library(dplyr)

library(ggplot2)

library(ggthemes)

theme <- theme_few(base_size = 24) + 

theme(axis.title.y=element_text(vjust=0.9), 

  axis.title.x=element_text(vjust=-0.1),

  axis.ticks.x=element_blank())

read.table("newproto.csv", header=T,  sep=",", stringsAsFactors=F, na.strings=c("-1", "")) -> dd3

ggplot(dd3 %>% filter(bin_chunksize==100000, tuple > 1000, run == 0), aes(color=system, y=time, x=tuple)) + geom_line(size=1.5) + geom_point(size=2) + scale_x_log10() + scale_y_log10()

ggplot(dd3 %>% filter(bin_chunksize==100000, tuple > 1000, run == 0), aes(fill=system, y=bytes, x=tuple)) + scale_x_log10() +  geom_bar(stat="identity", position="dodge") 

dd3 %>% filter(bin_compress %in% c("lz4", NA), tuple ==  1000000) %>% group_by( bin_orientation, bin_compress,bin_chunksize) %>% summarise_each(funs(mean,sd,se=sd(.)/sqrt(n()))) %>% mutate(sys2=paste( bin_orientation, bin_compress)) -> df4 

ggplot(df4, aes(color=sys2, y=packets_mean, x=bin_chunksize)) + geom_line(size=1.5) + geom_point(size=2) + scale_x_log10()

system,db,protocol,network,throughput,latency,tuple,run,timeout,time,bytes,packets,cpu_kernel_sec,cpu_user_sec,io_page_faults,memory_max_kb,bin_orientation,bin_chunksize,bin_compress

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netcat-prot-col-chunk-100000-lz4,netcat,native,unlimited,-1,-1,1,4,0,0.002357006072998047,570,8,0.0,0.0,0,1896,col,100000,lz4

netcat-prot-col-chunk-100000-lz4,netcat,native,unlimited,-1,-1,100,4,0,0.0026810169219970703,6569,12,0.0,0.0,0,1788,col,100000,lz4

netcat-prot-col-chunk-100000-lz4,netcat,native,unlimited,-1,-1,1000,4,0,0.0038068294525146484,54414,30,0.0,0.0,0,1848,col,100000,lz4

netcat-prot-col-chunk-100000-lz4,netcat,native,unlimited,-1,-1,10000,4,0,0.008480072021484375,526917,57,0.0,0.0,0,1952,col,100000,lz4

netcat-prot-col-chunk-100000-lz4,netcat,native,unlimited,-1,-1,100000,4,0,0.05659604072570801,5251482,240,0.0,0.0,0,1872,col,100000,lz4

netcat-prot-col-chunk-100000-lz4,netcat,native,unlimited,-1,-1,1000000,4,0,0.5104467868804932,52460708,1292,0.06,0.0,0,1788,col,100000,lz4

netcat-prot-row-chunk-100000-lz4,netcat,native,unlimited,-1,-1,1,4,0,0.0028259754180908203,565,8,0.0,0.0,0,1896,row,100000,lz4

netcat-prot-row-chunk-100000-lz4,netcat,native,unlimited,-1,-1,100,4,0,0.002835988998413086,7258,14,0.0,0.0,0,1884,row,100000,lz4

netcat-prot-row-chunk-100000-lz4,netcat,native,unlimited,-1,-1,1000,4,0,0.0037479400634765625,62402,36,0.0,0.0,0,1944,row,100000,lz4

netcat-prot-row-chunk-100000-lz4,netcat,native,unlimited,-1,-1,10000,4,0,0.011193990707397461,599518,74,0.0,0.0,0,1868,row,100000,lz4

netcat-prot-row-chunk-100000-lz4,netcat,native,unlimited,-1,-1,100000,4,0,0.06334996223449707,5977876,297,0.0,0.0,0,1952,row,100000,lz4

netcat-prot-row-chunk-100000-lz4,netcat,native,unlimited,-1,-1,1000000,4,0,0.5643219947814941,59684768,1275,0.06,0.0,0,1868,row,100000,lz4

netcat-prot-col-chunk-1000000-None,netcat,native,unlimited,-1,-1,1,4,0,0.0027208328247070312,560,8,0.0,0.0,0,1844,col,1000000,

netcat-prot-col-chunk-1000000-None,netcat,native,unlimited,-1,-1,100,4,0,0.0022962093353271484,11697,14,0.0,0.0,0,1864,col,1000000,

