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Simple CQL to Thrift Comparison in ruby
require 'bundler'
Bundler.require
require 'cassandra-cql'
require 'simple_uuid'
require 'cassandra/0.8'
require 'benchmark'
require 'json'
data = JSON.parse(IO.read("forgery.json"))
$emails = data['emails']
$texts = data['text']
def setup
@cassandra_cql = CassandraCQL::Database.new('127.0.0.1:9160')
begin
@cassandra_cql.execute("DROP KEYSPACE Testing")
rescue CassandraCQL::Error::InvalidRequestException => ex
end
@cassandra_cql.execute("CREATE KEYSPACE Testing WITH strategy_class='org.apache.cassandra.locator.SimpleStrategy' AND strategy_options:replication_factor=1")
@cassandra_cql.execute("use Testing")
begin
@cassandra_cql.execute 'DROP COLUMNFAMILY wide_row_thrift'
rescue CassandraCQL::Error::InvalidRequestException => ex
end
begin
@cassandra_cql.execute 'DROP COLUMNFAMILY wide_row_cql'
rescue CassandraCQL::Error::InvalidRequestException => ex
end
@cassandra_cql.execute "CREATE COLUMNFAMILY wide_row_cql (id uuid PRIMARY KEY)"
@cassandra_cql.execute "CREATE COLUMNFAMILY wide_row_thrift (id uuid PRIMARY KEY)"
begin
@cassandra_cql.execute 'DROP COLUMNFAMILY narrow_row_thrift'
rescue CassandraCQL::Error::InvalidRequestException => ex
end
begin
@cassandra_cql.execute 'DROP COLUMNFAMILY narrow_row_cql'
rescue CassandraCQL::Error::InvalidRequestException => ex
end
@cassandra_cql.execute "CREATE COLUMNFAMILY narrow_row_cql (id uuid PRIMARY KEY)"
@cassandra_cql.execute "CREATE COLUMNFAMILY narrow_row_thrift (id uuid PRIMARY KEY)"
setup_connections
end
def setup_connections
@cassandra_thrift = Cassandra.new('Testing', "127.0.0.1:9160")
@cassandra_cql = CassandraCQL::Database.new('127.0.0.1:9160', :keyspace => 'Testing')
end
def insert_narrow_row_cql(count = 1000)
count.times do |i|
values = [CassandraCQL::UUID.new]
values.push *$emails[i]
@cassandra_cql.execute("INSERT INTO narrow_row_cql (id, email, password, first_name, last_name) VALUES (?, ?, ?, ?, ?)",
*values)
end
end
def insert_narrow_row_thrift(count = 1000)
count.times do |i|
em = $emails[i]
@cassandra_thrift.insert(:narrow_row_thrift, SimpleUUID::UUID.new.to_s,
{ 'email' => em[0],
'password' => em[1],
'first_name' => em[2],
'last_name' => em[3]
}
)
end
end
def insert_wide_row_cql(row_count, column_count)
row_count.times do
columns = [CassandraCQL::UUID.new]
cql = "INSERT INTO wide_row_cql (id"
column_count.times do |index|
cql += ",'column_#{index.to_s.rjust(4,'0')}'"
columns << $texts[index]
end
cql += ") VALUES (?#{',?' * column_count})"
@cassandra_cql.execute(cql, *columns)
end
end
def insert_wide_row_thrift(row_count, column_count)
row_count.times do
columns = {}
column_count.times do |index|
columns['column_' + index.to_s.rjust(4,'0')] = $texts[index]
end
@cassandra_thrift.insert(:wide_row_thrift, SimpleUUID::UUID.new.to_s, columns)
end
end
def read_wide_row_cql
rows_read = 0
@cassandra_cql.execute("SELECT * FROM wide_row_cql").fetch{|row| rows_read += 1}
end
def read_wide_row_thrift
rows_read = 0
@cassandra_thrift.each(:wide_row_thrift, :count => 1000) {|row| rows_read += 1}
end
def read_narrow_row_cql
rows_read = 0
@cassandra_cql.execute("SELECT * FROM narrow_row_cql").fetch{|row| rows_read += 1}
end
def read_narrow_row_thrift
rows_read = 0
@cassandra_thrift.each(:narrow_row_thrift) {|row| rows_read += 1}
end
def benchmark_inserts
Benchmark.bm(35)do|x|
x.report("CQL Insert 100 rows 1000 cols:") {insert_wide_row_cql(100, 1000) }
x.report("Thrift Insert 100 rows 1000 cols:") {insert_wide_row_thrift(100, 1000) }
x.report("CQL Insert 1000 rows 5 cols: ") {insert_narrow_row_cql(1000) }
x.report("Thrift Insert 1000 rows 5 cols: ") {insert_narrow_row_thrift(1000) }
end
end
def benchmark_reads
Benchmark.bm(35)do|x|
x.report("CQL Read 100 rows 1000 cols:") {read_wide_row_cql }
x.report("Thrift 100 rows 1000 cols:") {read_wide_row_thrift }
x.report("CQL Read 1000 rows 5 cols: ") {read_narrow_row_cql }
x.report("Thrift 1000 rows 5 cols: ") {read_narrow_row_thrift }
end
end
if __FILE__ == $0
setup
setup_connections
benchmark_inserts
benchmark_reads
#require 'perftools'
#PerfTools::CpuProfiler.start("/tmp/read_wide_row_cql") do
# read_wide_row_cql
#end
#
#require 'rbtrace'
#while true
# read_wide_row_cql
#end
end
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require 'bundler'
Bundler.require
require 'forgery'
emails = []
