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Text of the page (random words):
eate account log in personal tools donate create account log in contents move to sidebar hide top 1 history 2 features 3 see also 4 references 5 bibliography 6 external links toggle the table of contents or tools add languages add links article talk english read edit view history tools tools move to sidebar hide actions read edit view history general what links here related changes upload file permanent link page information cite this page get shortened url switch to legacy parser print export download as pdf printable version in other projects wikidata item appearance move to sidebar hide from wikipedia the free encyclopedia open source software suite by google this article has multiple issues please help improve it or discuss these issues on the talk page learn how and when to remove these messages this article may contain excessive or inappropriate references to self published sources please help improve it by removing references to unreliable sources where they are used inappropriately october 2021 learn how and when to remove this message this article may rely excessively on sources too closely associated with the subject potentially preventing it from being verifiable and neutral please help improve this article by replacing such sources with more appropriate citations to reliable independent sources october 2021 learn how and when to remove this message learn how and when to remove this message or tools original author laurent perron developer google optimization team 1 release september 15 2010 16 years ago 2010 09 15 stable release v9 15 2 january 12 2026 8 months ago 2026 01 12 written in c operating system linux macos microsoft windows type library license apache license 2 0 website developers google com optimization repository github com google or tools google or tools is a free and open source software suite developed by google for solving linear programming lp mixed integer programming mip constraint programming cp vehicle routing vrp and related optimization problems 3 or stands for operations research or tools is a set of components written in c but provides wrappers for java net and python it is distributed under the apache license 2 0 4 history edit or tools was created by laurent perron in 2011 5 in 2014 google s open source linear programming solver glop was released as part of or tools 1 the cp sat solver 6 bundled with or tools has been consistently winning gold medals in the minizinc challenge 7 an international constraint programming competition features edit the or tools supports a variety of programming languages including object oriented interfaces for c 8 a java wrapper package 9 a net and net framework wrapper package 10 a python wrapper package 11 12 or tools supports a wide range of problem types 13 3 among them assignment problem 14 linear programming mixed integer programming 15 constraint programming 6 vehicle routing problem 14 16 network flow algorithms it supports the flatzinc modeling language 17 see also edit coin or cplex glpk scip optimization software fico xpress mosek references edit 1 2 sudoku linear optimization and the ten cent diet ai googleblog com release v9 15 github com 1 2 google or tools a guide medium com february 24 2019 license 2 0 txt github com perron laurent july 1 2011 operations research and constraint programming at google lee j eds principles and practice of constraint programming cp 2011 lecture notes in computer science vol 6876 p 2 doi 10 1007 978 3 642 23786 7_2 isbn 978 3 642 23786 7 s2cid 38166333 1 2 the cp sat primer d krupke github io december 2 2024 the minizinc challenge minizinc org homebrew package formulae brew sh com google ortools ortools java mvnrepository com google ortools nuget org ortools pypi org stan store toolsforcreators org or tools introduction google developers archived from the original on october 1 2021 retrieved october 1 2021 1 2 application of google or tools kaggle com louat christophe 2009 etude et mise en œuvre de stratégies de coupes efficaces pour des problèmes entiers mixtes 0 1 phd vol 1 université de versailles saint quentin en yvelines p 144 routing use case activimetrics com software with flatzinc implementations minizinc org bibliography edit kruk serge february 26 2018 practical python ai projects mathematical models of optimization problems with google or tools 1st ed o reilly media isbn 9781484234235 da col giacomo teppan eric c 2019 google vs ibm a constraint solving challenge on the job shop scheduling problem electronic proceedings in theoretical computer science 306 open publishing association 259 265 arxiv 1909 08247 doi 10 4204 eptcs 306 30 issn 2075 2180 s2cid 202660711 li mengyun chow joseph april 2021 school bus routing problem with a mixed ride mixed load and heterogeneous fleet transportation research record journal of the transportation research board 2675 7 467 479 doi 10 1177 03611981211016860 s2cid 237618523 external links edit official website