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hive_server2_lib.py
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hive_server2_lib.py
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#!/usr/bin/env python
# Licensed to Cloudera, Inc. under one
# or more contributor license agreements. See the NOTICE file
# distributed with this work for additional information
# regarding copyright ownership. Cloudera, Inc. licenses this file
# to you 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 logging
import re
import thrift
from desktop.conf import KERBEROS
from desktop.lib import thrift_util
from hadoop import cluster
from TCLIService import TCLIService
from TCLIService.ttypes import TOpenSessionReq, TGetTablesReq, TFetchResultsReq,\
TStatusCode, TGetResultSetMetadataReq, TGetColumnsReq, TType,\
TExecuteStatementReq, TGetOperationStatusReq, TFetchOrientation,\
TCloseSessionReq, TGetSchemasReq, TGetLogReq, TCancelOperationReq,\
TCloseOperationReq
from beeswax import conf
from beeswax import hive_site
from beeswax.models import Session, HiveServerQueryHandle, HiveServerQueryHistory
from beeswax.server.dbms import Table, NoSuchObjectException, DataTable,\
QueryServerException
LOG = logging.getLogger(__name__)
class HiveServerTable(Table):
"""
We are parsing DESCRIBE EXTENDED text sometimes and might need to implement the metastore API instead at some point.
"""
def __init__(self, table_results, table_schema, desc_results, desc_schema):
if not table_results.rows:
raise NoSuchObjectException()
self.table = table_results.rows and table_results.rows[0] or ''
self.table_schema = table_schema
self.results = desc_results
self.schema = desc_schema
@property
def name(self):
return HiveServerTRow(self.table, self.table_schema).col('TABLE_NAME')
@property
def is_view(self):
return HiveServerTRow(self.table, self.table_schema).col('TABLE_TYPE') == 'VIRTUAL_VIEW'
@property
def partition_keys(self):
describe = self.extended_describe
# partitionKeys:[FieldSchema(name:datehour, type:int, comment:null)],
match = re.search('partitionKeys:\[([^\]]+)\]', describe)
if match is not None:
match = match.group(1)
return [PartitionKeyCompatible(partition)
for partition in re.findall('FieldSchema\((.+?)\)', match)]
else:
return []
@property
def path_location(self):
describe = self.extended_describe
match = re.search('location:([^,]+)', describe)
if match is not None:
match = match.group(1)
return match
@property
def parameters(self):
# Parses a list of: parameters:{serialization.format=1}),... parameters:{numPartitions=2, EXTERNAL=TRUE}
describe = self.extended_describe
params = re.findall('parameters:\{([^\}]+?)\}', describe)
if params:
params_list = ', '.join(params).split(', ')
return dict([param.split('=')for param in params_list])
else:
return {}
@property
def cols(self):
cols = HiveServerTTableSchema(self.results, self.schema).cols()
if sum([bool(col['col_name']) for col in cols]) == len(cols):
return cols
else:
return cols[:-2] # Drop last 2 lines of extended describe
@property
def comment(self):
return HiveServerTRow(self.table, self.table_schema).col('REMARKS')
@property
def extended_describe(self):
# Just keep the content and skip the last new line
return HiveServerTTableSchema(self.results, self.schema).cols()[-1]['data_type']
class HiveServerTRowSet:
def __init__(self, row_set, schema):
self.row_set = row_set
self.rows = row_set.rows
self.schema = schema
self.startRowOffset = row_set.startRowOffset
def is_empty(self):
return len(self.rows) == 0
def cols(self, col_names):
cols_rows = []
for row in self.rows:
row = HiveServerTRow(row, self.schema)
cols = {}
for col_name in col_names:
cols[col_name] = row.col(col_name)
cols_rows.append(cols)
return cols_rows
def __iter__(self):
return self
def next(self):
if self.rows:
return HiveServerTRow(self.rows.pop(0), self.schema)
else:
raise StopIteration
class HiveServerDataTable(DataTable):
def __init__(self, results, schema):
self.schema = schema and schema.schema
self.row_set = HiveServerTRowSet(results.results, schema)
self.has_more = not self.row_set.is_empty() # Should be results.hasMoreRows but always True in HS2