netcat-prot-col-chunk-1000000-None,netcat,native,unlimited,-1,-1,1000,4,0,0.0027899742126464844,113107,41,0.0,0.0,0,1880,col,1000000,

netcat-prot-col-chunk-1000000-None,netcat,native,unlimited,-1,-1,10000,4,0,0.005438804626464844,1107831,187,0.0,0.0,0,1872,col,1000000,

netcat-prot-col-chunk-1000000-None,netcat,native,unlimited,-1,-1,100000,4,0,0.02588796615600586,11055134,1311,0.0,0.0,0,1996,col,1000000,

netcat-prot-col-chunk-1000000-None,netcat,native,unlimited,-1,-1,1000000,4,0,0.22452306747436523,110146456,6841,0.06,0.0,0,1952,col,1000000,

netcat-prot-row-chunk-1000000-None,netcat,native,unlimited,-1,-1,1,4,0,0.002664804458618164,552,8,0.0,0.0,0,2000,row,1000000,

netcat-prot-row-chunk-1000000-None,netcat,native,unlimited,-1,-1,100,4,0,0.002285003662109375,11897,18,0.0,0.0,0,1896,row,1000000,

netcat-prot-row-chunk-1000000-None,netcat,native,unlimited,-1,-1,1000,4,0,0.003052949905395508,113203,43,0.0,0.0,0,2016,row,1000000,

netcat-prot-row-chunk-1000000-None,netcat,native,unlimited,-1,-1,10000,4,0,0.005470991134643555,1101471,65,0.0,0.0,0,1876,row,1000000,

netcat-prot-row-chunk-1000000-None,netcat,native,unlimited,-1,-1,100000,4,0,0.026731014251708984,11059018,1388,0.0,0.0,0,1928,row,1000000,

netcat-prot-row-chunk-1000000-None,netcat,native,unlimited,-1,-1,1000000,4,0,0.17658305168151855,110305060,9908,0.04,0.0,0,1792,row,1000000,

netcat-prot-col-chunk-1000000-lz4,netcat,native,unlimited,-1,-1,1,4,0,0.002907991409301758,570,8,0.0,0.0,0,1940,col,1000000,lz4

netcat-prot-col-chunk-1000000-lz4,netcat,native,unlimited,-1,-1,100,4,0,0.0028138160705566406,6569,12,0.0,0.0,0,1868,col,1000000,lz4

netcat-prot-col-chunk-1000000-lz4,netcat,native,unlimited,-1,-1,1000,4,0,0.0034940242767333984,54297,36,0.0,0.0,0,1788,col,1000000,lz4

netcat-prot-col-chunk-1000000-lz4,netcat,native,unlimited,-1,-1,10000,4,0,0.010369062423706055,502770,108,0.0,0.0,0,1864,col,1000000,lz4

netcat-prot-col-chunk-1000000-lz4,netcat,native,unlimited,-1,-1,100000,4,0,0.08475589752197266,4963812,311,0.0,0.0,0,1892,col,1000000,lz4

netcat-prot-col-chunk-1000000-lz4,netcat,native,unlimited,-1,-1,1000000,4,0,0.513139009475708,49511616,1082,0.06,0.0,0,1848,col,1000000,lz4

netcat-prot-row-chunk-1000000-lz4,netcat,native,unlimited,-1,-1,1,4,0,0.003081083297729492,565,8,0.0,0.0,0,1872,row,1000000,lz4

netcat-prot-row-chunk-1000000-lz4,netcat,native,unlimited,-1,-1,100,4,0,0.0027799606323242188,7258,14,0.0,0.0,0,1884,row,1000000,lz4

netcat-prot-row-chunk-1000000-lz4,netcat,native,unlimited,-1,-1,1000,4,0,0.0034248828887939453,62393,36,0.0,0.0,0,2000,row,1000000,lz4

netcat-prot-row-chunk-1000000-lz4,netcat,native,unlimited,-1,-1,10000,4,0,0.009825944900512695,600689,98,0.0,0.0,0,1896,row,1000000,lz4

netcat-prot-row-chunk-1000000-lz4,netcat,native,unlimited,-1,-1,100000,4,0,0.0631561279296875,5976258,289,0.0,0.0,0,1900,row,1000000,lz4

