Document Search Using MapReduce¶

An important framework for computing with large data sets is MapReduce. MapReduce involves splitting your data into chunks, using parallel processing to compute on each chunk individually, then combining the results for each chunk to something revealing about the dataset as a whole. See the diagram below.

In this notebook, we'll create our own implementation of MapReduce, and use this framework to search wikipedia documents.

Summary¶

Overall we were able to:

  • Implement a MapReduce framework from first principles
  • Use the MapReduce framework to develop an exact match document search
  • Further develop the document search to support regex pattern matching
  • Test the above implementation on directory containing raw .html of wikipedia pages.

About the Data¶

The dataset used in this notebook is a folder containing raw .html for 1,000 wikipedia pages. This data can be obtained directly from wikipedia, or using a basic scraper to download the pages.

Initial Look at the Data¶

Using the builtin os package, we can list the files the the wiki directory, which is where the raw .html files are stored.

In [ ]:
import os
file_names = os.listdir('wiki')

Let's check how many files there are.

In [ ]:
print(f"The number of files in the wiki folder is {len(file_names)}")
The number of files in the wiki folder is 999

To get an idea of each document, we can look at the raw html.

In [ ]:
with open(os.path.join('wiki/',file_names[0])) as file:
    lines = [line for line in file.readlines()]
lines[1:10]
Out[ ]:
['<html class="client-nojs" lang="en" dir="ltr">\n',
 '<head>\n',
 '<meta charset="UTF-8"/>\n',
 '<title>Pictogram - Wikipedia</title>\n',
 '<script>document.documentElement.className = document.documentElement.className.replace( /(^|\\s)client-nojs(\\s|$)/, "$1client-js$2" );</script>\n',
 '<script>(window.RLQ=window.RLQ||[]).push(function(){mw.config.set({"wgCanonicalNamespace":"","wgCanonicalSpecialPageName":false,"wgNamespaceNumber":0,"wgPageName":"Pictogram","wgTitle":"Pictogram","wgCurRevisionId":764173178,"wgRevisionId":764173178,"wgArticleId":168313,"wgIsArticle":true,"wgIsRedirect":false,"wgAction":"view","wgUserName":null,"wgUserGroups":["*"],"wgCategories":["Pages using ISBN magic links","Articles needing additional references from November 2006","All articles needing additional references","Infographics","Prehistoric inscriptions","Pictograms","Rock art","Petroglyphs","Pre-Columbian art","Indigenous art","History of communication","Proto-writing","Statistical charts and diagrams"],"wgBreakFrames":false,"wgPageContentLanguage":"en","wgPageContentModel":"wikitext","wgSeparatorTransformTable":["",""],"wgDigitTransformTable":["",""],"wgDefaultDateFormat":"dmy","wgMonthNames":["","January","February","March","April","May","June","July","August","September","October","November","December"],"wgMonthNamesShort":["","Jan","Feb","Mar","Apr","May","Jun","Jul","Aug","Sep","Oct","Nov","Dec"],"wgRelevantPageName":"Pictogram","wgRelevantArticleId":168313,"wgRequestId":"WLhgOwpAMFoAALgdvMQAAABC","wgIsProbablyEditable":true,"wgRestrictionEdit":[],"wgRestrictionMove":[],"wgFlaggedRevsParams":{"tags":{}},"wgStableRevisionId":null,"wgWikiEditorEnabledModules":{"toolbar":true,"dialogs":true,"preview":false,"publish":false},"wgBetaFeaturesFeatures":[],"wgMediaViewerOnClick":true,"wgMediaViewerEnabledByDefault":true,"wgPopupsShouldSendModuleToUser":false,"wgPopupsConflictsWithNavPopupGadget":false,"wgVisualEditor":{"pageLanguageCode":"en","pageLanguageDir":"ltr","usePageImages":true,"usePageDescriptions":true},"wgPreferredVariant":"en","wgMFDisplayWikibaseDescriptions":{"search":true,"nearby":true,"watchlist":true,"tagline":true},"wgRelatedArticles":null,"wgRelatedArticlesBetaFeatureEnabled":false,"wgRelatedArticlesUseCirrusSearch":true,"wgRelatedArticlesOnlyUseCirrusSearch":false,"wgULSCurrentAutonym":"English","wgNoticeProject":"wikipedia","wgCentralNoticeCookiesToDelete":[],"wgCentralNoticeCategoriesUsingLegacy":["Fundraising","fundraising"],"wgCategoryTreePageCategoryOptions":"{\\"mode\\":0,\\"hideprefix\\":20,\\"showcount\\":true,\\"namespaces\\":false}","wgWikibaseItemId":"Q52827","wgCentralAuthMobileDomain":false,"wgVisualEditorToolbarScrollOffset":0,"wgEditSubmitButtonLabelPublish":false});mw.loader.state({"ext.globalCssJs.user.styles":"ready","ext.globalCssJs.site.styles":"ready","site.styles":"ready","noscript":"ready","user.styles":"ready","user":"ready","user.options":"loading","user.tokens":"loading","ext.cite.styles":"ready","mediawiki.page.gallery.styles":"ready","wikibase.client.init":"ready","ext.visualEditor.desktopArticleTarget.noscript":"ready","ext.uls.interlanguage":"ready","ext.wikimediaBadges":"ready","mediawiki.legacy.shared":"ready","mediawiki.legacy.commonPrint":"ready","mediawiki.sectionAnchor":"ready","mediawiki.skinning.interface":"ready","skins.vector.styles":"ready","ext.globalCssJs.user":"ready","ext.globalCssJs.site":"ready"});mw.loader.implement("user.options@0j3lz3q",function($,jQuery,require,module){mw.user.options.set({"variant":"en"});});mw.loader.implement("user.tokens@1dqfd7l",function ( $, jQuery, require, module ) {\n',
 'mw.user.tokens.set({"editToken":"+\\\\","patrolToken":"+\\\\","watchToken":"+\\\\","csrfToken":"+\\\\"});/*@nomin*/;\n',
 '\n',
 '});mw.loader.load(["ext.cite.a11y","mediawiki.toc","mediawiki.action.view.postEdit","site","mediawiki.page.startup","mediawiki.user","mediawiki.hidpi","mediawiki.page.ready","mediawiki.legacy.wikibits","mediawiki.searchSuggest","ext.gadget.teahouse","ext.gadget.ReferenceTooltips","ext.gadget.watchlist-notice","ext.gadget.DRN-wizard","ext.gadget.charinsert","ext.gadget.refToolbar","ext.gadget.extra-toolbar-buttons","ext.gadget.switcher","ext.gadget.featured-articles-links","ext.centralauth.centralautologin","mmv.head","mmv.bootstrap.autostart","ext.visualEditor.desktopArticleTarget.init","ext.visualEditor.targetLoader","ext.eventLogging.subscriber","ext.wikimediaEvents","ext.navigationTiming","ext.uls.eventlogger","ext.uls.init","ext.uls.interface","ext.quicksurveys.init","ext.centralNotice.geoIP","ext.centralNotice.startUp","skins.vector.js"]);});</script>\n']