self.startRowOffset = self.row_set.startRowOffset # Always 0 in HS2
@property
def ready(self):
return True
def cols(self):
if self.schema:
return [HiveServerTColumnDesc(col) for col in self.schema.columns]
else:
return []
def rows(self):
for row in self.row_set:
yield row.fields()
class HiveServerTTableSchema:
def __init__(self, columns, schema):
self.columns = columns
self.schema = schema
def cols(self):
return HiveServerTRowSet(self.columns, self.schema).cols(('col_name', 'data_type', 'comment'))
def col(self, colName):
pos = self._get_col_position(colName)
return HiveServerTColumnDesc(self.columns[pos]).val
def _get_col_position(self, column_name):
return filter(lambda (i, col): col.columnName == column_name, enumerate(self.schema.columns))[0][0]
class HiveServerTRow:
def __init__(self, row, schema):
self.row = row
self.schema = schema
def col(self, colName):
pos = self._get_col_position(colName)
return HiveServerTColumnValue(self.row.colVals[pos]).val
def _get_col_position(self, column_name):
return filter(lambda (i, col): col.columnName == column_name, enumerate(self.schema.columns))[0][0]
def fields(self):
return [HiveServerTColumnValue(field).val for field in self.row.colVals]
class HiveServerTColumnValue:
def __init__(self, tcolumn_value):
self.column_value = tcolumn_value
@property
def val(self):
# TODO get index from schema
if self.column_value.boolVal is not None:
return self.column_value.boolVal.value
elif self.column_value.byteVal is not None:
return self.column_value.byteVal.value
elif self.column_value.i16Val is not None:
return self.column_value.i16Val.value
elif self.column_value.i32Val is not None:
return self.column_value.i32Val.value
elif self.column_value.i64Val is not None:
return self.column_value.i64Val.value
elif self.column_value.doubleVal is not None:
return self.column_value.doubleVal.value
elif self.column_value.stringVal is not None:
return self.column_value.stringVal.value
class HiveServerTColumnDesc:
def __init__(self, column):
self.column = column
@property
def name(self):
return self.column.columnName
@property
def comment(self):
return self.column.comment
@property
def type(self):
return self.get_type(self.column.typeDesc)
@classmethod
def get_type(self, typeDesc):
for ttype in typeDesc.types:
if ttype.primitiveEntry is not None:
return TType._VALUES_TO_NAMES[ttype.primitiveEntry.type]
elif ttype.mapEntry is not None:
return ttype.mapEntry
elif ttype.unionEntry is not None:
return ttype.unionEntry
elif ttype.arrayEntry is not None:
return ttype.arrayEntry
elif ttype.structEntry is not None:
return ttype.structEntry
elif ttype.userDefinedTypeEntry is not None:
return ttype.userDefinedTypeEntry
class HiveServerClient:
HS2_MECHANISMS = {'KERBEROS': 'GSSAPI', 'NONE': 'PLAIN', 'NOSASL': 'NOSASL'}
def __init__(self, query_server, user):
self.query_server = query_server
self.user = user
use_sasl, mechanism, kerberos_principal_short_name, impersonation_enabled = HiveServerClient.get_security(query_server)
LOG.info('use_sasl=%s, mechanism=%s, kerberos_principal_short_name=%s, impersonation_enabled=%s' % (
use_sasl, mechanism, kerberos_principal_short_name, impersonation_enabled))
self.use_sasl = use_sasl
self.impersonation_enabled = impersonation_enabled
self._client = thrift_util.get_client(TCLIService.Client,
query_server['server_host'],
query_server['server_port'],
service_name=query_server['server_name'],
kerberos_principal=kerberos_principal_short_name,
use_sasl=use_sasl,
mechanism=mechanism,
username=user.username,
timeout_seconds=conf.BEESWAX_SERVER_CONN_TIMEOUT.get())
@classmethod
def get_security(cls, query_server):
principal = query_server['principal']
impersonation_enabled = False
if query_server['server_name'] == 'impala':
cluster_conf = cluster.get_cluster_conf_for_job_submission()
use_sasl = cluster_conf is not None and cluster_conf.SECURITY_ENABLED.get()
mechanism = HiveServerClient.HS2_MECHANISMS['KERBEROS']
impersonation_enabled = query_server['impersonation_enabled']
else:
hive_mechanism = hive_site.get_hiveserver2_authentication()
if hive_mechanism not in HiveServerClient.HS2_MECHANISMS:
raise Exception(_('%s server authentication not supported. Valid are %s.' % (hive_mechanism, HiveServerClient.HS2_MECHANISMS.keys())))
