Zvatsanangurwa nezveWallace tools uye npm multi-folder installer

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Nzvimbo yemazuva ano yemazuva ano yenpm yakazara nezvinhu zvidiki zvinochengetedza maawa evagadziri vhiki rega rega, uye zvishandiso zvine chekuita neshoko rekuti "Wallace" muenzaniso wakanaka wekuti mapakeji akatarisana anogona sei kugadzirisa mashandiro akasiyana-siyana. Vanhu pavanotsvaga chimwe chinhu chakaita se "paquete npm wallace", vanogona kunge vachireva zvishandiso zvakasiyana: mugadziri wenpm ane maforodha akawanda anowanzobatanidzwa naMateo Wallace's. npmi.js, chishandiso chemurairo chinonzi wallace yekushanda neCSS, uye, mune imwe nzira yesainzi yakakura, chikuva chekutevedzera cheWallace chakashandiswa muR pakuongorora kugoverwa kwemarudzi. Kunyangwe vachigara munzvimbo dzakasiyana dzezvakatipoteredza, vese vanogadzirisa dambudziko guru rakafanana: kuita otomatiki mabasa anodzokororwa, akaoma kuita basa rakajeka, rinodzokororwa.

Kunzwisisa zvinoitwa nechimwe nechimwe chezvishandiso izvi, mashandisirwo azvo, uye kuti zvinokodzera papi muhurongwa hwemazuva ano hwekuvandudza kana hwekutsvaga kwakakosha kana uchida kusarudza mhinduro chaiyo yemapurojekiti ako. Muchinyorwa chino tichaongorora pfungwa yekuisa mafolda akawanda npm yakafarirwa ne npmi.js, tsvaga zita rekuti CLI utility yakatumidzwa sei wallace zvinopa zvekugadzirisa CSS, uye kubatanidza madotsi neWallace R package ye ecological niche uye species distribution modeling. Munzira, tichatsanangura kuisa, maitiro ekushandisa, sarudzo, uye mamiriro ezvinhu chaiwo, uye ticharatidza kuti zvishandiso izvi zvakasiyana sei kunyangwe tichigovana mazita akafanana.

Mafaira akawanda e-npm anoiswa ne npmi.js uye Wallace workflow

Imwe yemabasa anotora nguva yakawanda muJavaScript kana Node.js monorepo-style setup iri kushanda kakawanda npm install pamaforodha akawanda emapurojekiti. Kana uine maapplication akawanda, microservices, kana maekisesaizi ayo chimwe nechimwe chine chawo package.json, maitiro ekutanga anoitwa nemaoko anorwadza: vhura terminal, fambisa mufolda, gadzira npm install, mirira, chinja kuenda kudhairekitori rinotevera, mhanyisa murairo mumwe chete zvakare… uye ramba uchidzokorora kusvika wapedza.

Pfungwa iri shure kwemugadziri wemafolda akawanda akagadzirwa na npmi.js ndeyekuita otomatiki maitiro ese aya nekutarisa dhairekitori revabereki remapurojekiti ane package.json faira uye kuisa zvinoenderana nazvo zvese panguva imwe chete. Pane kubatanidza magoko akawanda woyeuka kuti ndeipi purojekiti yawakatogadzira, unongounganidza maforodha ako munzira yemubereki mumwe chete, womhanyisa murairo mumwe chete, worega chishandiso chichishanda zvasara. Maitiro aya anobatsira zvikuru kana kuiswa kweprojekiti yega yega kuchinonoka, semuenzaniso mumatemplate akazara kana maReact/Node backends akaremara.

Sezvineiwo, npmi.js inoburitswa se npm package yakagadzirirwa kuiswa pasi rose, saka unogona kuifonera kubva chero kupi zvako pane yako system. Kana yangoiswa, inoburitsa murairo weCLI, kazhinji npmijs, yaunogona kuita kubva kuterminal mukati medhairekitori revabereki rine mafolda epurojekiti imwe chete kana anopfuura. Chishandiso ichi chichatarisa mumafolda iwayo (uye nhanho diki yemadhairekitori) kuti chione kuti ndepapi package.json mafaira aripo uye anoshanda npm i munzvimbo imwe neimwe iyoyo.

