I-Intanethi yeZinto ecosystem ikhula ingaqwalaselwanga, kwaye isoftware yomthombo ovulekileyo idlala indima ephambili. Ukusuka kwiiplatifti ze-IoT ukuya kwizixhobo zedatha kunye neemodeli ze-AI zomdaKukho uluhlu lweenketho ezikuvumela ukuba wakhe izisombululo ezinamandla kunye neendleko ezifanelekileyo kunye nokuguquguquka okukhulu. Ukuba ucinga ukuba yeyiphi itekhnoloji oza kuyamkela, nasi isikhokelo esipheleleyo nesisebenzayo esinolwazi olufanelekileyo.
Ngaphambi kokuba singene kumxholo, kubalulekile ukucacisa ezinye iikhonsepthi. "Umthombo ovulekileyo" awufani ncam "nesoftware yasimahla"Kwaye ukhetho phakathi kwesakhelo somthombo ovulekileyo okanye iqonga lesiko linokwenza wonke umahluko kukhuseleko, iindleko, kunye nokuvela kweprojekthi yakho. Ngaphaya koko, ukuba usebenza ngezixhobo ezicinezelekileyo, uya kuba nomdla wokwazi ukuba zeziphi iimodeli ze-AI ezikhaphukhaphu eziqhuba kakuhle emphethweni.
Isoftware yasimahla vs. isoftwe yomthombo ovulekileyo
Amagama ahlala ebhidekile, kodwa anee-nuances ezibalulekileyo. Isoftware yasimahla ibeka phambili iinkululeko zabasebenzisiInkululeko yokuqhuba, ukufunda, ukulungisa, kunye nokusasaza ngokutsha inkqubo, kunye neenkululeko ezine zeFSF njengengqwalasela yayo engundoqo. Umthombo ovulekileyo, kwelinye icala, ugxininisa ukufumaneka kwekhowudi yomthombo wokujonga, ukuguqula, kunye nokusabalalisa. nangona iilayisensi zinokubeka imiqathango malunga nokwabiwa kwakhona okanye utshintsho kwaye ungasoloko ufuna iinjongo ezifanayo njengentshukumo yesoftware yasimahla.
Ngamanye amazwi, Ingqwalasela yesoftware yasimahla ikumalungelo omsebenzisiNgelixa umthombo ovulekileyo ugxile kwikhowudi evulekileyo kunye nentsebenziswano, kukho ukugqithelana, ngokuqinisekileyo, kodwa ifilosofi kunye neenjongo zabo azifani.
Yintoni kanye iqonga le-IoT?
Iqonga le-IoT ngumqolo odibanisa izixhobo, idatha, kunye nezicelo. Ibonelela ngeziseko ezingundoqo kunye neebhloko zokwakha ukuphuhlisa inkonzo yakho: unxibelelwano kunye nezixhoboUlawulo kunye nokubonelela, ukhuseleko, ukuhlanganiswa kwamafu, kunye nezixhobo zokuhlalutya, phakathi kwabanye. Kwimeko, Ikuvumela ukuba ugxininise kwimisebenzi yezoshishino ngaphandle kokubuyisela ivili kuqhagamshelwano kunye nokusebenza.
Iimodeli ze-AI ezikhaphukhaphu kumda we-IoT
Ekuphunyezweni komda ngememori ephuculweyo, ibhetri, kunye neCPU, Iimodeli ezixineneyo nezisebenzayo zenza wonke umahlukoAbanye abagqamayo kwibhalansi yabo phakathi kobukhulu kunye nezakhono zezi: Meta Llama 3.1 8B (ubuchule beelwimi ezininzi kunye nokusebenza), i-GLM-4-9B-0414 (iifowuni zokusebenza kunye nokudibanisa kunye nezixhobo) kunye ne-Qwen2.5-VL-7B (i-multimodal intelligence enombono). Ezi ndlela zingundoqo ekwenzeni izigqibo zasekuhlaleni ngaphandle kokuhlala kuxhomekeke kwilifu.