Before looking any more at the dataset, let's implement MapReduce.

MapReduce¶

First, let's make a function that splits our dataset into a list of batches.

In [ ]:
import math
def make_batches(data, num_batches):
    batch_size = math.ceil(len(data) / num_batches)
    return [data[i:i+batch_size] for i in range(0, len(data), batch_size)]

Now, we're ready to implement map_reduce. Here are some notes about the implementation:

  • First, we split the dataset into batches.
  • Then we use Pool from the multiprocessing package so that each task is performed on its own core.
  • The Pool.map() method allows us to apply a specified function to each batch simultaneously.
  • Finally, we use the reduce function from the functools library to reduce the results for each batch into a single result.
In [ ]:
import functools
from multiprocessing import Pool

def map_reduce(data, num_processes, mapper, reducer):
    batches = make_batches(data, num_processes)         # make batches
    pool = Pool(num_processes)                          # use parallel processing
    batch_results = pool.map(mapper, batches)           # map
    return functools.reduce(reducer, batch_results)     # reduce 

Counting Lines with MapReduce¶

Before implementing a document search, let's use MapReduce to count the total number of lines across all documents.

In [ ]:
# map function: counts the number of lines in a chunk of filenames
def line_count_mapper(file_name_chunk):
    total = 0
    for file_name in file_name_chunk:
        with open(os.path.join('wiki/',file_name)) as file:
            lines = [line for line in file.readlines()]
        total += len(lines)
    return total

# reduce function: adds the results for two batches together
def line_count_reducer(total1,total2):
    return total1 + total2


line_number = map_reduce(file_names,8,line_count_mapper,line_count_reducer)
print(f"total number of lines: {line_number}")
total number of lines: 499797

Exact Match Search¶

Let's implement an exact match search using MapReduce. First, we define the mapper function, which receives a string and a batch of file names, and returns a dictionary mapping the filename to a list of lines where a match occurs.

In [ ]:
def exact_match_mapper(string,file_name_chunk):
    matches = {}
    for file_name in file_name_chunk:
        # open each file
        with open(os.path.join('wiki/',file_name)) as file:
            lines = [line for line in file.readlines()]
        for i,line in enumerate(lines):
            # whenever the given search string is in the line, add matching line to list
            if string in line:          
                if file_name not in matches:
                    matches[file_name] = []        
                matches[file_name] += [i]

    return matches

Now we can define the reduce function. This should take in two dictionaries with disjoint sets of keys, and return a single dictionary containing keys from both. This is accompished by the builtin Dictionary.update() method.

In [ ]:
def exact_match_reducer(matches1,matches2):
    matches1.update(matches2)
    return matches1

Now, let's build an exact match function. This should take a string, and search the document list for matches. We note that to use MapReduce with exact_match_mapper, we need to make this a function only of the dataset (i.e., uses a fixed string). We'll use functools.partial to take care of this.

In [ ]:
def exact_match(string,num_cores = 8):
    mapper = functools.partial(exact_match_mapper,string) 
    results = map_reduce(file_names,num_cores,mapper,exact_match_reducer)
    return results

Let's search the document folder for matches of "data."

In [ ]:
results_old = exact_match("data")

A more relevant matcher should be case insensitive - I.e., a search for "data" should also match "Data." This can be fixed easily by using the lower() string method.

In [ ]:
def exact_match_mapper(string,file_name_chunk):
    matches = {}
    for file_name in file_name_chunk:
        # open each file
        with open(os.path.join('wiki/',file_name)) as file:
            lines = [line.lower() for line in file.readlines()]     # add in lower for case insensitive matching
        for i,line in enumerate(lines):
            # whenever the given search string is in the line, add matching line to list
            if string in line:          
                if file_name not in matches:
                    matches[file_name] = []        
                matches[file_name] += [i]

    return matches

def exact_match(string,num_cores = 8):
    mapper = functools.partial(exact_match_mapper,string)
    results = map_reduce(file_names,num_cores,mapper,exact_match_reducer)
    return results
In [ ]:
results_new = exact_match("data")

Let's count how many matches we added for each filename by using case insensitive matches.

