# -*- coding: utf-8 -*-
import warnings
import pymysql.cursors
import pymongo
import cassandra.cluster
import redis
import aerospike
from tzlocal import get_localzone
import datetime
import os
import uuid
class ExternalSource(object):
def __init__(self, name, internal_hostname, internal_port,
docker_hostname, docker_port, user, password):
self.name = name
self.internal_hostname = internal_hostname
self.internal_port = int(internal_port)
self.docker_hostname = docker_hostname
self.docker_port = int(docker_port)
self.user = user
self.password = password
def get_source_str(self, table_name):
raise NotImplementedError("Method {} is not implemented for {}".format(
"get_source_config_part", self.__class__.__name__))
def prepare(self, structure, table_name, cluster):
raise NotImplementedError("Method {} is not implemented for {}".format(
"prepare_remote_source", self.__class__.__name__))
# data is banch of Row
def load_data(self, data):
raise NotImplementedError("Method {} is not implemented for {}".format(
"prepare_remote_source", self.__class__.__name__))
def compatible_with_layout(self, layout):
return True
class SourceMySQL(ExternalSource):
TYPE_MAPPING = {
'UInt8': 'tinyint unsigned',
'UInt16': 'smallint unsigned',
'UInt32': 'int unsigned',
'UInt64': 'bigint unsigned',
'Int8': 'tinyint',
'Int16': 'smallint',
'Int32': 'int',
'Int64': 'bigint',
'UUID': 'varchar(36)',
'Date': 'date',
'DateTime': 'datetime',
'String': 'text',
'Float32': 'float',
'Float64': 'double'
}
def create_mysql_conn(self):
self.connection = pymysql.connect(
user=self.user,
password=self.password,
host=self.internal_hostname,
port=self.internal_port)
def execute_mysql_query(self, query):
with warnings.catch_warnings():
warnings.simplefilter("ignore")
with self.connection.cursor() as cursor:
cursor.execute(query)
self.connection.commit()
def get_source_str(self, table_name):
return '''
1
127.0.0.1
3333
2
{hostname}
{port}
{user}
{password}
test
'''.format(
hostname=self.docker_hostname,
port=self.docker_port,
user=self.user,
password=self.password,
tbl=table_name,
)
def prepare(self, structure, table_name, cluster):
self.create_mysql_conn()
self.execute_mysql_query("create database if not exists test default character set 'utf8'")
fields_strs = []
for field in structure.keys + structure.ordinary_fields + structure.range_fields:
fields_strs.append(field.name + ' ' + self.TYPE_MAPPING[field.field_type])
create_query = '''create table test.{table_name} (
{fields_str});
'''.format(table_name=table_name, fields_str=','.join(fields_strs))
self.execute_mysql_query(create_query)
self.ordered_names = structure.get_ordered_names()
self.prepared = True
def load_data(self, data, table_name):
values_strs = []
if not data:
return
for row in data:
sorted_row = []
for name in self.ordered_names:
data = row.data[name]
if isinstance(row.data[name], str):
data = "'" + data + "'"
else:
data = str(data)
sorted_row.append(data)
values_strs.append('(' + ','.join(sorted_row) + ')')
query = 'insert into test.{} ({}) values {}'.format(
table_name,
','.join(self.ordered_names),
','.join(values_strs))
self.execute_mysql_query(query)
class SourceMongo(ExternalSource):
def get_source_str(self, table_name):
return '''
{host}
{port}
{user}
{password}
test
{tbl}
'''.format(
host=self.docker_hostname,
port=self.docker_port,
user=self.user,
password=self.password,
tbl=table_name,
)
def prepare(self, structure, table_name, cluster):
connection_str = 'mongodb://{user}:{password}@{host}:{port}'.format(
host=self.internal_hostname, port=self.internal_port,
user=self.user, password=self.password)
self.connection = pymongo.MongoClient(connection_str)
self.converters = {}
for field in structure.get_all_fields():
if field.field_type == "Date":
self.converters[field.name] = lambda x: datetime.datetime.strptime(x, "%Y-%m-%d")
elif field.field_type == "DateTime":
self.converters[field.name] = lambda x: get_localzone().localize(datetime.datetime.strptime(x, "%Y-%m-%d %H:%M:%S"))
else:
self.converters[field.name] = lambda x: x
self.db = self.connection['test']
self.db.add_user(self.user, self.password)
self.prepared = True
def load_data(self, data, table_name):
tbl = self.db[table_name]
to_insert = []
for row in data:
row_dict = {}
for cell_name, cell_value in row.data.items():
row_dict[cell_name] = self.converters[cell_name](cell_value)
to_insert.append(row_dict)
result = tbl.insert_many(to_insert)
class SourceMongoURI(SourceMongo):
def compatible_with_layout(self, layout):