Umthombo ovulekileyo wamaqonga e-IoT kunye nezihloko ezinxulumene nazo
IsixhoboHive
I-DeviceHive inikezela ngesakhelo se-M2M sokudibanisa izixhobo kunye nokulawula iinkonzo zefu ngokugxila kwiDatha enkulu. Ibandakanya iphaneli yewebhu elula kakhulu. ukwenza uthungelwano, ukusebenzisa imithetho yokhuseleko kunye nokubeka iliso, kunye neeprojekthi zeesampuli kunye nomzekelo wovavanyo lwe-intanethi. Isindululo sabo sibandakanya ibhulorho phakathi kwamafu, iinkqubo ezizinzisiweyo kunye nee-apps eziphathwayo ngendlela elungeleleneyo ngokufanelekileyo.
ThingThetha
I-ThingSpeak, edityaniswe ngokusondeleyo ne-MathWorks, igqamile kuhlalutyo lwayo isebenzisa iMATLAB kufutshane nedatha yesivamvo sexesha lokwenyani. Phakathi kwemisebenzi yayo Oku kubandakanya ukuhlanganiswa komlambo ophilayo kunye nohlalutyo, ukurekhodwa kweziteshi zoluntu zokusetyenziswa ngasese, ukwabelana ngesiteshi, ukubonwa, ukuhlaziywa nge-REST API kunye ne-MQTT, izixhobo ze-MATLAB ze-intanethi, kunye izilumkiso ngeTimeControl zibangelwe ziziganeko.
umsinga omkhulu
I-Mainflux yi-stack ye-Golang ekhanyayo ngokudibanisa kunye nokulawula kwayo. Ixhasa iHTTP, MQTT, WebSocket kunye neCoAPIbandakanya ukubonelela kunye nolawulo lwesixhobo, ukusasazwa kweDocker, kunye ne-Kubernetes orchestration. ukhuseleko ngokusebenzisa amaqhosha e-API anokuzenzela kunye neJWT ngokufikelelakwaye inceda ukunciphisa i-OPEX. Inokufakwa kwindawo, kwindawo edibeneyo, okanye kwilifu.
Into.io
I-Thinger.io liqonga lelifu elinokuthunyelwa kusetyenziswa izitya zeDocker. Idibanisa iindidi ezininzi ze-hardware. (I-Arduino IDE, iLinux, iSigfox, iibhodi ze-ARM Mbed), inikezela ngekhonsoli yokulawula esebenziseka lula, ukusasaza kwii-websockets, iideshibhodi zedatha yexesha langempela, I-iOS kunye ne-Android zokusebenza zeselula kunye nee-automation ze-IFTTT zezixhobo ezininzi. Nangona ukubonakala kwayo kungeyona nto inomtsalane kakhulu, Indlela yabo "yenkqubo esebenzayo" yeyona nto inamandla abo..
Google Cloud IoT
Nangona ingengomthombo ovulekileyo unjalo, iqonga likaGoogle libonelela ngamaqhekeza aluncedo kulwakhiwo lwe-IoT oluqhagamshelweyo. Sebenzisa ibhulorho ye-MQTT Ukudibanisa, idibanisa kwi-balancer yenethiwekhi ye-proxy yangaphandle. Ii-apps ze-IoT zinokusebenzisa idatha ngePub/Sub okanye zisebenzise iDathaflow's MQTT isiqhagamshelo, ngelixa inkqubo ibonelela. iinkonzo eziphambili zolawulo: iziqinisekiso, uqinisekiso kunye nogunyazisoUkucwangciswa kwesixhobo kunye nokubhaliswa, injini yemithetho, kunye nolawulo lohlaziyo nazo ziyimpawu eziqhelekileyo. Amawele edijithali, izilumkiso kunye nezibalo kwi-ecosystem yayo.
Indawo evulekileyo
I-OpenRemote iququzelela ukudityaniswa kwabadibanisi, abavelisi, kunye nolawulo olunemigaqo efana neHTTP, SNMP, MQTT, okanye iBluetooth. Amandla akho Zibandakanya imephu kunye neembono ze-asethi, imodeli ye-asethi eneentlobo ezichazwe ngumsebenzisi, imodeli-ehlengahlengiswayo ye-arhente yeprothokholi, ujongano lomzobo lwemithetho ye-IF-THEN, iideshibhodi, unxibelelwano phakathi kweziganeko zoMda kunye nendawo ephakathi kunye nolawulo lwabaqeshi abaninzi. Iyasebenza kwi zithuthiamandla, ulawulo oludibeneyo, izakhiwo, izixeko, izikhululo zeenqwelo moya okanye ukhathalelo lwempilo.