Nekuti yakaiswa pasi rose, unogona kusimbisa kuti chishandiso ichi chinowanikwa pamuchina wako uchishandisa murairo wenguva dzose we npm wekunyora mapakeji epasi rose. Maitiro akajairika ndeekumhanya:

npm list -g

Mune rondedzero yemapakeji epasi rose, unofanirwa kuona chinyorwa chakafanana ne npmi.js@1.x.x, izvo zvinosimbisa kuti mugadziri wemaforodha akawanda akaiswa nemazvo uye akagadzirira kushandiswa. Kubva ipapo zvichienda mberi, hauchafaniri kunetseka nezvekuisa zvinhu zvinoenderana neprojekiti imwe panguva; unogona kudzokera kukodhi uku muchina wako uchitarisira basa rekugadzirisa mapurojekiti ese panguva imwe chete kana kuti zvakatevedzana, zvichienderana nekuti chishandiso ichi chinoshandiswa sei pasi pehood.

Mashandiro anoita npm multi-folder installer mukuita

Kana kuiswa kwepasi rose kwe npmi.js zvapera, mashandiro ezuva nezuva ari nyore nemaune: isa mapurojekiti ese aunofarira mudhairekitori remubereki mumwe chete, enda kumubereki iyeye ari muterminal yako, uye mhanyisa iyo npmijs command. Pakeji yacho inobva yaskena maforodha nemaforodha madiki ichitsvaga package.json mafaira nezvinokonzera npm i chero faira iroro rinowanikwa, zvichienderana nemitemo chaiyo yekudzika. Izvi zvinoreva kuti haudi mamwe mafaira ekugadzirisa kana kugadzika kweprojekiti yega yega; kuvapo kwe package.json chete zvakakwana kuratidza dhairekitori seprojekiti inoda kuiswa kwekuvimba.

Sarudzo huru yekugadzira ndeyekuti chishandiso chinongotarisa madhairekitori kusvika pakadzika kwakati (danho rimwe chete mupurojekiti yega yega), izvo zvinobatsira kudzivirira kudzika kusingaperi mumafolda akavharirwa uye kuita netsaona kuisa munzvimbo kana zvigadziriso zvekuyedza zvausina kuronga kubata. Mukati memiganhu iyoyo, zvakadaro, chishandiso ichi chinochinjika zvakakwana kuti chigone kubata mamiriro akajairika e-full-stack uye ekudzidzisa, uko purojekiti inogona kunge iine zvakasiyana client uye server maforodha madiki kana madhairekitori akawanda ekurovedza muviri mukati medura rekosi hombe.

Kuti uone kana maitiro ega ega akashanda nemazvo, unogona kungoongorora purojekiti yega yega mushure mekunge murairo wapera wotsvaga zvinhu zvakajairika zvekuisa npm. Izvozvo zvinowanzo sanganisira node_modules dhairekitori uye package-lock.json faira (kana kuti lockfile yakafanana, zvichienderana nepakeji yako yemaneja). Kuvapo kwavo kunoratidza kuti ma dependencies akatorwa ndokuiswa, saka purojekiti inofanira kunge yakagadzirira kushanda.

Zvinobatsira kufunga nezvechishandiso ichi semugadziri mudiki we npm install inoraira muboka rese remapurojekiti ane hukama, pane kutsiva npm pachayo. Pfungwa dzese dzekutarisira mapakeji dzichiri kubatwa na npm; npmi.js inongotarisira kufonera npm munzvimbo dzakakodzera, nenzira kwayo, uye pasina chikonzero chekuti utarisire basa rega rega kubva paterminal.

Nekuti chishandiso ichi chinogoverwa pasi peMIT License, wakasununguka kuchishandisa, kuchigadzirisa, uye kuchibatanidza muzvishandiso zvako wega usinganetseki nezvemarezenisi ane zvirambidzo. Kodhi iyi inochengeterwa paGitHub, kwaunogona kutarisa matambudziko, kutaura nezvezvikanganiso, uye kuona kwakazara. Mugadziri, Mateo Wallace, anopa nzvimbo dzekutaurirana dzakadai seGitHub, email, neLinkedIn, pamwe neportfolio yako uye nzvimbo yakatsaurirwa yekuchengetedza. npmi.js purojekiti, zvinoita kuti zvive nyore kugara uchiziva zviri kuitika kana kupawo rubatsiro pakuvandudza.