In [ ]:
for file in results_old:
    if len(results_new[file]) > len(results_old[file]):
        print("Filename: " + file + f". Number of new matches: {len(results_new[file]) - len(results_old[file])}")
Filename: Pictogram.html. Number of new matches: 1
Filename: Functoid.html. Number of new matches: 1
Filename: Filip_Pyrochta.html. Number of new matches: 1
Filename: Tomohiko_ItC58D_(director).html. Number of new matches: 2
Filename: Jules_Verne_ATV.html. Number of new matches: 2
Filename: Wilhelm_Wagenfeld_House.html. Number of new matches: 1
Filename: Failing_Office_Building.html. Number of new matches: 1
Filename: Ingrid_GuimarC3A3es.html. Number of new matches: 1
Filename: Bibiana_Beglau.html. Number of new matches: 1
Filename: Oldfield_Baby_Great_Lakes.html. Number of new matches: 1
Filename: Acceptance_(Heroes).html. Number of new matches: 1
Filename: Qalat_Kat.html. Number of new matches: 1
Filename: Julien_Boisselier.html. Number of new matches: 1
Filename: Syngenor.html. Number of new matches: 1
Filename: L._Fry.html. Number of new matches: 1
Filename: SalemAuburn_Streets_Historic_District.html. Number of new matches: 1
Filename: West_Park_Bridge.html. Number of new matches: 1
Filename: Camp_Nelson_Confederate_Cemetery.html. Number of new matches: 1
Filename: Jonathan_A._Goldstein.html. Number of new matches: 1
Filename: Table_Point_Formation.html. Number of new matches: 1
Filename: Ek_Dil_Sau_Afsane.html. Number of new matches: 1
Filename: Foulonia.html. Number of new matches: 1
Filename: Morning_Glory_(2010_film).html. Number of new matches: 1
Filename: Agaritine_gammaglutamyltransferase.html. Number of new matches: 2
Filename: Craig_Chester.html. Number of new matches: 1
Filename: Shabbir_Kumar.html. Number of new matches: 1
Filename: Boardman_Township_Mahoning_County_Ohio.html. Number of new matches: 1
Filename: C11orf30.html. Number of new matches: 1
Filename: Manhattan_Murder_Mystery.html. Number of new matches: 1
Filename: 83_(number).html. Number of new matches: 1
Filename: Gulliver_Mickey.html. Number of new matches: 1
Filename: Kokan_Colony.html. Number of new matches: 1
Filename: Sol_Eclipse.html. Number of new matches: 1
Filename: Wilson_Global_Explorer.html. Number of new matches: 1
Filename: Rally_for_Democracy_and_Progress_(Benin).html. Number of new matches: 1
Filename: Copamyntis_infusella.html. Number of new matches: 1
Filename: Vojin_C486etkoviC487.html. Number of new matches: 1
Filename: The_Gentleman_Without_a_Residence_(1915_film).html. Number of new matches: 1
Filename: Kul_Gul.html. Number of new matches: 1
Filename: Sahanpur.html. Number of new matches: 1
Filename: Daniel_Cerone.html. Number of new matches: 1
Filename: Mirisah.html. Number of new matches: 1
Filename: Meleh_Kabude_Sofla.html. Number of new matches: 1
Filename: Benny_Lee.html. Number of new matches: 1
Filename: Morgana_King.html. Number of new matches: 1
Filename: KMTZ.html. Number of new matches: 1
Filename: Antibiotic_use_in_livestock.html. Number of new matches: 1
Filename: Holly_Golightly_(comics).html. Number of new matches: 1
Filename: Battle_of_Wattignies.html. Number of new matches: 1
Filename: List_of_Uzbek_films_of_2014.html. Number of new matches: 1
Filename: Dewoitine_D.21.html. Number of new matches: 1
Filename: HD_90156.html. Number of new matches: 1
Filename: Taipa_HousesE28093Museum.html. Number of new matches: 2
Filename: Jack_Goes_Home.html. Number of new matches: 1
Filename: Devil_on_Horseback.html. Number of new matches: 1
Filename: Companys_procC3A9s_a_Catalunya.html. Number of new matches: 1
Filename: Roxbury_Presbyterian_Church.html. Number of new matches: 1
Filename: Maniitsoq_structure.html. Number of new matches: 3
Filename: Taylor_Williamson.html. Number of new matches: 1
Filename: Tropical_sprue.html. Number of new matches: 1
Filename: Code_page_1023.html. Number of new matches: 3
Filename: Amborella.html. Number of new matches: 1
Filename: Frost_Township_Michigan.html. Number of new matches: 1
Filename: Danish_Maritime_Safety_Administration.html. Number of new matches: 1
Filename: The_Future_(film).html. Number of new matches: 1