use_sasl = hive_mechanism in ('KERBEROS', 'NONE')
mechanism = 'NOSASL'
if use_sasl:
mechanism = HiveServerClient.HS2_MECHANISMS[hive_mechanism]
impersonation_enabled = hive_site.hiveserver2_impersonation_enabled()
if principal:
kerberos_principal_short_name = principal.split('/', 1)[0]
else:
kerberos_principal_short_name = None
return use_sasl, mechanism, kerberos_principal_short_name, impersonation_enabled
def open_session(self, user):
kwargs = {'username': user.username, 'configuration': {}}
if self.use_sasl:
kerberos_principal_short_name = KERBEROS.HUE_PRINCIPAL.get().split('/', 1)[0]
kwargs.update({'username': kerberos_principal_short_name})
if self.impersonation_enabled:
kwargs.update({'username': 'hue'})
if self.query_server['server_name'] == 'impala': # Only when Impala accepts it
kwargs['configuration'].update({'impala.doas.user': user.username})
if self.query_server['server_name'] == 'beeswax': # All the time
kwargs['configuration'].update({'hive.server2.proxy.user': user.username})
req = TOpenSessionReq(**kwargs)
res = self._client.OpenSession(req)
sessionId = res.sessionHandle.sessionId
LOG.info('Opening session %s' % sessionId)
encoded_status, encoded_guid = HiveServerQueryHandle(secret=sessionId.secret, guid=sessionId.guid).get()
return Session.objects.create(owner=user,
application=self.query_server['server_name'],
status_code=res.status.statusCode,
secret=encoded_status,
guid=encoded_guid,
server_protocol_version=res.serverProtocolVersion)
def call(self, fn, req, status=TStatusCode.SUCCESS_STATUS):
session = Session.objects.get_session(self.user, self.query_server['server_name'])
if session is None:
session = self.open_session(self.user)
if hasattr(req, 'sessionHandle') and req.sessionHandle is None:
req.sessionHandle = session.get_handle()
res = fn(req)
# Not supported currently in HS2 and Impala: TStatusCode.INVALID_HANDLE_STATUS
if res.status.statusCode == TStatusCode.ERROR_STATUS and \
re.search('Invalid SessionHandle|Invalid session', res.status.errorMessage or '', re.I):
LOG.info('Retrying with a new session because of %s' % res)
session = self.open_session(self.user)
req.sessionHandle = session.get_handle()
# Get back the name of the function to call
res = getattr(self._client, fn.attr)(req)
if status is not None and res.status.statusCode not in (
TStatusCode.SUCCESS_STATUS, TStatusCode.SUCCESS_WITH_INFO_STATUS, TStatusCode.STILL_EXECUTING_STATUS):
raise QueryServerException(Exception('Bad status for request %s:\n%s' % (req, res)))
else:
return res
def close_session(self):
session = Session.objects.get_session(self.user, self.query_server['server_name']).get_handle()
req = TCloseSessionReq(sessionHandle=session)
return self._client.CloseSession(req)
def get_databases(self):
# GetCatalogs() is not implemented in HS2
req = TGetSchemasReq()
res = self.call(self._client.GetSchemas, req)
results, schema = self.fetch_result(res.operationHandle)
col = 'TABLE_SCHEM'
return HiveServerTRowSet(results.results, schema.schema).cols((col,))
def get_tables(self, database, table_names):
req = TGetTablesReq(schemaName=database, tableName=table_names)
res = self.call(self._client.GetTables, req)
results, schema = self.fetch_result(res.operationHandle)
return HiveServerTRowSet(results.results, schema.schema).cols(('TABLE_NAME',))
def get_table(self, database, table_name):
req = TGetTablesReq(schemaName=database, tableName=table_name)
res = self.call(self._client.GetTables, req)
table_results, table_schema = self.fetch_result(res.operationHandle)
# Using 'SELECT * from table' does not show column comments in the metadata
if self.query_server['server_name'] == 'beeswax':
self.execute_statement(statement='SET hive.server2.blocking.query=true')
desc_results, desc_schema = self.execute_statement('DESCRIBE EXTENDED %s' % table_name)
return HiveServerTable(table_results.results, table_schema.schema, desc_results.results, desc_schema.schema)
def execute_query(self, query, max_rows=100):
configuration = self._get_query_configuration(query)
return self.execute_query_statement(statement=query.query['query'], max_rows=max_rows, configuration=configuration)