Muenzaniso wakadzama: kuongorora mafolda emapurojekiti akawanda

Kuti unzwisise chaizvo maitiro emugadziri wemafolda akawanda, fungidzira dhairekitori revabereki rinonzi Parent-Directory ine maforodha mashanu akasiyana epurojekiti: Project-1 kuburikidza Project-5. Imwe neimwe yemaforodha aya inomiririra mamiriro akasiyana aungasangana nawo mubasa rekugadzira zvinhu, kubva pane imwe chete yakatwasuka package.json setups kune zvivakwa zvakaomarara uye kunyange madhairekitori asina chinhu zvachose.

Muchiitiko chekutanga, Project-1 ine rimwe chete package.json zvakananga pamudzi wayo. Paunomhanya npmijs mukati Parent-Directory, chishandiso chinoziva izvozvo Project-1 ipurojekiti yeNode.js inoshanda, saka inopinda mufolda iyoyo yoita npm iNekuda kweizvozvo, ma dependencies akaiswa ipapo, uye uchaona a node_modules dhairekitori nefaira rekukiya zvinoonekwa mukati Project-1.

Nyaya yechipiri, Project-2, yakaoma kunzwisisa, nekuti ine package.json pamudzi, asiwo zvimwe package.json mafaira ari mukati client/ uye server/ maforodha madiki. Mumamiriro ezvinhu aya, mugadziri wemafolda akawanda anoona tsananguro dzese nhatu dzemapakeji: imwe iri pamudzi wepurojekiti uye imwe iri mune imwe neimwe yemadhairekitori maviri. Saka inomhanya npm i katatu: kamwe chete muforodha guru reprojekiti, kamwe chete mukati client/, uye kana wangopinda server/Iyi pateni inonyatsoratidza marongerwo akajairika e-full-stack kana microservice-style, uko zvikamu zvepamberi nepashure zvinochengetwa mumaforodha akasiyana.

ne Project-3, hapana package.json padanho repamusoro, asi kune mafaira maviri akadaro mukati memaforodha madiki /Solved uye /Unsolved. Iyo utility inoziva maitiro ekutarisa dhairekitori rimwe chete zvakadzama mufolda yega yega yepurojekiti, saka inowana iyo yakakomberedzwa package.json mafaira, anopinda madhairekitori ese ari maviri, uye anomhanya npm i mukati /Solved uye /UnsolvedMaitiro aya akajairika mumabhuku ekudzidzisa, uko dhairekitori rega rega rinomiririra chiitwa chakasiyana kana scaffold yemhinduro ine runyorwa rwayo rwekuvimba.

Purojekiti yechina, Project-4, inotsanangurwa zvakananga kuratidza kudzikira kwehudzamu hwescan. Pano, hapana package.json padanho rekutanga reprojekiti uye hapana mu /subFolder dhairekitori, asi pane faira repakeji mukati /subfolder2, iyo iri mukati mehurongwa. Nekuti mugadziri anongogumira pakuongorora nhanho imwe chete yefolda kubva pamudzi wega wega wepurojekiti, haisviki /subfolder2Nekuda kweizvozvo, hazvibatsiri zvachose Project-4kunyangwe pakupedzisira paine package.json zvichidzika. Kuchinjana uku kunokudzivirira kubva mukusafamba netsaona mumiti ine matendere akadzika uku uchichengetedza maitiro ako achifanotaurwa.

Pakupedzisira, Project-5 haina package.json chero kupi zvako mukati medanho rinoongororwa nechishandiso. Kana zvakadaro, mugadziri wemaforodha akawanda anongorega kutevedzera forodha uye haatore matanho. Iyi inguva yakachengeteka, kubva pakushanda npm install mudhairekitori risina tsananguro yepakeji hazvingaite zvine musoro uye zvinogona kukonzera kuvhiringidzika.

Uchibatanidza nyaya idzi dzese, unowana muenzaniso wakajeka wepfungwa wekuti chishandiso chinobata sei: chinotarisa dhairekitori rega rega remwana riri pedyo nedhairekitori revabereki, uye chinotsvaga kana paine package.json pamudzi uye imwe nhanho ichidzika, uye inomhanya npm i chero kwainowana faira rakadaro. Chero dhairekitori risingaburitse pachena package.json mukati mehudzamu hwekutsvaga ihwohwo zvinobudirira kudarikwa, izvo zvinoita kuti maitiro ese arambe achishanda zvakanaka uye achidzorwa.