Filename: List_of_molecular_graphics_systems.html. Number of new matches: 4
Filename: Viva_Villa.html. Number of new matches: 2
Filename: Teiji_Ito.html. Number of new matches: 1
Filename: List_of_people_from_Bangor_Maine.html. Number of new matches: 7
Filename: Lis_LC3B8wert.html. Number of new matches: 1
Filename: C389cole_des_Mines_de_Douai.html. Number of new matches: 1
Filename: Cobble_Hill_Brooklyn.html. Number of new matches: 1
Filename: Alex_Kurtzman.html. Number of new matches: 1
Filename: Swathi_Chinukulu.html. Number of new matches: 1
Filename: Shpolskii_matrix.html. Number of new matches: 2
Filename: Precorrin6A_reductase.html. Number of new matches: 2
Filename: Dragnet_(franchise).html. Number of new matches: 6
Filename: Cryptographic_primitive.html. Number of new matches: 1
Filename: WLSR.html. Number of new matches: 1
Filename: Peter_Collingwood.html. Number of new matches: 1
Filename: Dean_Kukan.html. Number of new matches: 1
Filename: Hayateumi_Hidehito.html. Number of new matches: 1
Filename: List_of_Spaghetti_Western_films.html. Number of new matches: 2
Filename: Lake_County_Examiner.html. Number of new matches: 1
Filename: The_Audacity_to_Podcast.html. Number of new matches: 2
Filename: Gordon_Bau.html. Number of new matches: 2
Filename: Pushkar.html. Number of new matches: 1
Filename: Jon_Mullich.html. Number of new matches: 1
Filename: Tim_Spencer_(singer).html. Number of new matches: 1
Filename: Old_Mill_Creek_Illinois.html. Number of new matches: 1
Filename: Medicago_murex.html. Number of new matches: 1
Filename: Westchester_Los_Angeles.html. Number of new matches: 1
Filename: Jazz_in_Turkey.html. Number of new matches: 1
Filename: Exploratorium_(film).html. Number of new matches: 1
Filename: Nuno_Leal_Maia.html. Number of new matches: 1
Filename: Typhoon_Hester_(1952).html. Number of new matches: 1
Filename: Claudia_Neidig.html. Number of new matches: 1
Filename: Shoreyjehye_Do.html. Number of new matches: 1
Filename: Brownfield_(software_development).html. Number of new matches: 1
Filename: Rudy_The_Rudy_Giuliani_Story.html. Number of new matches: 1
Filename: Colchester_Village_Historic_District.html. Number of new matches: 1
Filename: CurtissWright_Hangar_(Columbia_South_Carolina).html. Number of new matches: 1
Filename: Mudramothiram.html. Number of new matches: 1
Filename: Appa_(film).html. Number of new matches: 1
Filename: Panchamrutham.html. Number of new matches: 1
Filename: King_Parker_House.html. Number of new matches: 1
Filename: Doumanaba.html. Number of new matches: 1
Filename: Weiser_River.html. Number of new matches: 1
Filename: Blue_SWAT.html. Number of new matches: 1
Filename: Bias.html. Number of new matches: 1
Filename: 1953E2809354_FA_Cup_qualifying_rounds.html. Number of new matches: 1
Filename: PTPRS.html. Number of new matches: 1
Filename: Bahmanabade_Olya.html. Number of new matches: 1
Filename: Don_Parsons_(ice_hockey).html. Number of new matches: 1
Filename: A_Beautiful_Valley.html. Number of new matches: 1
Filename: Claire_Danes.html. Number of new matches: 2
Filename: Furto_di_sera_bel_colpo_si_spera.html. Number of new matches: 1
Filename: Saravan_Gilan.html. Number of new matches: 1
Filename: Demographics_of_American_Samoa.html. Number of new matches: 1
Filename: Ordinary_Virginia.html. Number of new matches: 1
Filename: Smilax_laurifolia.html. Number of new matches: 1
Filename: Kattukukke.html. Number of new matches: 1
Filename: Urs_Burkart.html. Number of new matches: 1
Filename: Golabkhvaran.html. Number of new matches: 1
Filename: Don_Raye.html. Number of new matches: 1
Filename: Avengers_Academy.html. Number of new matches: 1
Filename: WintersWimberley_House.html. Number of new matches: 1
Filename: Derek_Acorah.html. Number of new matches: 1
Filename: Embraer_Unidade_GaviC3A3o_Peixoto_Airport.html. Number of new matches: 1
Filename: Harry_Hill_Bandholtz.html. Number of new matches: 1
Filename: Lower_Blackburn_Grade_Bridge.html. Number of new matches: 1
Filename: Imperial_Venus_(film).html. Number of new matches: 1
Filename: Kate_Harwood.html. Number of new matches: 2
Filename: Kim_Yonghwa.html. Number of new matches: 2