def execute_query_statement(self, statement, max_rows=100, configuration={}):
# Only execute_async_query() supports configuration
if self.query_server['server_name'] == 'beeswax':
self.execute_statement(statement='SET hive.server2.blocking.query=true')
results, schema = self.execute_statement(statement=statement, max_rows=max_rows, configuration=configuration)
return HiveServerDataTable(results, schema)
def execute_async_query(self, query, statement=0):
# Set configuration manually until Hive Server 2 supports confOverlay
# This will leak the config in the session
if statement == 0:
if self.query_server['server_name'] == 'beeswax':
self.execute_statement(statement='SET hive.server2.blocking.query=true')
for resource in query.get_configuration():
self.execute_statement(resource.strip())
if self.query_server['server_name'] == 'beeswax':
self.execute_statement(statement='SET hive.server2.blocking.query=false')
configuration = self._get_query_configuration(query)
query_statement = query.get_query_statement(statement)
return self.execute_async_statement(statement=query_statement, confOverlay=configuration)
def execute_statement(self, statement, max_rows=100, configuration={}):
req = TExecuteStatementReq(statement=statement, confOverlay=configuration)
res = self.call(self._client.ExecuteStatement, req)
return self.fetch_result(res.operationHandle, max_rows=max_rows)
def execute_async_statement(self, statement, confOverlay):
req = TExecuteStatementReq(statement=statement, confOverlay=confOverlay)
res = self.call(self._client.ExecuteStatement, req)
return HiveServerQueryHandle(secret=res.operationHandle.operationId.secret,
guid=res.operationHandle.operationId.guid,
operation_type=res.operationHandle.operationType,
has_result_set=res.operationHandle.hasResultSet,
modified_row_count=res.operationHandle.modifiedRowCount)
def fetch_data(self, operation_handle, orientation=TFetchOrientation.FETCH_NEXT, max_rows=100):
# The client should check for hasMoreRows and fetch until the result is empty dues to a HS2 bug
results, schema = self.fetch_result(operation_handle, orientation, max_rows)
return HiveServerDataTable(results, schema)
def cancel_operation(self, operation_handle):
req = TCancelOperationReq(operationHandle=operation_handle)
return self.call(self._client.CancelOperation, req)
def close_operation(self, operation_handle):
req = TCloseOperationReq(operationHandle=operation_handle)
return self.call(self._client.CancelOperation, req)
def get_columns(self, database, table):
req = TGetColumnsReq(schemaName=database, tableName=table)
res = self.call(self._client.GetColumns, req)
return self.fetch_result(res.operationHandle)
def fetch_result(self, operation_handle, orientation=TFetchOrientation.FETCH_NEXT, max_rows=100):
fetch_req = TFetchResultsReq(operationHandle=operation_handle, orientation=orientation, maxRows=max_rows)
res = self.call(self._client.FetchResults, fetch_req)
if operation_handle.hasResultSet:
meta_req = TGetResultSetMetadataReq(operationHandle=operation_handle)
schema = self.call(self._client.GetResultSetMetadata, meta_req)
else:
schema = None
return res, schema
def get_operation_status(self, operation_handle):
req = TGetOperationStatusReq(operationHandle=operation_handle)
return self.call(self._client.GetOperationStatus, req)
def explain(self, query):
return self.execute_query_statement('EXPLAIN %s' % query.query['query'])
def get_log(self, operation_handle):
try:
req = TGetLogReq(operationHandle=operation_handle)
res = self.call(self._client.GetLog, req)
return res.log
except:
return 'Server does not support GetLog()'
def get_partitions(self, database, table_name, max_parts):
table = self.get_table(database, table_name)
if self.query_server['server_name'] == 'beeswax':
self.execute_statement(statement='SET hive.server2.blocking.query=true')
partitionTable = self.execute_query_statement('SHOW PARTITIONS %s' % table_name) # DB prefix not supported
return [PartitionValueCompatible(partition, table) for partition in partitionTable.rows()][-max_parts:]
def _get_query_configuration(self, query):
return dict([(setting['key'], setting['value']) for setting in query.settings])