Iyo Wallace CLI yeCSS: mashandisirwo uye sarudzo

Kunze kwe multi-folder npm installer yakabatana nezita rekuti Wallace, kunewo command-line utility inonzi wallace iyo inotarisa pakushanda nemafaira eCSS. Kunyange hazvo maitiro chaiwo achienderana nekushandiswa kwacho, iyo dhairekitori interface inotiudza zvakawanda nezvekuti yakagadzirirwa kushandiswa sei mumabasa ezuva nezuva. Ichi chishandiso cheCLI chaunoshandisa kubva paterminal, uchichipa nzira kuenda kumafaira eCSS kana kupinza zviri mukati meCSS kuburikidza ne standard input, uye chinogona kuita kuti mhedzisiro yacho ive tafura inoverengwa nevanhu kana seJSON.

Maitiro ekutanga echishandiso acho ari nyore kwazvo: unofona wallace inoteverwa nenzira inoenda kufaira reCSS raunoda kuongorora kana kugadzirisa. Semuenzaniso, murairo wakajairika ungaratidzika seizvi:

$ wallace path/to/styles.css

Pamusoro pekuverenga kubva pafaira, chirongwa ichi chinogonawo kuverenga CSS inopihwa kuburikidza ne standard input, zvinoreva kuti unogona kuisanganisa nemamwe maturusi emirairo akadai se cat or curl. Semuenzaniso, unogona kunge uine faira reCSS remunharaunda raunopinza zvakananga muchishandiso usingatarise nzira yefaira senharo:

$ cat style.css | wallace

Imwe nzira yakajairika ndeyekutora CSS kubva kuwebhu server uchishandisa curl uye kuitumira zvakananga mu wallace CLI yekuongorora kana kugadzirisa. Izvi zvinonyanya kubatsira kana uchida kuongorora masitayipi anopihwa nenzira inoshanduka kubva kuseva yekuvandudza kana nzvimbo yekutarisa. Muenzaniso wemirairo ungave:

$ curl http://localhost/css/style.css | wallace

Chishandiso ichi chinopa sarudzo yekudzora fomati yekubuda kuburikidza ne --json mureza, unoudza chirongwa kuti chibudise JSON pachinzvimbo petafura ine chimiro chakanyatsojeka. Izvi zvinoreva kuti unogona kuisanganisa muzvishandiso zvakakura kana ma script e automation anoongorora kubuda kwayo muchirongwa, semuenzaniso muNode.js kana Python. Mashandisirwo akajairika esarudzo iyoyo anoita se:

$ wallace path/to/styles.css --json

Kana uchida rubatsiro kana kuyeuchidzwa nekukurumidza nezvesarudzo dziripo, chishandiso ichi chinopa mureza wakatsaurirwa, --help (kana fomu pfupi -h), iyo inodhinda tsananguro yemurairo uye ma parameter anozivikanwa. Maitiro aya anoenderana nemisangano yeUnix-style CLI, saka unogona kutarisira kuona diki diki rekushandisa, runyorwa rwesarudzo, uye mienzaniso paunomhanya:

$ wallace --help

Kunyangwe mashandiro ari pasi pechinyorwa ichi achigona kusiyana zvichienderana neshanduro chaiyo, chokwadi chekuti inogamuchira CSS kuburikidza nenzira dzemafaira uye stdin, uye inogona kuburitsa matafura ese neJSON, chinoratidza kuti yakagadzirirwa kushanduka-shanduka zvakakwana kune vese vanogadzira mapurogiramu ezuva nezuva uye mapipelines otomatiki. Unogona kuishandisa zvakananga muterminal yako panguva yekugadzira, kana kuibatanidza muzvinyorwa zvekuvaka uye masisitimu ekubatanidza anoenderera mberi anoda mishumo inoverengwa nemuchina nezvezviri muCSS.

Wallace muR: modular niche uye species distribution modeling

Kunze kwenyika yeNode neCLI, zita rekuti Wallace rakabatanidzwawo kune R package ine simba inopa hurongwa hwemhando yepamusoro, hunodzokororwa hwemuenzaniso wekugoverwa kwemhando dzezvakatipoteredza uye mhando dzezvisikwa. Iyi application yeWallace yakavakirwa pamusoro pe shiny, izvo zvinoita kuti ive puratifomu inodyidzana apo vashandisi vanogona kufambira mberi kuburikidza nechikamu chimwe nechimwe chekuongorora kuburikidza ne graphical interface, pane kunyora kodhi yese yeR nemaoko. Yakatarisana nekubatsira vaongorori nevanoita hunyanzvi kuratidza uko mhando dzinogona kuitika zvichibva pane zvinoshanduka zvakatipoteredza uye zvinyorwa zvekucherechedza.