Let's see an example of a new match to make sure everything is working properly.

In [ ]:
(index,) = set(results_new['Pictogram.html']).difference(set(results_old['Pictogram.html']))    # subtract  old matche indices from new matche indices

with open(os.path.join('wiki/','Pictogram.html')) as file:
    lines = [line for line in file.readlines()]

lines[index]
Out[ ]:
'<li><a href="/wiki/Data_visualization" title="Data visualization">Data visualization</a></li>\n'

Now that this is working, let's add the index of the match in each line, to make our matches more specific. First, we need a helper function which returns the indices of all matches of a string in a line.

In [ ]:
def find_matches(line,string):
    indices = []
    index = line.find(string)   # find index of first match in line
    while index != -1:          
        indices.append(index)   
        index = line.find(string,index + 1)     # find index of match after last match
    return indices
In [ ]:
def exact_match_mapper(string,file_name_chunk):
    matches = {}
    for file_name in file_name_chunk:
                # open each file
        with open(os.path.join('wiki/',file_name)) as file:
            lines = [line.lower() for line in file.readlines()]     # case insensitive matching
        for i,line in enumerate(lines):
            # if a match is found,
            if string in line:
                if file_name not in matches:
                    matches[file_name] = []
                    # search line for all matches
                indices = find_matches(line,string)
                matches[file_name] += [(i,j) for j in indices]
    return matches

def exact_match(string,num_cores = 8):
    mapper = functools.partial(exact_match_mapper,string)
    results = map_reduce(file_names,num_cores,mapper,exact_match_reducer)
    return results

Let's test it out.

In [ ]:
results = exact_match("data")
results
Out[ ]:
{'Pictogram.html': [(44, 102),
  (47, 441),
  (47, 463),
  (57, 406),
  (57, 428),
  (133, 535),
  (133, 558),
  (141, 537),
  (141, 560),
  (156, 507),
  (156, 529),
  (198, 400),
  (198, 421),
  (202, 400),
  (202, 421),
  (202, 1201),
  (202, 1221),
  (206, 400),
  (206, 421),
  (206, 851),
  (206, 872),
  (206, 1302),
  (206, 1323),
  (210, 400),
  (210, 421),
  (210, 851),
  (210, 872),
  (210, 1302),
  (210, 1323),
  (210, 1753),
  (210, 1774),
  (214, 400),
  (214, 421),
  (214, 851),
  (214, 872),
  (217, 404),
  (217, 425),
  (228, 447),
  (228, 470),
  (238, 418),
  (238, 440),
  (248, 628),
  (248, 650),
  (258, 407),
  (258, 429),
  (268, 744),
  (268, 767),
  (278, 445),
  (278, 467),
  (288, 441),
  (288, 463),
  (298, 479),
  (298, 501),
  (351, 421),
  (351, 444),
  (357, 478),
  (357, 500),
  (394, 30),
  (394, 68),
  (394, 99),
  (397, 19),
  (397, 46),
  (397, 66),
  (2435, 40),
  (2518, 987),
  (2518, 1034),
  (2518, 1078),
  (2543, 125)],
 'GoodnightE28093Loving_Trail.html': [(45, 460),
  (45, 482),
  (72, 425),
  (72, 447),
  (145, 40),
  (228, 1071),
  (228, 1120),
  (228, 1164),
  (245, 125)],
 'JaromC3ADr_C5A0imr.html': [(156, 219),
  (156, 688),
  (162, 18),
  (164, 581),
  (164, 603),
  (164, 1078),
  (164, 1100),
  (213, 40),
  (296, 1039),
  (296, 1087),
  (296, 1131),
  (313, 125)],
 'IwakiIshikawa_Station.html': [(6, 583),
  (6, 658),
  (44, 102),
  (47, 441),
  (47, 463),
  (62, 551),
  (62, 574),
  (170, 421),
  (170, 444),
  (263, 449),
  (263, 698),
  (264, 18),
  (266, 416),
  (266, 438),
  (315, 40),
  (315, 1798),
  (315, 1868),
  (315, 1922),
  (315, 2177),
  (315, 2218),
  (315, 2243),
  (398, 1039),
  (398, 1089),
  (398, 1133),
  (423, 125)],
 'James_Wilkes_Maurice.html': [(60, 615),
  (60, 638),
  (64, 523),
  (64, 545),
  (140, 502),
  (140, 524),
  (160, 523),
  (160, 545),
  (171, 490),
  (171, 512),
  (234, 507),
  (234, 529),
  (234, 1200),
  (234, 1222),
  (292, 40),
  (375, 1031),
  (375, 1080),
  (375, 1124),
  (392, 124)],
 'Nabil_Baha.html': [(6, 578),
  (47, 439),
  (47, 461),
  (221, 159),
  (221, 213),
  (221, 246),
  (221, 611),
  (221, 633),
  (222, 186),
  (222, 240),
  (222, 273),
  (222, 638),
  (222, 660),
  (275, 458),
  (275, 480),
  (317, 40),
  (317, 6106),
  (317, 6155),
  (317, 6188),
  (400, 991),
  (400, 1040),
  (400, 1084),
  (425, 125)],
 'James_L._Hull.html': [(113, 421),
  (113, 444),
  (114, 694),
  (114, 716),
  (132, 18),
  (134, 258),
  (134, 279),
  (183, 40),
  (266, 1003),
  (266, 1052),
  (266, 1096),
  (283, 124)],
 'SSR180711.html': [(47, 474),
  (47, 496),
  (73, 80),
  (1865, 18),
  (1867, 409),
  (1867, 431),
  (1916, 40),
  (1999, 995),
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So far, it seems our function has the desired functionality. Let's save our results to a .csv file. OUr csv file will contain the filename of each match, the line where the match occured, the index where the match occured, as well as the surrounding characters of the match, which we call "Context."