Vula umthombo okanye iqonga lesiqhelo?
Nangona iiplatifomu ezininzi ezivulekileyo zinokubonakala zifana kwiphepha, ukhetho luxhomekeke kwiinjongo, uhlahlo lwabiwo-mali, umngcipheko kunye neqela. Umthombo ovulekileyo wonga ixesha kwaye ubonelela ngokuguquguqukaNangona kunjalo, ayikho ngaphandle kwemiceli mngeni yayo: iminikelo yomgangatho ongalinganiyo, ukugcinwa okubuthathaka kunye nokhuseleko, kunye nobumfihlo bedatha obubaluleke kakhulu. iindleko azisoloko ziphantsi kunye neseti yeempawu eziqhelekileyo ezinokuthi zingahambelani ngokugqibeleleyo neenjongo zakho. Ngaphezu koko, Aziqhelekanga kubasebenzisi abangenamava.
Xa ukhetha iqonga lesiko, ingxabano ephambili kulawulo. Yiba nobuchule obupheleleyo boyilo, ukhuseleko, kunye nokusebenza Ivumela ukudityaniswa kunye neenkqubo ezikhoyo, ukutywina ukukhuselwa kokuphela ukuya ekupheleni, kunye nokwandisa ukusebenza, ukuthembeka, kunye nokulinganisa. Le ndlela, xa isetyenziswe kakuhle, yandisa imbuyekezo kwaye ulungiselele isisombululo sakho ukuze ukhule kwindawo eguqukayo ngokukhawuleza.
Isisombululo se-eManager kunye ne-suite yezixhobo
I-eManager yenziwe njengomlawuli we-IoT wezoshishino kwiingcali zesoftware ezifunayo izinto ezininzi, ezininzi zeprotocol apho ukuphumeza iiprojekthi ngokulula. Indawo yabo yokugcina iqokelela uluhlu oluPhezulu lwe-8 lokufumana, ukubonwa, kunye nesoftware yokugcina, eyenzelwe beka iimeko zehlabathi lokwenyani kwimveliso khawuleza
Ukufumana kunye nokubonwa
I-Chirpstack ibonelela ngesitaki esipheleleyo somthombo ovulekileyo wothungelwano lwe-LoRaWAN ngoguqulelo lomyalezo, ukudityaniswa kwamafu, ulawulo lwezempilo, uluhlu lwezinto, ukusebenza kwabenzi boluvo kunye nokuthunyelwa kwedatha kwizixhoboInika ujongano lwewebhu kubasebenzisi, imibutho, ii-apps, kunye nezixhobo, kwaye iveza i-gRPC kunye ne-REST APIs. Idatha inokuhamba nge-MQTT/HTTP kwaye ibhalwe kwi-InfluxDB.
I-Node-RED, ngokwenxalenye yayo, yimela yoMkhosi waseSwitzerland ye-IoT yokuququzela ukuqukuqela ngekhowudi encinci. Ukucwangcisa kwayo okubonakalayo kwenza kube lula ukudibanisa i-hardware, ii-APIs, kunye neenkonzo kwaye uyiguqule ngexesha lokwenyani, iyenze ibe lolona khetho luphezulu kwiShishini 4.0. Ukuba ujonge i-agility ngaphandle kwegophe lokufunda elinyukayo, Yinto ekufuneka ubenayo..
I-TICK stack idibanisa i-Telegraf (i-metrics kunye ne-arhente yeziganeko), i-Kapacitor (i-real-time processing) kunye ne-Chronograf (i-InfluxData interface), kunye ne-InfluxDB njengesiseko sayo. Ngokudibeneyo benza isisombululo sokugqibela ukubamba, ukubeka esweni, ukubona kunye nokwenza i-automate kuthotho lwexesha ngokubhala okunzima kunye nomthwalo wemibuzo.