Chishandiso cheWallace R chinotungamira vashandisi nhanho nhanho, kutanga nekuwana data rezvinoitika zvemarudzi uye zvinofanotaura zvakatipoteredza, kuenderera mberi nekuongororwa kwemuenzaniso, uye kupedzisa nekuona fungidziro pamepu inodyidzana. Nemamwe mashoko, inosanganisira mafambiro ese ebasa ayo aizoda kujairana zvakadzama nemapakeji akawanda eR uye maturusi ekugadzirisa mamiriro enzvimbo, zvichipa magumo akabatana ekumberi anoronga zvikamu izvozvo nenzira yakajeka.

Dzidziso yakakura, kana kuti vignette, inopihwa pawebhusaiti yeGitHub Pages yepakeji, ichipa vashandisi ruzivo rwakadzama rwezvinhu zvakakosha uye mafambisirwo ebasa akajairika. Rugwaro urwu runowanikwa pa URL https://wallaceecomod.github.io/wallace/articles/tutorial-v2.html, kwaunogona kudzidza kurodha data rezviitiko, kusarudza ma raster ezvakatipoteredza, kuenzanisa mamodheru, uye kududzira mamepu nenhamba zvakakodzera zvinobva.

Kuburitswa kwazvino kwatsanangurwa ivhezheni 2.2.0, iyo inotarisa R vhezheni 3.5.0 zvichikwira uye inoenderana nemapakeji akati wandei akakosha kuti ipe kugona kwayo kudyidzana uye nzvimbo. Semuenzaniso, pasuru yacho inoda shiny (vhezheni 1.6.0 kana kuti gare gare) kuti ishandise web-based interface uye leaflet (vhezheni 2.0.2 kana kupfuura) kuratidza mamepu anodyidzana anoratidza nzvimbo dzekuitika kwemarudzi uye nzvimbo dzekufanotaura.

Kuwedzera kune zvayakanakira, Wallace inotumirawo maR package akawanda anobata nekushandisa data, kuona, kushanda kwenzvimbo, uye mabasa e ecological modeling. Zvinhu zvinozivikanwa zvinopinzwa munyika zvinosanganisira dplyr (≥ 1.0.2) yemabasa ekugadzirisa data, DT (≥ 0.5) yematafura anodyidzana, uye ecospat (≥ 4.0.0) yekuongorora kwakakosha kwezvakatipoteredza. Inobatanidzawo ne ENMeval (≥ 2.0.5) yekuongorora modhi, geodata yekugadzirisa madata enzvimbo, leafem uye leaflet.extras (≥ 1.0.0) yemabasa epamusoro ekugadzira mepu, uye isingakuvadzi mapaipi magrittr pakiti.

Iyi package inovimbawo nezvinhu zvakati wandei zvakakosha pakuronga mapurogiramu ekuverenga nekunyora uye kutsvagurudza kunodzokororwa muR, zvakaita se markdown, rmarkdown, uye knitcitations, izvo zvinobatsira nekunyora, kunyora mishumo, uye manejimendi ekunyora zvinyorwa. Zvimwe zvinhu zvinopinzwa kunze kwenyika zvinosanganisira methods, RColorBrewer yemavara emhando dzakasiyana, rJava, rlang, sf (zvinhu zviri nyore zvedata remazuva ano renzvimbo), shinyalert, shinyjs, uye shinyWidgets (≥ 0.6.0) yekuvandudza nzira yekubatanidza mushandisi. Pakutsvaga nekuonda kwemarudzi emhuka, package iyi inobatanidza spocc (≥ 1.2.0) uye spThin, uye pamabasa ekudzvanya, inoshandisa zip.

Kunze kwezvinotengeswa kunze kwenyika, Wallace anokurudzira muunganidzwa wakakura wemamwe mapakeji ekuwedzera kugona kwayo kana kutsigira mabasa ekuyedza uye ekuwedzera. Mapakeji aya anokurudzirwa anosanganisira ade4, BIEN, dismo, glue, jsonlite, knitr, mapview, maxnet, occCite, predicts, rangeModelMetadata, raster, rgbif (≥ 3.3.0), sp, terra, testthat, uye toolsKunyange zvazvo zvisiri zvese izvi zvinonyatsodiwa, zvinowedzera mashandiro azvo uye zvinobatsira pakuvaka mamodheru akasimba, kuona, kubata metadata, uye kuyedza otomatiki.