# It is enough to test one layout for this dictionary, since we're
# only testing that the connection with URI works.
return layout.name == 'flat'
def get_source_str(self, table_name):
return '''
mongodb://{user}:{password}@{host}:{port}/test
{tbl}
'''.format(
host=self.docker_hostname,
port=self.docker_port,
user=self.user,
password=self.password,
tbl=table_name,
)
class SourceClickHouse(ExternalSource):
def get_source_str(self, table_name):
return '''
{host}
{port}
{user}
{password}
test
'''.format(
host=self.docker_hostname,
port=self.docker_port,
user=self.user,
password=self.password,
tbl=table_name,
)
def prepare(self, structure, table_name, cluster):
self.node = cluster.instances[self.docker_hostname]
self.node.query("CREATE DATABASE IF NOT EXISTS test")
fields_strs = []
for field in structure.keys + structure.ordinary_fields + structure.range_fields:
fields_strs.append(field.name + ' ' + field.field_type)
create_query = '''CREATE TABLE test.{table_name} (
{fields_str}) ENGINE MergeTree ORDER BY tuple();
'''.format(table_name=table_name, fields_str=','.join(fields_strs))
self.node.query(create_query)
self.ordered_names = structure.get_ordered_names()
self.prepared = True
def load_data(self, data, table_name):
values_strs = []
if not data:
return
for row in data:
sorted_row = []
for name in self.ordered_names:
row_data = row.data[name]
if isinstance(row_data, str):
row_data = "'" + row_data + "'"
else:
row_data = str(row_data)
sorted_row.append(row_data)
values_strs.append('(' + ','.join(sorted_row) + ')')
query = 'INSERT INTO test.{} ({}) values {}'.format(
table_name,
','.join(self.ordered_names),
','.join(values_strs))
self.node.query(query)
class SourceFile(ExternalSource):
def get_source_str(self, table_name):
table_path = "/" + table_name + ".tsv"
return '''
{path}
TabSeparated
'''.format(
path=table_path,
)
def prepare(self, structure, table_name, cluster):
self.node = cluster.instances[self.docker_hostname]
path = "/" + table_name + ".tsv"
self.node.exec_in_container(["bash", "-c", "touch {}".format(path)], user="root")
self.ordered_names = structure.get_ordered_names()
self.prepared = True
def load_data(self, data, table_name):
if not data:
return
path = "/" + table_name + ".tsv"
for row in list(data):
sorted_row = []
for name in self.ordered_names:
sorted_row.append(str(row.data[name]))
str_data = '\t'.join(sorted_row)
self.node.exec_in_container(["bash", "-c", "echo \"{row}\" >> {fname}".format(row=str_data, fname=path)], user="root")
def compatible_with_layout(self, layout):
return 'cache' not in layout.name and 'direct' not in layout.name
class _SourceExecutableBase(ExternalSource):
def _get_cmd(self, path):
raise NotImplementedError("Method {} is not implemented for {}".format(
"_get_cmd", self.__class__.__name__))
def get_source_str(self, table_name):
table_path = "/" + table_name + ".tsv"
return '''
{cmd}
TabSeparated
'''.format(
cmd=self._get_cmd(table_path),
)
def prepare(self, structure, table_name, cluster):
self.node = cluster.instances[self.docker_hostname]
path = "/" + table_name + ".tsv"
self.node.exec_in_container(["bash", "-c", "touch {}".format(path)], user="root")
self.ordered_names = structure.get_ordered_names()
self.prepared = True
def load_data(self, data, table_name):
if not data:
return
path = "/" + table_name + ".tsv"
for row in list(data):
sorted_row = []
for name in self.ordered_names:
sorted_row.append(str(row.data[name]))
str_data = '\t'.join(sorted_row)
self.node.exec_in_container(["bash", "-c", "echo \"{row}\" >> {fname}".format(row=str_data, fname=path)], user='root')