class HiveServerTableCompatible(HiveServerTable):
"""Same API as Beeswax"""
def __init__(self, hive_table):
self.table = hive_table.table
self.table_schema = hive_table.table_schema
self.results = hive_table.results
self.schema = hive_table.schema
@property
def cols(self):
return [type('Col', (object,), {'name': col.get('col_name', ''),
'type': col.get('data_type', ''),
'comment': col.get('comment', ''), }) for col in HiveServerTable.cols.fget(self)]
class ResultCompatible:
def __init__(self, data_table):
self.data_table = data_table
self.rows = data_table.rows
self.has_more = data_table.has_more
self.start_row = data_table.startRowOffset
self.ready = True
@property
def columns(self):
return self.cols()
def cols(self):
return [col.name for col in self.data_table.cols()]
class PartitionKeyCompatible:
def __init__(self, partition):
# Parses: ['name:datehour, type:int, comment:null']
name, type, comment = partition.split(', ')
self.name = name.split(':')[1]
self.type = type.split(':')[1]
self.comment = comment.split(':')[1]
class PartitionValueCompatible:
def __init__(self, partition, table):
# Parses: ['datehour=2013022516']
self.values = [part.split('=')[1] for part in partition]
self.sd = type('Sd', (object,), {'location': '%s/%s' % (table.path_location, ','.join(partition)),})
class ExplainCompatible:
def __init__(self, data_table):
self.textual = '\n'.join([line[0] for line in data_table.rows()])
class ResultMetaCompatible:
def __init__(self):
self.in_tablename = True
class HiveServerClientCompatible:
"""Same API as Beeswax"""
def __init__(self, client):
self._client = client
self.user = client.user
self.query_server = client.query_server
def query(self, query, statement=0):
return self._client.execute_async_query(query, statement)
def get_state(self, handle):
operationHandle = handle.get_rpc_handle()
res = self._client.get_operation_status(operationHandle)
return HiveServerQueryHistory.STATE_MAP[res.operationState]
def explain(self, query):
data_table = self._client.explain(query)
return ExplainCompatible(data_table)
def fetch(self, handle, start_over=False, max_rows=None):
operationHandle = handle.get_rpc_handle()
if max_rows is None:
max_rows = 10000
# Impala does not support FETCH_FIRST
if self.query_server['server_name'] == 'impala':
start_over = False
if start_over:
orientation = TFetchOrientation.FETCH_FIRST
else:
orientation = TFetchOrientation.FETCH_NEXT
data_table = self._client.fetch_data(operationHandle, orientation=orientation, max_rows=max_rows)
return ResultCompatible(data_table)
def cancel_operation(self, handle):
operationHandle = handle.get_rpc_handle()
return self._client.cancel_operation(operationHandle)
def close_operation(self, handle):
operationHandle = handle.get_rpc_handle()
return self._client.close_operation(operationHandle)
def dump_config(self):
return 'Does not exist in HS2'
def echo(self, msg):
return 'Does not exist in HS2'
def get_log(self, handle):
operationHandle = handle.get_rpc_handle()
return self._client.get_log(operationHandle)
def get_databases(self):
col = 'TABLE_SCHEM'
return [table[col] for table in self._client.get_databases()]
def get_tables(self, database, table_names):
return [table['TABLE_NAME'] for table in self._client.get_tables(database, table_names)]
def get_table(self, database, table_name):
table = self._client.get_table(database, table_name)
return HiveServerTableCompatible(table)
def get_default_configuration(self, *args, **kwargs):
return {}
def get_results_metadata(self, handle):
# We just need to mock
return ResultMetaCompatible()
def create_database(self, name, description): raise NotImplementedError()
def get_database(self, *args, **kwargs): raise NotImplementedError()
def alter_table(self, dbname, tbl_name, new_tbl): raise NotImplementedError()
def add_partition(self, new_part): raise NotImplementedError()
def get_partition(self, *args, **kwargs): raise NotImplementedError()
def get_partitions(self, database, table_name, max_parts):
return self._client.get_partitions(database, table_name, max_parts)
def alter_partition(self, db_name, tbl_name, new_part): raise NotImplementedError()