In [ ]:
import csv

data = [["File","Line","Index","Context"]]

for file_name in results:
    with open(os.path.join('wiki/',file_name)) as file:
        lines = [line for line in file.readlines()]

    for (line,index) in results[file_name]:
        line_length = len(lines[line])

        # handle context for matches at beginning / end of lines
        context_min = max(0,index-15)
        context_max = min(line_length,index+15)

        context = lines[line][context_min:context_max]
        data.append([file_name,line,index,context])

with open('results.csv',mode = 'w') as file:
    writer = csv.writer(file)
    writer.writerows(data)

Let's turn this code into a function which saves the results as a specified filename.

In [ ]:
def write_results(results,name):
    data = [["File","Line","Index","Context"]]

    for file_name in results:
        with open(os.path.join('wiki/',file_name)) as file:
            lines = [line for line in file.readlines()]

        for (line,index) in results[file_name]:
            line_length = len(lines[line])

            context_min = max(0,index-15)
            context_max = min(line_length,index+15)
            context = lines[line][context_min:context_max]
            data.append([file_name,line,index,context])

    with open(name,mode = 'w') as file:
        writer = csv.writer(file)
        writer.writerows(data)

Adding regex functionality¶

Let's add regex pattern matching into our matcher function.

In [ ]:
import re
def match_mapper(pattern,file_name_chunk):
    matches = {}
    for file_name in file_name_chunk:
        # open each file
        with open(os.path.join('wiki/',file_name)) as file:
            lines = [line for line in file.readlines()]
        for i,line in enumerate(lines):
            # find a set of lines matching 
            match_set = set(re.findall(pattern,line))      # set of strings which match the pattern in given line
            if len(match_set) > 0:
                if file_name not in matches:
                    matches[file_name] = []     # initialize list for new matches

                indices = []
                for match in match_set:
                    indices += find_matches(line,match)   # create list of indices of all matches

                matches[file_name] += [(i,j) for j in indices]
    return matches

def matcher(pattern, num_cores = 8):
    mapper = functools.partial(match_mapper,pattern)
    results = map_reduce(file_names,num_cores,mapper,exact_match_reducer)
    return results

Lets test it out by finding case insensitive matches using regex pattern (?i) to indicate case insensitivity.

In [ ]:
results = matcher('(?i)dAta')

Now we can write the results to a csv, and load it in as DataFrame.

In [ ]:
write_results(results,'regex_results.csv')
In [ ]:
import pandas as pd
regex_results = pd.read_csv('regex_results.csv')
In [ ]:
regex_results.head()
Out[ ]:
File Line Index Context
0 Pictogram.html 44 102 plainlinks metadata ambox ambo
1 Pictogram.html 47 441 ew.svg.png 2x" data-file-width
2 Pictogram.html 47 463 le-width="512" data-file-heigh
3 Pictogram.html 57 406 -Pismo.jpg 2x" data-file-width
4 Pictogram.html 57 428 le-width="340" data-file-heigh

Conclusion¶

In conclusion, we were able to use the map reduce framework to implement a regex pattern matching search on files in a given directory. This was executed using a first principles implementation of MapReduce, and demonstrated on directory of raw html files from wikipedia.