class SourceExecutableCache(_SourceExecutableBase):
def _get_cmd(self, path):
return "cat {}".format(path)
def compatible_with_layout(self, layout):
return 'cache' not in layout.name
class SourceExecutableHashed(_SourceExecutableBase):
def _get_cmd(self, path):
return "cat - >/dev/null;cat {}".format(path)
def compatible_with_layout(self, layout):
return 'cache' in layout.name
class SourceHTTPBase(ExternalSource):
PORT_COUNTER = 5555
def get_source_str(self, table_name):
self.http_port = SourceHTTPBase.PORT_COUNTER
url = "{schema}://{host}:{port}/".format(schema=self._get_schema(), host=self.docker_hostname, port=self.http_port)
SourceHTTPBase.PORT_COUNTER += 1
return '''
{url}
TabSeparated
foo
bar
'''.format(url=url)
def prepare(self, structure, table_name, cluster):
self.node = cluster.instances[self.docker_hostname]
path = "/" + table_name + ".tsv"
self.node.exec_in_container(["bash", "-c", "touch {}".format(path)], user='root')
script_dir = os.path.dirname(os.path.realpath(__file__))
self.node.copy_file_to_container(os.path.join(script_dir, './http_server.py'), '/http_server.py')
self.node.copy_file_to_container(os.path.join(script_dir, './fake_cert.pem'), '/fake_cert.pem')
self.node.exec_in_container([
"bash",
"-c",
"python2 /http_server.py --data-path={tbl} --schema={schema} --host={host} --port={port} --cert-path=/fake_cert.pem".format(
tbl=path, schema=self._get_schema(), host=self.docker_hostname, port=self.http_port)
], detach=True)
self.ordered_names = structure.get_ordered_names()
self.prepared = True
def load_data(self, data, table_name):
if not data:
return
path = "/" + table_name + ".tsv"
for row in list(data):
sorted_row = []
for name in self.ordered_names:
sorted_row.append(str(row.data[name]))
str_data = '\t'.join(sorted_row)
self.node.exec_in_container(["bash", "-c", "echo \"{row}\" >> {fname}".format(row=str_data, fname=path)], user='root')
class SourceHTTP(SourceHTTPBase):
def _get_schema(self):
return "http"
class SourceHTTPS(SourceHTTPBase):
def _get_schema(self):
return "https"
class SourceCassandra(ExternalSource):
TYPE_MAPPING = {
'UInt8': 'tinyint',
'UInt16': 'smallint',
'UInt32': 'int',
'UInt64': 'bigint',
'Int8': 'tinyint',
'Int16': 'smallint',
'Int32': 'int',
'Int64': 'bigint',
'UUID': 'uuid',
'Date': 'date',
'DateTime': 'timestamp',
'String': 'text',
'Float32': 'float',
'Float64': 'double'
}
def __init__(self, name, internal_hostname, internal_port, docker_hostname, docker_port, user, password):
ExternalSource.__init__(self, name, internal_hostname, internal_port, docker_hostname, docker_port, user, password)
self.structure = dict()
def get_source_str(self, table_name):
return '''
{host}
{port}
test
{table}
1
"Int64_" < 1000000000000000000
'''.format(
host=self.docker_hostname,
port=self.docker_port,
table=table_name,
)
def prepare(self, structure, table_name, cluster):
self.client = cassandra.cluster.Cluster([self.internal_hostname], port=self.internal_port)
self.session = self.client.connect()
self.session.execute("create keyspace if not exists test with replication = {'class': 'SimpleStrategy', 'replication_factor' : 1};")
self.session.execute('drop table if exists test."{}"'.format(table_name))
self.structure[table_name] = structure
columns = ['"' + col.name + '" ' + self.TYPE_MAPPING[col.field_type] for col in structure.get_all_fields()]
keys = ['"' + col.name + '"' for col in structure.keys]
query = 'create table test."{name}" ({columns}, primary key ({pk}));'.format(
name=table_name, columns=', '.join(columns), pk=', '.join(keys))
self.session.execute(query)
self.prepared = True
def get_value_to_insert(self, value, type):