IGrafana igqibezela isangqa sokubonwayo ngeedeshibhodi ezityebileyo kunye nezilumkiso. Ifanelekile ekuxhaseni idatha ye-InfluxDB. kunye neminye imithombo, ukwakha iidashbhodi ezinomtsalane ngaphandle kweengxaki. Ukuba ufuna ukufumanisa iipateni okanye izinto ezingaqhelekanga ngamehloNali ihlakani lakho.
Yolwazi
I-InfluxDB, ngaphakathi kwesitaki se-TICK, yenzelwe uthotho lwexesha: Ukubhala okuninzi, imibuzo ekhawulezayoUkubeka iliso, iimetrics, izinzwa, kunye nohlalutyo lwexesha lokwenyani. Xa umzuzwana ngamnye ubala, ulwakhiwo lwayo lwenza umahluko.
UMariaDB uzuze okona kulungileyo kweMySQL kwaye yongeza uphuculo: i-caching kwimibuzo enzimaUlawulo lonxibelelwano olutsha, ukufikelela kwiqela, kunye nenkxaso yoluhlu oluphezulu kunye nezakhiwo. Ukuba uvela kwi-MySQL ecosystem, Uya kuyifumana iqhelekile kwaye inamandla.
I-PostgreSQL luphawu kuvimba wolwazi ovulelekileyo wonxibelelwano, kunye ne-concurrency ephezulu, iintlobo ezahlukeneyo zedatha, ukuqhelaniswa kwento kunye nokuhambelana kweqonga. Ixhasa i-SQL yedatha yobudlelwane kunye ne-JSON yedatha engeyiyo yobudlelwane., eyenza ibe bhetyebhetye kakhulu kwiiprojekthi ezixubileyo.
I-SQLite ilungele iinkqubo ezizinzisiweyo kunye ne-hardware ethobekileyo: ilula, iyasebenza kwaye iyakhawuleza kugcino lwasekuhlaleni olungantsonkothanga. Xa isixhobo isesona nkxalabo kwaye izixhobo zilinganiselwe, Ikukhupha kwiindawo ezixineneyo..
Yintoni entsha kwi-suite
Uluhlu lwe-eManager luhlaziye isofthiwe yalo kwi-Node-RED 2.1.4 kunye ne-Yocto Dunfell, idibanisa neprotocol ye-UPnP kunye nolunye uphuculo. Uzuza ekusebenzeni, ukuhlaziya ukhuseleko, ukulungisa iimpazamo, kunye nokungenaukucokisa amava okufuna ukuthunyelwa kwamashishini. Ukuba ufuna iinkcukacha ezingakumbi, jongana namaxwebhu asemthethweni kwaye uhlale usexesheni ngencwadana yabo.
Umthombo ovulekileyo: ibandakanya ntoni kwaye kutheni ibalulekile
Sibiza umthombo ovulekileyo nasiphi na isixhobo esinekhowudi yomthombo epapashwe kwaye inokujongwa, ilungiswe, kwaye isasazwe ngokutshaOku kuvumela uphuhliso lwentsebenziswano kunye noluselubala apho uluntu lunikela ngolungiso lweempazamo, iimpawu ezintsha, kunye nokuphuculwa komgangatho. Iilayisenisi zivumela oku kusetyenziswa. ukukhuthaza ukusungula kunye nokuziqhelanisa kwiimfuno ezithile.
Kukho imizekelo emininzi: iLinux kwiinkqubo zokusebenza, iMozilla Firefox kwizikhangeli, okanye iLibreOffice kwiisuti zeofisi. Ipateni iphinda-phindaXa kuvela ingxaki enkulu kwaye kungekho sisombululo, iprojekthi evulekileyo ibonakala iyilungisa.
Ifakwe kwimithombo yemithombo evulekileyo yedatha, i-backend, kunye nokunye
1) Apache Hudi
I-Hudi inikezela ngesakhelo sexesha langempela lokugcina elongezelelweyo kunye nokucubungula phezulu kweHadoop kunye ne-Spark. Ugxininiso lwabo kukuphazamiseka, ukucima, kunye nokunyuka Oku kuyenza igqibelele ukungenisa idatha eqhubekayo kunye nohlalutyo olusebenzayo; iyahambelana namachibi edatha kunye nezindlu zamachibi, ezivumela imibuzo ye-latency ephantsi kwimiqulu emikhulu. Idibanisa neSpark, Flink, Presto, StarRocks, okanye iAmazon Athena.
