timestamp, reverse=False)
if event_filter.end_timestamp else "")
kwargs = {'event_type': event_filter.event_type,
'event_id': event_filter.message_id}
res_q = make_query(**kwargs)
if event_filter.traits_filter:
for trait_filter in event_filter.traits_filter:
q_trait = make_query(trait_query=True, **trait_filter)
if q_trait:
if res_q:
res_q += " AND " + q_trait
else:
res_q = q_trait
return res_q, start, stop
def make_timestamp_query(func, start=None, start_op=None, end=None,
end_op=None, bounds_only=False, **kwargs):
"""Return a filter start and stop row for filtering and a query.
Query is based on the fact that CF-name is 'rts'.
:param start: Optional start timestamp
:param start_op: Optional start timestamp operator, like gt, ge
:param end: Optional end timestamp
:param end_op: Optional end timestamp operator, like lt, le
:param bounds_only: if True than query will not be returned
:param func: a function that provide a format of row
:param kwargs: kwargs for :param func
"""
# We don't need to dump here because get_start_end_rts returns strings
rts_start, rts_end = get_start_end_rts(start, end)
start_row, end_row = func(rts_start, rts_end, **kwargs)
if bounds_only:
return start_row, end_row
q = []
start_op = start_op or 'ge'
end_op = end_op or 'lt'
if rts_start:
q.append("SingleColumnValueFilter ('f', 'rts', %s, 'binary:%s')" %
(OP_SIGN_REV[start_op], rts_start))
if rts_end:
q.append("SingleColumnValueFilter ('f', 'rts', %s, 'binary:%s')" %
(OP_SIGN_REV[end_op], rts_end))
res_q = None
if len(q):
res_q = " AND ".join(q)
return start_row, end_row, res_q
def get_start_end_rts(start, end):
rts_start = str(timestamp(start)) if start else ""
rts_end = str(timestamp(end)) if end else ""
return rts_start, rts_end
def make_query(metaquery=None, trait_query=None, **kwargs):
"""Return a filter query string based on the selected parameters.
:param metaquery: optional metaquery dict
:param trait_query: optional boolean, for trait_query from kwargs
:param kwargs: key-value pairs to filter on. Key should be a real
column name in db
"""
q = []
res_q = None
# Query for traits differs from others. It is constructed with
# SingleColumnValueFilter with the possibility to choose comparison
# operator
if trait_query:
trait_name = kwargs.pop('key')
op = kwargs.pop('op', 'eq')
for k, v in kwargs.items():
if v is not None:
res_q = ("SingleColumnValueFilter "
"('f', '%s', %s, 'binary:%s', true, true)" %
(prepare_key(trait_name, EVENT_TRAIT_TYPES[k]),
OP_SIGN[op], dump(v)))
return res_q
# Note: we use extended constructor for SingleColumnValueFilter here.
# It is explicitly specified that entry should not be returned if CF is not
# found in table.
for key, value in sorted(kwargs.items()):
if value is not None:
if key == 'source':
q.append("SingleColumnValueFilter "
"('f', 's_%s', =, 'binary:%s', true, true)" %
(value, dump('1')))
elif key == 'trait_type':
q.append("ColumnPrefixFilter('%s')" % value)
elif key == 'event_id':
q.append("RowFilter ( = , 'regexstring:\d*:%s')" % value)
else:
q.append("SingleColumnValueFilter "
"('f', '%s', =, 'binary:%s', true, true)" %
(quote(key), dump(value)))
res_q = None
if len(q):
res_q = " AND ".join(q)
if metaquery:
meta_q = []
for k, v in metaquery.items():
meta_q.append(
"SingleColumnValueFilter ('f', '%s', =, 'binary:%s', "
"true, true)"
% ('r_' + k, dump(v)))
meta_q = " AND ".join(meta_q)
# join query and metaquery
if res_q is not None:
res_q += " AND " + meta_q
else:
res_q = meta_q # metaquery only
return res_q
def prepare_key(*args):
"""Prepares names for rows and columns with correct separator.
:param args: strings or numbers that we want our key construct of
:return: key with quoted args that are separated with character ":"
"""
key_quote = []
for key in args:
if isinstance(key, six.integer_types):
key = str(key)
key_quote.append(quote(key))
return ":".join(key_quote)
def deserialize_entry(entry, get_raw_meta=True):
"""Return a list of flatten_result, sources, meters and metadata.
