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Created November 14, 2011 05:46
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Simple CQL to Thrift Comparison in ruby
Raw
cql_speed_comparison.rb
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
Raw
forgery.json
{"emails":[["randrews@talane.net","qXr0QjxrVKNb","Ralph","Harper"],["rmills@skyvu.net","YAeYTG","Catherine","James"],["rhawkins@innotype.biz","ZiSyYF","Marilyn","Jenkins"],["jknight@topicware.edu","393fujb6s","Heather","Patterson"],["jchavez@yodel.info","LzBo5rwzVGBl","Andrea","Franklin"],["jmason@trupe.com","sr3qf5qUIW","Kevin","Hart"],["scook@vinte.com","XTkdpPosO","Benjamin","Parker"],["dwashington@youtags.biz","92qegQINW","Tammy","Collins"],["cromero@trupe.gov","27ccooys8czG","Ronald","Roberts"],["jwashington@photospace.net","pdenWLk","Mary","Romero"],["srobertson@realcube.biz","bQHycr7aTwz","Philip","Torres"],["hstewart@thoughtblab.mil","DQ3pdUils","Adam","Fowler"],["wrussell@skipstorm.org","Fk4lJhb","Ernest","Porter"],["escott@kwinu.gov","nib8U4p","Wanda","Gutierrez"],["handrews@flashset.net","XUdd03DtEBE","Emily","Wright"],["jmcdonald@thoughtworks.biz","nApjRv4ZtCe8","James","Martinez"],["ssims@zoonder.biz","fNRgNx5Ri","Albert","Moore"],["mwilliamson@buzzdog.gov","QictzyEfF","Christine","Jacobs"],["ewilson@oyoba.net","rW53VG6","Jennifer","Parker"],["jwilliamson@gabtype.mil","QeHVTOZLd5X","Jimmy","James"],["jcastillo@skimia.mil","fi9vJd88a3VD","Kelly","Dixon"],["ewashington@skimia.net","cDuFKyCBdz4j","Judy","Harris"],["ccunningham@fliptune.mil","U3hr64d","Evelyn","Hansen"],["randrews@feedbug.org","sLYABH","Matthew","Hansen"],["areynolds@npath.biz","EXlBgWsZA","Mildred","Medina"],["ahunt@meedoo.mil","nxMlqZDsdM","Albert","Stephens"],["agibson@skipfire.gov","vLhq9jr5z","Tammy","Baker"],["cchavez@yamia.edu","THiRdXwtsop","Samuel","Davis"],["awalker@livefish.mil","3NBBhlb5kAzP","Shirley","Morris"],["mmedina@demivee.net","4aEJBFfaAZ7","Cheryl","Jenkins"],["athomas@voonder.net","XIzzW10S","Jonathan","Collins"],["esnyder@oyope.name","voIQE78","Lawrence","Graham"],["dsanchez@kaymbo.name","Wd3hBawu","Russell","Cook"],["pmedina@cogidoo.com","VJIbbrt","Nancy","Chapman"],["srice@ntag.mil","KZVJROKTr","Russell","Williams"],["rcarpenter@thoughtsphere.mil","5ibxaMctV","Sarah","Chapman"],["gyoung@gigashots.edu","BMjaJQYl","Stephanie","Baker"],["dkelly@zoovu.gov","vqSZ6W7","Jacqueline","Porter"],["jcunningham@kanoodle.org","MMyTKk7","Dennis","Fowler"],["lsims@yamia.org","tWY1gtGlt","Bonnie","Murphy"],["jpierce@jaxbean.name","gFV9zBiVn","Nicholas","Reed"],["jspencer@eabox.gov","hBBRyEpXI","Carol","Bradley"],["jbutler@tagtune.net","hbbXy1","Howard","Shaw"],["swest@tazzy.mil","uwgTGiJkXz","Doris","Reynolds"],["bporter@thoughtsphere.edu","LtfFqD","Diane","Richards"],["llittle@kwilith.edu","5UtZbC76v2bJ","Jennifer","Wheeler"],["eking@mynte.gov","h31yVEsUdu","Willie","Freeman"],["cwilliams@skidoo.com","q4wNcU","Deborah","Matthews"],["kmartinez@ozu.biz","dSu93Q5","George","Hawkins"],["dhernandez@yozio.mil","iTSW6b1H","John","Nelson"],["chowell@topiclounge.edu","rLtlxeh9","Amy","Black"],["emorales@fivebridge.net","tpf2LcdJwRl","Janet","Reynolds"],["hbowman@skyndu.gov","OnA6oumzv8dt","David","Gray"],["dcox@avaveo.org","fkmHjBw","Albert","Moore"],["kgutierrez@kazio.gov","iy1bN2","Patricia","Barnes"],["cgonzales@centizu.mil","dIE39gf8d3","Joe","Hunt"],["hriley@yakitri.name","5BYxJpaKC","Lillian","Clark"],["tolson@jabbersphere.com","92QkmHKx","Susan","Robinson"],["sfuller@eadel.org","W1MDzXrvQhvt","Alice","Mcdonald"],["tsanders@oyope.org","vURsyP","Kevin","Snyder"],["ralexander@miboo.com","jQwsXyeMDx","Janice","Watkins"],["ssmith@camido.org","wGkX7rcB9X","Arthur","Mitchell"],["hbrown@zoomdog.org","hOZT0ZaLy","Diane","Davis"],["smyers@mydeo.org","wtKMyXxBpW","Judith","Hanson"],["bgordon@skivee.mil","QeHTpqO","Martha","Carr"],["knichols@mybuzz.biz","Xs4591Uh","Jerry","White"],["rgomez@flipopia.biz","WHw5kcMDZd8","Gerald","Barnes"],["amatthews@twitterbridge.name","Ahn7WmpBCdWK","Cynthia","Tucker"],["jgreen@leenti.info","PZ2pboOLka8","Roger","Moore"],["breyes@feedspan.com","udU4ezTXaWvH","Brandon","Nguyen"],["wpeterson@browsebug.edu","CjWjoM","Susan","Payne"],["ejacobs@meeveo.name","SedtsV7","Jimmy","Walker"],["jmatthews@edgeblab.com","eqBRaZ","Scott","Morgan"],["jwatkins@trunyx.gov","eO7J7b7gTxT","Harold","Bailey"],["jberry@brightbean.mil","PYGzj7","Donald","Rodriguez"],["grice@jetwire.org","OweDhc","Alice","Ferguson"],["ewoods@meezzy.name","LjXfDhEINFDj","Bruce","Campbell"],["pcollins@quimba.biz","MQWdGG6zkWZ","Betty","Allen"],["cdean@ozu.info","vvWcvxW5R","Mildred","Owens"],["esullivan@edgeblab.mil","GJTmRwA","Paula","Burke"],["achapman@oyope.net","MADtInEO","Andrew","Hawkins"],["jwood@livetube.edu","PJ0IXWXgkG","Cynthia","Marshall"],["jbryant@devify.name","UhLzpGt","Michael","Lawrence"],["bolson@oozz.name","3VKBDt0Y3wW","Joyce","Phillips"],["pfowler@brightbean.edu","LNVFyvRSGmU","James","Williams"],["ckim@podcat.info","gqKbiQC5bG","Catherine","Woods"],["cbrooks@jaxworks.edu","CtWRjiHHuxYP","Louise","Wallace"],["vhowell@twimm.info","I0YVNYJ5o","Judith","Morales"],["glittle@gigabox.mil","Cw3lhDr","Joe","Peters"],["aellis@avavee.info","zLSuhVC","Fred","Nelson"],["chamilton@dynazzy.biz","uJNaeDGef","Joseph","Berry"],["wsanders@pixope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Raw
forgery_generation.rb
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
Raw
Gemfile
source :rubygems
gem 'rake'
gem 'forgery'
gem 'cassandra-cql', :path => '../cassandra-cql'
gem 'cassandra', :path => '../cassandra'
gem 'perftools.rb'
gem 'rbtrace'
Raw
output.txt
# 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
Raw
pycassa_bench.py
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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