source code video introduction to or tools v t e mathematical optimization software data formats mathematica mps nl sol modeling tools aimms ampl apmonitor eclipse clp gekko gams gnu mathprog jump lindo opl mathematica minizinc optimj pulp pyomo tomlab xpress mosel zimpl casadi solvers lp milp apopt antigone artelys knitro bcp clp cbc cplex fortmp gcg glop glpk glpsol gurobi optimizer highs lindo lp_solve loqo mathematica minos minto mosek nag scip soplex octeract engine symphony xpress optimizer qp miqp apopt antigone artelys knitro cbc clp cplex fortmp highs gurobi optimizer ipopt lindo mathematica minos mosek nag octeract engine scip xpress optimizer qcp miqcp apopt antigone artelys knitro cplex gurobi optimizer ipopt lindo mathematica minos mosek nag scip octeract engine xpress optimizer xpress nonlinear socp misocp artelys knitro cplex gurobi optimizer lindo loqo mathematica mosek nag scip xpress optimizer sdp misdp mathematica mosek nag nlp minlp aoa apopt antigone artelys knitro baron couenne galahad library gurobi optimizer ipopt lindo loqo midaco minos nag nlpqlp npsol scip snopt octeract engine worhp xpress nonlinear go antigone baron couenne xpress global mathematica lindo scip octeract engine cp artelys kalis comet cplex cp optimizer gecode mathematica or tools jacop xpress kalis list of optimization software comparison of optimization software v t e google free and open source software software applications chromium gemma openrefine tesseract programming languages carbon dart go sawzall frameworks and development tools amp angular angularjs beam bazel blockly brotli closure tools cpplint flatbuffers flutter ganeti gears gerrit glop grpc gson guava guetzli guice gvisor kubernetes leveldb libvpx lighthouse nacl namebench nomulus or tools polymer protocol buffers tensorflow v8 operating systems android chromiumos fuchsia glinux goobuntu related code in google llc v oracle america inc open source security foundation summer of code v t e google a subsidiary of alphabet company divisions ai area 120 atap brain china cloud platform energy google org crisis response registry subsidiaries active deepmind fitbit ita software jigsaw looker mandiant security operations owlchemy labs defunct actifio adscape akwan information technologies anvato apigee bandpage bitium bufferbox crashlytics dodgeball doubleclick dropcam endoxon flutter global ip solutions green throttle games greenborder gridcentric imageamerica impermium invite media kaltix marratech meebo metaweb neotonic software neverware nik software orbitera pyra labs quest visual reqwireless rightsflow sidewalk labs slicklogin titan aerospace typhoon studios urban engines vicarious viewdle wavii wildfire interactive youtube next lab and audience development group programs business groups computing university initiative contact lens content id crosscheck data liberation front data transfer project developer expert digikavach digipivot digital garage digital news initiative digital unlocked dragonfly founders award free zone get your business online google for education google for health google for startups living stories made with code news lab powermeter privacy sandbox project nightingale project nimbus project sunroof project zero quantum artificial intelligence lab rechargeit sensorvault silicon initiative solve for x street view trusted student ambassador program vevo youtube brandconnect youtube creator awards youtube select youtube original channel initiative year in search youtube rewind 2018 2019 events alphago versus fan hui alphago versus lee sedol alphago versus ke jie android developer challenge android developer day android developer lab cnn youtube presidential debates code in code jam developer day developers live doodle4google future of go summit g day hash code i o lunar x prize mapathon science fair summer of code world chess championship 2024 youtube awards youtube comedy week youtube live youtube music awards 2013 2015 youtube space lab youtube symphony orchestra infrastructure 111 eighth avenue android lawn statues androidland barges binoculars building central saint giles chelsea market chrome zone data centers geoeye 1 googleplex ivanpah solar power facility james r thompson center king s cross mayfield mall pier 57 sidewalk toronto st john s terminal submarine cables dunant grace hopper unity wifi youtube space youtube theater people current krishna bharat sergey brin co founder john doerr john l hennessy urs hölzle salar kamangar ray kurzweil neal mohan rick osterloh larry page co founder sundar pichai ceo ruth porat cio ram shriram former andy bechtolsheim vint cerf david cheriton matt cutts jeff dean david drummond alan eustace timnit gebru sanjay ghemawat al gore omid kordestani ann mather alan mulally paul otellini patrick pichette eric schmidt rajen sheth amit singhal shirley m tilghman hal varian rachel whetstone susan wojcicki criticism general censorship degoogle fairsearch google s ideological echo chamber no tech for apartheid privacy concerns street view youtube