2) Apache Iceberg
I-Iceberg ibonelela ngefomathi yetheyibhile yokuthengiselana ngokubhala kweathom, izifinyezo, ufundo oluphuculweyo kunye nokwahlulahlula/ukuhlelwaIsebenza kunye neSpark, Hive, Presto kunye nezinye iinjini (ClickHouse, Dremio, StarRocks), ukusombulula I-HDFS/i-Hive bottlenecks kwiiseti zedatha ezinkulu kunye nokuququzelela i-evolution yesikimu, ukucutha kunye nokubuyisela umva.
3) Apache Superset
I-Superset liqonga lokuhlalutya lokuzisebenzela ekufuneka amaqela amaninzi alilinganise. Qhagamshelana neSQL, iindawo zokugcina idatha kunye namachibi edathaInika umakhi wetshathi kunye ne-SQL IDE, kwaye ixhasa yonke into ukusuka kwiitshathi zebha kunye neepayi ukuya kwimbonakalo ye-geospatial ephezulu. Ukuba iprojekthi yakho inecandelo elomeleleyo le-BI, Ikongela ixesha kunye neentloko..
4) Bun
I-Bun igxininisa kwisixhobo esinye sexesha lokusebenza, umphathi wephakheji kunye ne-package ye-server-side JS. Amandla ayo amakhulu kukusebenza (enkosi ngokuyinxalenye kwiZig) kunye namava adibeneyo, okwenza kube yinto enzulu kwiNode kunye neDeno. Ukuba unomdla wokucheba imizuzwana kwi-CLI kunye namaxesha okwakha, Yenza i-spin.
5) Claude 2
Lo mncedisi we-Anthropic uphatha iimeko ezinkulu (ukuya kuthi ga kwi-100.000 iithokheni) kwaye uyilo ngokutyibilikayo okanye uguqule umbhalo kwiilwimi ezininzi. Ungashwankathela, ukhuphe, ubhale kwakhona, kwaye uphendule isekelwe kumxholo, kwaye iqonda iilwimi eziqhelekileyo zokucwangcisa. Uqeqeshwe phantsi komgaqo we-HHH (Uncedo, Unyanisekileyo, Ungenabungozi). ayichaphazeli amathuba okuphuma ayingozi kwaye ayiziqeqeshi ngedatha yakho okanye uqhagamshelane ne-intanethi ukuze uphendule.
6) I-CockroachDB
Isasazwe, i-ACID-iyahambelana, kunye nesiseko sedatha ye-SQL ekhoyo ngokuphindaphinda okuzenzekelayo kunye ukukala okuthe tye kokufunda nokubhalaEfanelekileyo kwi-high-transaction okanye kwi-multi-region deployment applications, iyanciphisa i-latency kwaye inceda ngokuthotyelwa kokulawula. Iluncedo kwimibutho efana neNetflix kunye namaziko emali. Bayisebenzisa kwimveliso enkulu.
7) CPython (uphuculo lwakutsha nje)
Python 3.11 kunye 3.12 baye bazisa a umtsi obonakalayo ekusebenzeni komdlali wereferensiukuzuza iiprojekthi ezininzi ngaphandle kotshintsho lwekhowudi. Kwi-horizon, izicwangciso zokujongana ne-GIL zivule umnyango ukuhambelana kokwenyani kwi-multiprocessing kunye nemivuzo eyongezelelweyo.
8) I-DuckDB
Injini yohlalutyo elungiselelwayo nge ukubulawa kwekholomu, ukuhambelana kunye nokusetyenziswa okuphantsiIfanelekile kwimibuzo entsonkothileyo kunye nokuhlola okusebenzisanayo kwiilaptops okanye kwiinkqubo ezizinzisiweyo. Iyahambelana ne-SQL esemgangathweni, ukuthengiselana kwe-ACID, kunye nokudibanisa kunye ne-pandas kunye ne-dplyr. Ukunciphisa ukungqubana phakathi kokuhlalutya kunye nokusetyenziswa.