netcat-prot-row-chunk-1000000-lz4,netcat,native,unlimited,-1,-1,1000000,4,0,0.5643479824066162,59672347,1246,0.06,0.0,0,2000,row,1000000,lz4

netcat-prot-col-chunk-10000000-None,netcat,native,unlimited,-1,-1,1,4,0,0.0023910999298095703,560,8,0.0,0.0,0,2016,col,10000000,

netcat-prot-col-chunk-10000000-None,netcat,native,unlimited,-1,-1,100,4,0,0.002782106399536133,11905,18,0.0,0.0,0,1864,col,10000000,

netcat-prot-col-chunk-10000000-None,netcat,native,unlimited,-1,-1,1000,4,0,0.0029599666595458984,113107,41,0.0,0.0,0,1996,col,10000000,

netcat-prot-col-chunk-10000000-None,netcat,native,unlimited,-1,-1,10000,4,0,0.005290031433105469,1106983,171,0.0,0.0,0,1904,col,10000000,

netcat-prot-col-chunk-10000000-None,netcat,native,unlimited,-1,-1,100000,4,0,0.027126073837280273,11063122,1468,0.0,0.0,0,1868,col,10000000,

netcat-prot-col-chunk-10000000-None,netcat,native,unlimited,-1,-1,1000000,4,0,0.14848804473876953,110209248,8079,0.04,0.0,0,1904,col,10000000,

netcat-prot-row-chunk-10000000-None,netcat,native,unlimited,-1,-1,1,4,0,0.0026559829711914062,552,8,0.0,0.0,0,1952,row,10000000,

netcat-prot-row-chunk-10000000-None,netcat,native,unlimited,-1,-1,100,4,0,0.0026569366455078125,11689,14,0.0,0.0,0,1944,row,10000000,

netcat-prot-row-chunk-10000000-None,netcat,native,unlimited,-1,-1,1000,4,0,0.003217935562133789,113099,41,0.0,0.0,0,1900,row,10000000,

netcat-prot-row-chunk-10000000-None,netcat,native,unlimited,-1,-1,10000,4,0,0.005238056182861328,1106819,168,0.0,0.0,0,1868,row,10000000,

netcat-prot-row-chunk-10000000-None,netcat,native,unlimited,-1,-1,100000,4,0,0.022871017456054688,11054994,1312,0.0,0.0,0,1952,row,10000000,

netcat-prot-row-chunk-10000000-None,netcat,native,unlimited,-1,-1,1000000,4,0,0.18381500244140625,110162256,7177,0.05,0.0,0,1792,row,10000000,

netcat-prot-col-chunk-10000000-lz4,netcat,native,unlimited,-1,-1,1,4,0,0.0027709007263183594,570,8,0.0,0.0,0,1864,col,10000000,lz4

netcat-prot-col-chunk-10000000-lz4,netcat,native,unlimited,-1,-1,100,4,0,0.003041982650756836,6569,12,0.0,0.0,0,2012,col,10000000,lz4

netcat-prot-col-chunk-10000000-lz4,netcat,native,unlimited,-1,-1,1000,4,0,0.003297090530395508,54297,36,0.0,0.0,0,1948,col,10000000,lz4

netcat-prot-col-chunk-10000000-lz4,netcat,native,unlimited,-1,-1,10000,4,0,0.009891033172607422,499293,109,0.0,0.0,0,1860,col,10000000,lz4

netcat-prot-col-chunk-10000000-lz4,netcat,native,unlimited,-1,-1,100000,4,0,0.0700998306274414,4928389,245,0.0,0.0,0,1848,col,10000000,lz4

netcat-prot-col-chunk-10000000-lz4,netcat,native,unlimited,-1,-1,1000000,4,0,0.5356738567352295,49154816,1158,0.07,0.0,0,1872,col,10000000,lz4

netcat-prot-row-chunk-10000000-lz4,netcat,native,unlimited,-1,-1,1,4,0,0.00497889518737793,565,8,0.0,0.0,0,1848,row,10000000,lz4

netcat-prot-row-chunk-10000000-lz4,netcat,native,unlimited,-1,-1,100,4,0,0.0031070709228515625,7258,14,0.0,0.0,0,2000,row,10000000,lz4

netcat-prot-row-chunk-10000000-lz4,netcat,native,unlimited,-1,-1,1000,4,0,0.004249095916748047,62393,36,0.0,0.0,0,1876,row,10000000,lz4