Flatten_result contains a dict of simple structures such as 'resource_id':1
sources/meters are the lists of sources and meters correspondingly.
metadata is metadata dict. This dict may be returned as flattened if
get_raw_meta is False.
:param entry: entry from HBase, without row name and timestamp
:param get_raw_meta: If true then raw metadata will be returned,
if False metadata will be constructed from
'f:r_metadata.' fields
"""
flatten_result = {}
sources = []
meters = []
metadata_flattened = {}
for k, v in entry.items():
if k.startswith('f:s_'):
sources.append(decode_unicode(k[4:]))
elif k.startswith('f:r_metadata.'):
qualifier = decode_unicode(k[len('f:r_metadata.'):])
metadata_flattened[qualifier] = load(v)
elif k.startswith("f:m_"):
meter = ([unquote(i) for i in k[4:].split(':')], load(v))
meters.append(meter)
else:
if ':' in k[2:]:
key = tuple([unquote(i) for i in k[2:].split(':')])
else:
key = unquote(k[2:])
flatten_result[key] = load(v)
if get_raw_meta:
metadata = flatten_result.get('resource_metadata', {})
else:
metadata = metadata_flattened
return flatten_result, meters, metadata
def serialize_entry(data=None, **kwargs):
"""Return a dict that is ready to be stored to HBase
:param data: dict to be serialized
:param kwargs: additional args
"""
data = data or {}
entry_dict = copy.copy(data)
entry_dict.update(**kwargs)
result = {}
for k, v in entry_dict.items():
if k == 'source':
# user, project and resource tables may contain several sources.
# Besides, resource table may contain several meters.
# To make insertion safe we need to store all meters and sources in
# a separate cell. For this purpose s_ and m_ prefixes are
# introduced.
qualifier = encode_unicode('f:s_%s' % v)
result[qualifier] = dump('1')
elif k == 'meter':
for meter, ts in v.items():
qualifier = encode_unicode('f:m_%s' % meter)
result[qualifier] = dump(ts)
elif k == 'resource_metadata':
# keep raw metadata as well as flattened to provide
# capability with API v2. It will be flattened in another
# way on API level. But we need flattened too for quick filtering.
flattened_meta = dump_metadata(v)
for key, m in flattened_meta.items():
metadata_qualifier = encode_unicode('f:r_metadata.' + key)
result[metadata_qualifier] = dump(m)
result['f:resource_metadata'] = dump(v)
else:
result['f:' + quote(k, ':')] = dump(v)
return result
def dump_metadata(meta):
resource_metadata = {}
for key, v in utils.dict_to_keyval(meta):
resource_metadata[key] = v
return resource_metadata
def dump(data):
return json.dumps(data, default=bson.json_util.default)
def load(data):
return json.loads(data, object_hook=object_hook)
def encode_unicode(data):
return data.encode('utf-8') if isinstance(data, six.text_type) else data
def decode_unicode(data):
return data.decode('utf-8') if isinstance(data, six.string_types) else data
# We don't want to have tzinfo in decoded json.This object_hook is
# overwritten json_util.object_hook for $date
def object_hook(dct):
if "$date" in dct:
dt = bson.json_util.object_hook(dct)
return dt.replace(tzinfo=None)
return bson.json_util.object_hook(dct)
def create_tables(conn, tables, column_families):
for table in tables:
try:
conn.create_table(table, column_families)
except ttypes.AlreadyExists:
if conn.table_prefix:
table = ("%(table_prefix)s"
"%(separator)s"
"%(table_name)s" %
dict(table_prefix=conn.table_prefix,
separator=conn.table_prefix_separator,
table_name=table))
LOG.warning(_("Cannot create table %(table_name)s "
"it already exists. Ignoring error")
% {'table_name': table})
def quote(s, *args):
"""Return quoted string even if it is unicode one.
:param s: string that should be quoted
:param args: any symbol we want to stay unquoted
"""
s_en = s.encode('utf8')
return six.moves.urllib.parse.quote(s_en, *args)
def unquote(s):
"""Return unquoted and decoded string.
:param s: string that should be unquoted
"""
s_de = six.moves.urllib.parse.unquote(s)
return s_de.decode('utf8')