9) I-HTML kunye ne-Hyperscript
Bacebisa ukuhamba "i-throttle epheleleyo" nge-HTML eqhelekileyo: i-HTMX ithatha indawo yeJavaScript ephindaphindayo Iimpawu zokubhengeza ze-AJAX, amazwe, kunye nedathaI-HyperScript yenza lula i-asynchronicity kunye ne-DOM kunye ne-syntax yesimbo se-HyperCard. Bekunye banikela enye indlela ephilileyo kwizikhokelo ezisebenzayo xa ujonge isantya ngaphandle kokugcwala.
10) Istio
Eyona mesh yenkonzo yokugqibela: iququzelela umzila kunye nokulinganisa umthwalo, ukuqwalaselwa okuneenkcukachaUguqulelo oluntsonkothileyo, uqinisekiso, kunye nogunyaziso phakathi kweemicroservices. Idibanisa neKubernetes kwaye iyahlula inethiwekhi kunye nokhuseleko iinkxalabo yekhowudi, ukulinganisa imigaqo-nkqubo ekuhanjisweni okuntsonkothileyo.
Uluntu kunye nezenzo ezilungileyo
Ukuba usebenza nge-AI kunye nezixhobo ezizenzekelayo, luluvo oluhle lokuthatha inxaxheba kuluntu olwabelana ngekhowudi, iingcebiso, kunye neendlela ezifanelekileyo. Kukho i-subreddits egxile kwiprogram kunye ne-ChatGPT apho unxibelelwano, iingcebiso zokusetyenziswa, kunye neeprojekthi ezipheleleyo zipapashwa; ungalibali ukufunda imithetho phambi kokuba uthumele ukugcina indawo eluncedo nehloniphekileyo.
Izibonelelo kunye nokwandiswa
Ukuba unomdla wokufunda ngakumbi malunga nezixhobo zomthombo ovulekileyo, kukho uluhlu olubanzi kunye neeprojekthi ezininzi eziquka uphuhliso, idatha, uhlalutyo, i-AI, kunye ne-ML. Ukhetho lwangaphambili luqala kwi-1 ukuya kwi-10 kwaye iyaqhubeka ngakumbi kumanqaku alandelayo. Ukuze ufumane ulwazi olunzulu, unokukhuphela amaxwebhu kunye nezikhokelo zobugcisa, ezifana neengxelo zeyunivesithi kunye namaphepha amhlophe, Bayanda kwiingqikelelo zamachibi edatha, iindawo zokugcina, kunye nezindlu zamachibi.Nanku umzekelo wesalathiso kwifomathi yePDF. iyafumaneka ukuze kuboniswaneKwaye ngendlela, Silandele kwi-Twitter kunye ne-LinkedIn Ukuba ufuna ukuhlala usexesheni ngeendaba.
Ukujonga yonke into, kubonakala ngathi lilaphu letekhnoloji eyomeleleyo: vula amaqonga e-IoT anamacandelo aqolileyo (I-DeviceHive, iThingSpeak, i-Mainflux, i-Thinger.io, i-OpenRemote), iinketho zefu ezihambelana kakuhle nokuhamba komsebenzi ovulekileyo (i-Google Cloud IoT), i-industrial suite efana ne-eManager enezixhobo eziphambili (i-Chirpstack, i-Node-RED, i-TICK, i-Grafana, i-InfluxDB, i-MariaDB, i-PostgreSQL, i-SQLite iiprojekthi, iiprojekthi ze-Superset, i-backset yedatha, i-database kunye ne-backend Bun, Claude 2, CockroachDB, CPython, DuckDB, HTML/Hyperscript, Istio) ukuba Bagubungela yonke into ukusuka ekungeneni ukuya ekubukeni nasekulawuleniNgayo yonke le nto, unezinto ezaneleyo zokuyila isisombululo se-IoT esiqinileyo, esikhuselekileyo, esinobunzima esilungele ukukhula ngaphandle kokulahlekelwa kolawulo.