netcat-prot-row-chunk-10000000-lz4,netcat,native,unlimited,-1,-1,10000,4,0,0.012279987335205078,598689,60,0.0,0.0,0,1884,row,10000000,lz4

netcat-prot-row-chunk-10000000-lz4,netcat,native,unlimited,-1,-1,100000,4,0,0.09845495223999023,5974827,262,0.0,0.0,0,1848,row,10000000,lz4

netcat-prot-row-chunk-10000000-lz4,netcat,native,unlimited,-1,-1,1000000,4,0,0.6388881206512451,59670769,1232,0.06,0.0,0,1944,row,10000000,lz4

netcat-prot-col-chunk-100000000-None,netcat,native,unlimited,-1,-1,1,4,0,0.0037038326263427734,560,8,0.0,0.0,0,1904,col,100000000,

netcat-prot-col-chunk-100000000-None,netcat,native,unlimited,-1,-1,100,4,0,0.0031490325927734375,11905,18,0.0,0.0,0,1884,col,100000000,

netcat-prot-col-chunk-100000000-None,netcat,native,unlimited,-1,-1,1000,4,0,0.002897977828979492,113211,43,0.0,0.0,0,1884,col,100000000,

netcat-prot-col-chunk-100000000-None,netcat,native,unlimited,-1,-1,10000,4,0,0.006276845932006836,1109479,219,0.0,0.0,0,1996,col,100000000,

netcat-prot-col-chunk-100000000-None,netcat,native,unlimited,-1,-1,100000,4,0,0.02466297149658203,11065134,1507,0.0,0.0,0,1944,col,100000000,

netcat-prot-col-chunk-100000000-None,netcat,native,unlimited,-1,-1,1000000,4,0,0.15122580528259277,110248936,8845,0.04,0.0,0,1928,col,100000000,

netcat-prot-row-chunk-100000000-None,netcat,native,unlimited,-1,-1,1,4,0,0.0034170150756835938,552,8,0.0,0.0,0,1884,row,100000000,

netcat-prot-row-chunk-100000000-None,netcat,native,unlimited,-1,-1,100,4,0,0.002550840377807617,11897,18,0.0,0.0,0,1996,row,100000000,

netcat-prot-row-chunk-100000000-None,netcat,native,unlimited,-1,-1,1000,4,0,0.0032629966735839844,113099,41,0.0,0.0,0,1896,row,100000000,

netcat-prot-row-chunk-100000000-None,netcat,native,unlimited,-1,-1,10000,4,0,0.006072044372558594,1109055,211,0.0,0.0,0,1904,row,100000000,

netcat-prot-row-chunk-100000000-None,netcat,native,unlimited,-1,-1,100000,4,0,0.02670598030090332,11034706,922,0.0,0.0,0,1944,row,100000000,

netcat-prot-row-chunk-100000000-None,netcat,native,unlimited,-1,-1,1000000,4,0,0.18425917625427246,110255276,8967,0.06,0.0,0,1876,row,100000000,

netcat-prot-col-chunk-100000000-lz4,netcat,native,unlimited,-1,-1,1,4,0,0.0027740001678466797,570,8,0.0,0.0,0,1884,col,100000000,lz4

netcat-prot-col-chunk-100000000-lz4,netcat,native,unlimited,-1,-1,100,4,0,0.0030171871185302734,6465,10,0.0,0.0,0,2016,col,100000000,lz4

netcat-prot-col-chunk-100000000-lz4,netcat,native,unlimited,-1,-1,1000,4,0,0.0033111572265625,54297,36,0.0,0.0,0,1900,col,100000000,lz4

netcat-prot-col-chunk-100000000-lz4,netcat,native,unlimited,-1,-1,10000,4,0,0.010090827941894531,498045,85,0.0,0.0,0,1900,col,100000000,lz4

netcat-prot-col-chunk-100000000-lz4,netcat,native,unlimited,-1,-1,100000,4,0,0.05737495422363281,4928071,303,0.0,0.0,0,1872,col,100000000,lz4

netcat-prot-col-chunk-100000000-lz4,netcat,native,unlimited,-1,-1,1000000,4,0,0.46262478828430176,49097709,1259,0.06,0.0,0,1864,col,100000000,lz4