trade unions alphabet workers union youtube copyright issues incidents backdoor advertisement controversy blocking of youtube videos in germany data breach elsagate fantastic adventures scandal kohistan video case reactions to innocence of muslims san francisco tech bus protests services outages slovenian government incident walkouts 2018 youtube headquarters shooting other android apps april fools day jokes doodles doodle champion island games magic cat academy pac man easter eggs history gmail search youtube logo material design mergers and acquisitions development software a c accelerated linear algebra amp actions on google alts american fuzzy lop android cloud to device messaging android debug bridge android ndk android runtime android sdk android studio angular angularjs antigravity apache beam apis app engine app inventor app maker app runtime for chrome apps script appsheet arcore base bazel beyondcorp bigtable bigquery bionic blockly borg caja cameyo chart api charts chrome frame chromium blink closure tools cloud connect cloud dataflow cloud datastore cloud messaging cloud shell cloud storage code search compute engine cpplint d n dalvik data protocol data studio dialogflow exposure notification fast pair fastboot federated learning of cohorts file system firebase firebase studio firebase cloud messaging flatbuffers flutter freebase gadgets ganeti gears gerrit glop grpc gson guava guetzli guice gvisor gyp jax jetpack compose keyhole markup language kubernetes kythe leveldb lighthouse lmctfy mapreduce mashup editor matter mobile services namebench native client neatx neural machine translation nomulus o z open location code openrefine opensocial optimize or tools pack pagespeed piper plugin for eclipse polymer programmable search engine project shield public dns recaptcha renderscript safetynet sagetv schema org search console shell sitemaps skia graphics engine spanner sputnik stackdriver swiffy tango tensorflow tesseract test translator toolkit urchin utm parameters v8 virustotal visbug wave federation protocol weave web accelerator web designer web server web toolkit webdriver torso webrtc android major cupcake donut eclair froyo gingerbread honeycomb ice cream sandwich jelly bean kitkat lollipop marshmallow nougat oreo pie 10 11 12 13 14 15 16 version history smartphones automotive go devices things tv devices xr operating system chromeos chromeos flex chromiumos fuchsia glass os google tv glinux goobuntu wear os ml model bert chinchilla dreambooth gemini gemini robotics gemma imagen 2023 lamda palm t5 veo text to video model videopoet xlnet neural network efficientnet gato inception mobilenet transformer wavenet program alphadev alphafold alphageometry alphago alphago zero alphastar alphazero master muzero format codec aab apk av1 ilbc isac libvpx lyra protocol buffers ultra hdr vp3 vp6 vp8 vp9 webm webp woff2 languages carbon dart go sawzall search algorithm googlebot hummingbird mobilegeddon pagerank matrix panda penguin pigeon rankbrain domain name app dev google zip g co google by typeface croscore noto product sans roboto software search ai overviews knowledge graph safesearch scholar shopping images books ngram viewer ads ad manager admob ads adsense analytics chrome apps dinosaur game experiments remote desktop web store web gmail translate calendar docs sheets slides gemini workspace marketplace nano banana google fonts earth maps street view tenor safe browsing sites account dashboard takeout android android auto meet messages news play books games pass services waze gboard photos pay wallet pixel camera lens assistant authenticator classroom youtube kids music premium shorts studio tv vr other kaggle notebooklm input tools japanese fi wireless widevine hardware pixel phones pixel 2 3 3a 4 4a 5 5a 6 6a 7 7a fold 8 8a 9 pro fold 9a 10 pro fold 11 pro pro fold watch 2 3 4 tablets c slate tablet laptops chromebook pixelbook go buds nexus phones one s galaxy 4 5 6 5x 6p tablets 7 2012 10 7 2013 9 q player other consumer cardboard chromebook chromebox chromecast fitbit project iris nest smart speakers thermostat wifi play edition android one chromebit clips daydream liftware onhub enterprise glass sycamore processor tensor tensor processing unit titan security key android dev phone liquid galaxy project ara pixel visual core search appliance v t e litigation advertising feldman v google inc 2007 rescuecom corp v google inc 2009 goddard v google inc 2009 rosetta stone ltd v google inc 2012 google inc v american blind wallpaper factory inc 2017 jedi blue antitrust european union 2010 present united states v adobe systems inc apple inc google inc intel corporation intuit inc and pixar 2011 umar javeed sukarma thapar aaqib javeed vs google llc and ors 2019 united states v google llc 2020 epic games v google 2021 united states v google llc 2023 intellectual property perfect 10 inc v amazon com inc 2007 viacom international inc v youtube inc 2010 lenz v universal music corp 2015 authors g...
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