if type == 'UUID':
return uuid.UUID(value)
elif type == 'DateTime':
local_datetime = datetime.datetime.strptime(value, '%Y-%m-%d %H:%M:%S')
return get_localzone().localize(local_datetime)
return value
def load_data(self, data, table_name):
names_and_types = [(field.name, field.field_type) for field in self.structure[table_name].get_all_fields()]
columns = ['"' + col[0] + '"' for col in names_and_types]
insert = 'insert into test."{table}" ({columns}) values ({args})'.format(
table=table_name, columns=','.join(columns), args=','.join(['%s']*len(columns)))
for row in data:
values = [self.get_value_to_insert(row.get_value_by_name(col[0]), col[1]) for col in names_and_types]
self.session.execute(insert, values)
class SourceRedis(ExternalSource):
def __init__(
self, name, internal_hostname, internal_port, docker_hostname, docker_port, user, password, db_index, storage_type
):
super(SourceRedis, self).__init__(
name, internal_hostname, internal_port, docker_hostname, docker_port, user, password
)
self.storage_type = storage_type
self.db_index = db_index
def get_source_str(self, table_name):
return '''
{host}
{port}
{password}
{db_index}
{storage_type}
'''.format(
host=self.docker_hostname,
port=self.docker_port,
password=self.password,
storage_type=self.storage_type, # simple or hash_map
db_index=self.db_index,
)
def prepare(self, structure, table_name, cluster):
self.client = redis.StrictRedis(host=self.internal_hostname, port=self.internal_port, db=self.db_index, password=self.password or None)
self.prepared = True
self.ordered_names = structure.get_ordered_names()
def load_data(self, data, table_name):
self.client.flushdb()
for row in list(data):
values = []
for name in self.ordered_names:
values.append(str(row.data[name]))
if len(values) == 2:
self.client.set(*values)
else:
self.client.hset(*values)
def compatible_with_layout(self, layout):
return layout.is_simple and self.storage_type == "simple" or layout.is_complex and self.storage_type == "hash_map"
class SourceAerospike(ExternalSource):
def __init__(self, name, internal_hostname, internal_port,
docker_hostname, docker_port, user, password):
ExternalSource.__init__(self, name, internal_hostname, internal_port,
docker_hostname, docker_port, user, password)
self.namespace = "test"
self.set = "test_set"
def get_source_str(self, table_name):
print("AEROSPIKE get source str")
return '''
{host}
{port}
'''.format(
host=self.docker_hostname,
port=self.docker_port,
)
def prepare(self, structure, table_name, cluster):
config = {
'hosts': [ (self.internal_hostname, self.internal_port) ]
}
self.client = aerospike.client(config).connect()
self.prepared = True
print("PREPARED AEROSPIKE")
print(config)
def compatible_with_layout(self, layout):
print("compatible AEROSPIKE")
return layout.is_simple
def _flush_aerospike_db(self):
keys = []
def handle_record((key, metadata, record)):
print("Handle record {} {}".format(key, record))
keys.append(key)
def print_record((key, metadata, record)):
print("Print record {} {}".format(key, record))
scan = self.client.scan(self.namespace, self.set)
scan.foreach(handle_record)
[self.client.remove(key) for key in keys]
def load_kv_data(self, values):
self._flush_aerospike_db()
print("Load KV Data Aerospike")
if len(values[0]) == 2:
for value in values:
key = (self.namespace, self.set, value[0])
print(key)
self.client.put(key, {"bin_value": value[1]}, policy={"key": aerospike.POLICY_KEY_SEND})
assert self.client.exists(key)
else:
assert("VALUES SIZE != 2")
# print(values)
def load_data(self, data, table_name):
print("Load Data Aerospike")
# print(data)