netcat-prot-row-chunk-100000000-lz4,netcat,native,unlimited,-1,-1,1,4,0,0.002835988998413086,565,8,0.0,0.0,0,1996,row,100000000,lz4

netcat-prot-row-chunk-100000000-lz4,netcat,native,unlimited,-1,-1,100,4,0,0.0031828880310058594,7258,14,0.0,0.0,0,1880,row,100000000,lz4

netcat-prot-row-chunk-100000000-lz4,netcat,native,unlimited,-1,-1,1000,4,0,0.0033049583435058594,62393,36,0.0,0.0,0,1868,row,100000000,lz4

netcat-prot-row-chunk-100000000-lz4,netcat,native,unlimited,-1,-1,10000,4,0,0.00858306884765625,599001,66,0.0,0.0,0,1900,row,100000000,lz4

netcat-prot-row-chunk-100000000-lz4,netcat,native,unlimited,-1,-1,100000,4,0,0.0747060775756836,5985605,456,0.0,0.0,0,1792,row,100000000,lz4

netcat-prot-row-chunk-100000000-lz4,netcat,native,unlimited,-1,-1,1000000,4,0,0.5638539791107178,59673158,1282,0.06,0.0,0,1848,row,100000000,lz4

read.table("10.csv", header=T,  sep=",", stringsAsFactors=F, na.strings="-1") -> dd3

- skip the protocol, dump to csv/parqet, copy files over socket, read again, parse, time everything (only for Monet?)

hive?

https://cwiki.apache.org/confluence/display/Hive/Parquet

https://cwiki.apache.org/confluence/display/Hive/GettingStarted#GettingStarted-RunningHiveServer2andBeeline

SET mapreduce.framework.name=local;

CREATE TABLE Staff (id int, name string, salary double) row format delimited fields terminated by ‘,’;

http://stackoverflow.com/questions/19320611/hadoop-hive-loading-data-from-csv-on-a-local-machine

LOAD DATA LOCAL INPATH '/home/yourcsvfile.csv' OVERWRITE INTO TABLE Staff;

CREATE TABLE lineitem_ext ( L_ORDERKEY INT, L_PARTKEY INT, L_SUPPKEY INT, L_LINENUMBER INT, L_QUANTITY DOUBLE, L_EXTENDEDPRICE DOUBLE, L_DISCOUNT DOUBLE, L_TAX DOUBLE, L_RETURNFLAG STRING, L_LINESTATUS STRING, L_SHIPDATE DATE, L_COMMITDATE DATE, L_RECEIPTDATE DATE, L_SHIPINSTRUCT STRING, L_SHIPMODE STRING, L_COMMENT STRING) row format delimited fields terminated by '|';

LOAD DATA LOCAL INPATH '/home/user/lineitem.tbl' OVERWRITE INTO TABLE lineitem_ext;

CREATE TABLE lineitem (L_ORDERKEY INT, L_PARTKEY INT, L_SUPPKEY INT, L_LINENUMBER INT, L_QUANTITY DOUBLE, L_EXTENDEDPRICE DOUBLE, L_DISCOUNT DOUBLE, L_TAX DOUBLE, L_RETURNFLAG STRING, L_LINESTATUS STRING, L_SHIPDATE DATE, L_COMMITDATE DATE, L_RECEIPTDATE DATE, L_SHIPINSTRUCT STRING, L_SHIPMODE STRING, L_COMMENT STRING) STORED AS PARQUET;

insert into lineitem select * from lineitem_ext;

	stats = {'system': system['name'], 'db': system['db'], 'protocol': protocol, 'network': network['name'], 'throughput': network['throughput'], 'latency': network['latency'], 'tuple': tuple, 'run': r, 'time': duration, "bytes" : transmittedbytes, 'packets': transmittedpackets, 'timeout' : int(retcode != 0), 'bin_orientation' : system['fileext'] if 'fileext' in system else '', 'bin_chunksize': system['chunksize'] if 'chunksize' in system else '', 'bin_compress':system['compress'] if 'compress' in system else ''}

w = csv.DictWriter(sys.stdout, ['system', 'db', 'protocol', 'network', 'throughput', 'latency', 'tuple', 'run', 'timeout', 'time', 'bytes', 'packets', 'cpu_kernel_sec', 'cpu_user_sec',  'io_page_faults', 'memory_max_kb', 'bin_orientation', 'bin_chunksize', 'bin_compress'])