1000.times do
emails << [Forgery(:internet).email_address, Forgery(:basic).password,
Forgery(:name).first_name, Forgery(:name).last_name]
end
texts = []
1000.times do
texts << Forgery(:basic).text
end
require 'json'
File.open("forgery.json", "w") do |io|
io << {:emails => emails, :text => texts}.to_json
end
source :rubygems
gem 'rake'
gem 'forgery'
gem 'cassandra-cql', :path => '../cassandra-cql'
gem 'cassandra', :path => '../cassandra'
gem 'perftools.rb'
gem 'rbtrace'
# ruby cql_speed_comparison.rb
user system total real
CQL Insert 100 rows 1000 cols: 7.640000 0.080000 7.720000 ( 9.216009)
Thrift Insert 100 rows 1000 cols: 11.690000 0.140000 11.830000 ( 12.782685)
CQL Insert 1000 rows 5 cols: 0.500000 0.050000 0.550000 ( 1.246638)
Thrift Insert 1000 rows 5 cols: 0.730000 0.050000 0.780000 ( 1.265024)
user system total real
CQL Read 100 rows 1000 cols: 3.260000 0.030000 3.290000 ( 3.862104)
Thrift 100 rows 1000 cols: 4.540000 0.060000 4.600000 ( 4.999242)
CQL Read 1000 rows 5 cols: 0.160000 0.000000 0.160000 ( 0.187445)
Thrift 1000 rows 5 cols: 0.240000 0.010000 0.250000 ( 0.292730)
# technoweenie
## WITH FORGERY
CQL Insert 100 rows 1000 cols: 4.890000 0.030000 4.920000 ( 5.358919)
Thrift Insert 100 rows 1000 cols: 9.050000 0.040000 9.090000 ( 9.304115)
CQL Insert 1000 rows 5 cols: 0.350000 0.030000 0.380000 ( 0.674745)
Thrift Insert 1000 rows 5 cols: 0.580000 0.040000 0.620000 ( 0.925563)
user system total real
CQL Read 100 rows 1000 cols: 2.180000 0.010000 2.190000 ( 2.315632)
Thrift 100 rows 1000 cols: 3.020000 0.020000 3.040000 ( 3.136465)
CQL Read 1000 rows 5 cols: 0.110000 0.000000 0.110000 ( 0.131341)
Thrift 1000 rows 5 cols: 0.010000 0.000000 0.010000 ( 0.014766)
## WITHOUT FORGERY
CQL Insert 100 rows 1000 cols: 1.190000 0.020000 1.210000 ( 1.582572)
Thrift Insert 100 rows 1000 cols: 5.600000 0.020000 5.620000 ( 5.857047)
CQL Insert 1000 rows 5 cols: 0.230000 0.030000 0.260000 ( 0.471141)
Thrift Insert 1000 rows 5 cols: 0.480000 0.040000 0.520000 ( 0.668661)
user system total real
CQL Read 100 rows 1000 cols: 2.210000 0.000000 2.210000 ( 2.307815)
Thrift 100 rows 1000 cols: 3.060000 0.020000 3.080000 ( 3.175320)
CQL Read 1000 rows 5 cols: 0.120000 0.000000 0.120000 ( 0.128986)
Thrift 1000 rows 5 cols: 0.010000 0.000000 0.010000 ( 0.014461)
## PYTHON
Insert 100 rows 1000 cols: 1.278700
Insert 1000 rows 5 cols: 0.341874
Read all of the rows (wide, then narrow): 0.133715
Read all of the rows (wide, then narrow): 0.104260
import uuid
import time
import json
import pycassa
from pycassa.system_manager import SystemManager
from pycassa.pool import ConnectionPool
from pycassa.columnfamily import ColumnFamily
keyspace = "pyTesting"
def setup():
sys = SystemManager("127.0.0.1:9160")
try:
sys.drop_keyspace(keyspace)
except pycassa.cassandra.c10.ttypes.InvalidRequestException:
pass
sys.create_keyspace(keyspace, 'SimpleStrategy', {'replication_factor': '1'})
sys.create_column_family(keyspace, "wide_row",
comparator_type='UTF8Type',
default_validation_class='UTF8Type',
key_validation_class="UUIDType")
sys.create_column_family(keyspace, "narrow_row",
comparator_type='UTF8Type',
default_validation_class='UTF8Type',
key_validation_class="UUIDType")
def insert_wide_rows(cf, texts):
"""Insert 100 rows 1000 cols"""
for _ in xrange(100):
values = {}
for index in xrange(1000):
values["column_%04d" % index] = texts[index]
cf.insert(uuid.uuid1(), values)
def insert_narrow_rows(cf, emails):
"""Insert 1000 rows 5 cols"""
for index in xrange(1000):
em = emails[index]
cf.insert(uuid.uuid1(), {
"email": em[0], "password": em[1],
"first_name": em[2], "last_name": em[3]})
def read_rows(cf):
"""Read all of the rows (wide, then narrow)"""
rows_read = 0
for row in cf.get_range():
rows_read += 1
if __name__ == "__main__":
setup()
with open('forgery.json', 'r') as io:
data = json.loads(io.read())
texts = data['text']
emails = data['emails']
pool = ConnectionPool(keyspace)
narrow_cf = ColumnFamily(pool, "narrow_row")
wide_cf = ColumnFamily(pool, "wide_row")
glob = globals()
for (method, args) in (
("insert_wide_rows", (wide_cf, data['text'])),
("insert_narrow_rows", (narrow_cf, data['emails'])),
("read_rows", (wide_cf,)),
("read_rows", (narrow_cf,))):
meth = glob[method]
start = time.time()
meth(*args)
print "%s: %f" % (meth.__doc__, time.time()-start)
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