Pakeji yeWallace yakaburitswa pasi peGPL-3 rezinesi uye inowanikwa paCRAN, ine macheki anoenderana nezvinhu zvakaita seREADME neNEWS file zvichiratidza shanduko mushanduro dzakasiyana. DOI inopihwa sechitupa chepamutemo (10.32614/CRAN.package.wallace), uye ruzivo rwakatsaurirwa rwezvinyorwa zvekunyora runowanikwawo. Webhusaiti yepamutemo yepurojekiti iyi http://wallaceecomod.github.io/wallace/, uye kuongororwa kweCRAN kunogona kuongororwa pasi pechikamu che "wallace results" chakabatana kubva papeji reCRAN.

Rondedzero yevanyori yakakura uye inoratidza kushanda pamwe chete kwevaongorori nevagadziri vezvinhu zvakasiyana-siyana mu ecology, data science, uye software development. Vanyori venyaya iyi vanosanganisira Bethany A. Johnson, Daniel F. Lopez-Lozano, Jamie M. Kass, Gonzalo E. Pinilla-Buitrago, Andrea Paz, Valentina Grisales-Betancur, Dean Attali, Matthew E. Aiello-Lammens, Cory Merow, Mary E. Blair, Robert P. Anderson, Sarah I. Meenan, Olivier Broennimann, Peter J. Galante, Brian S. Maitner, Hannah L. Owens, Sara Varela, Bruno Vilela, naRobert Muscarella. Mary E. Blair ndiye muchengeti uye munyori anoenderana nebhuku iri (anogona kutaurwa naye pa mblair1 at amnh.org), kuve nechokwadi chekuti chirongwa ichi chinoenderera mberi uye chinotsigirwa.

Kubva pamaonero emushandisi, application yeWallace R inoonekwa zvakanyanya nekuti inosanganisa nzira yakaoma yekushanda—kubva pakuwana data kusvika pakuona mafambiro ebasa—kuenda kunzvimbo imwe chete, inodzokororwa, uye inodyidzana. Izvi zvinoita kuti zvinyanye kukwezva kune vanoita mabasa avo vangave vasiri nyanzvi dzeR programmers asi vachiri kuda nzira dzakasimba, dzakajeka dzekugadzirisa mamiriro ekunze dzinotevera nzira dzakanakisisa dzekugadzira mafomu ekuchengetedza ezvakatipoteredza uye kuongorora kugoverwa kwemarudzi.

Kunyangwe zvishandiso zvine chekuita ne npm ne R package zvichishanda munzvimbo dzakasiyana zvachose dzehunyanzvi, zvine pfungwa imwechete: kupatsanura mabasa akaomarara, ane matanho akawanda kuita maitiro anotungamirirwa, anodzokororwa anobatsira vashandisi kutarisa zvakanyanya pamibvunzo yavo ye domain uye kusanyanya pakuisa pombi dzemvura padanho rakaderera. Kunyangwe uri kuisa zvinhu zvinoenderana nemapurojekiti mazhinji eNode, kuongorora CSS kubva kumafaira kana mawebhusaiti, kana kugadzira mamodheru enzvimbo, zvishandiso zveWallace zvine chinangwa chekushandura basa rakashata, rinodzokororwa kuita chimwe chinhu chinogoneka.

Kunzwisisa mamiriro ezvinhu akapoteredza izwi rekuti "paquete npm wallace" zvinoreva kuziva kuti kune maturusi akati wandei akabatana asi akasiyana, rimwe nerimwe rakanangana nerudzi rwakasiyana rwekushanda otomatiki. Iyo npm installer ine mafolda akawanda inoita kuti zvive nyore kugadzirisa kuvimba mumapurojekiti mazhinji eJavaScript, iyo wallace CLI inopa nzira inochinjika yekugadzirisa CSS nezvinobuda zvinoverengwa nevanhu nemuchina, uye Wallace R application inopa puratifomu inochinjika kubva pakutanga kusvika pakupedzisira yekuenzanisira kugoverwa kwemarudzi ine ecosystem yakapfuma yemapakeji anotsigira. Pamwe chete, zvinoratidza kuti zvishandiso zvakagadzirwa zvakanaka zvinogona kuderedza sei kusawirirana mukugadzirwa kwesoftware uye kutsvagurudza kwesainzi.