Uyisebenzisa njani iMeta's MusicGen ekuhlaleni ngaphandle kokulayisha iifayile efini

Ukuba ufuna ukwenza umculo nge IA Ngaphandle kokulayisha nantoni na kwiiseva zangaphandle, sebenzisa iMeta's MusicGen iqela lakho Sisigqibo esisengqiqweni. Ukusebenza ekuhlaleni kuphucula ubumfihlo bakhoIkhawulezisa ukuhamba komsebenzi kwaye isuse ukuthembela kunxibelelwano lwenkonzo yomntu wesithathu okanye imida. Eli nqaku libonelela ngesikhokelo esibanzi sokulungelelanisa idatha, kubandakanywa iifomathi kunye nezenzo ezingcono zokusetyenziswa ngononophelo kunye nobungcali bendawo.

Ukongeza kwimiba yomculo kuphela, kubalulekile ukuqonda ngokucacileyo ulwazi kunye neengcamango zolawulo lweefayile ezihlala zinganakwa. Lungiselela idatha yakho ngokufanelekileyo, uqonde indlela yokwenza isalathisi okanye ukuyimisa Ukuqonda imida kunye neefomathi kuya kukugcina iintloko ezininzi. Uya kufumana neengcebiso ezisekelwe kuxwebhu lwereferensi yobugcisa (ukufomatha ifayile, ischema semetadata, ulawulo lofikelelo, njl.njl.), elungiselelwe indawo yasekhaya, engenalifu.

Kubandakanya ntoni ukusebenzisa iMusicGen ekuhlaleni kwaye kutheni kulungile kuwe?

Xa usenza iaudio kumatshini wakho, ulawula imathiriyeli yokufaka (iingcebiso, iisampuli, iireferensi) kunye nesiphumo (iingoma, iziqu, iinguqulelo). Ukunqanda ilifu kunciphisa ukuvezwa kweefayile zakho Kwaye ikuvumela ukuba uthathe isigqibo malunga nokuba yintoni ekwabelwana ngayo kunye nokuba yintoni engeyiyo, ngokulandelelwa ngokupheleleyo. Kubasebenzi abanobuchule bokuyila kunye namaqela asebenza ngezinto ezibuthathaka okanye iilayisensi ezingqongqo, oku kungundoqo.

Inkqubo yokudala ye-AI ikhule ibambene noluntu lwezobugcisa oluzimisele ekuvulekeni. Kukho izithuba ezingekho semthethweni ezikhuthaza isoftware yasimahla, imibuzo, kunye nokulinga.apho kupapashwa khona ubugcisa, kuxoxwe ngaso, kwaye kwabelwane ngeteknoloji. Loo moya usebenzayo kunye nentsebenziswano uhambelana ngokugqibeleleyo sebenzisa iimodeli zasekhaya kwaye usulungekise ukuhamba kwakho.

Nangona kunjalo, nokuba awukhupheli efini, usaphatha idatha: iifayile zeaudio, iiPDF ezinomculo weshiti, amanqaku eTXT, amaxwebhu eHTML, iitafile ezinemethadatha… Indlela olungisa ngayo ulwazi ixhomekeke kuhlobo lwefayile kunye nendlela oza kuyisebenzisa ngayo. (Umzekelo, ukuba ufuna ukukhangela ngokukhawuleza iireferensi zakho okanye uchaze iiparamitha ngoguqulelo). Ngendlela encinci, indawo yakho yendawo iya kuba lula njengenkonzo elawulwayo.

Ukulungiswa kwedatha: iipateni, iicanonicals, kunye nolawulo lwezalathiso

Ukuba ukhe wapapasha inxalenye yomsebenzi wakho kwi-intranethi, iwiki okanye indawo efikelelekayo (kwanangaphakathi kwenethiwekhi yakho), kufuneka usebenzise imigaqo esisiseko yokukhasa kunye nezalathiso. Gqiba ukuba zeziphi iindlela emazifakwe kwisalathiso kwaye zeziphi ezingafanelanga., ngakumbi ukuba kukho ii-URL eziguqukayo ngokuxhomekeke kumbuzo.

Umzekelo oqhelekileyo wepatheni yokukhutshelwa ngaphandle ziindlela zeziphumo ezifana www.ejemplo.com/buscar/*. Ii-URL ezinamandla zinokuvelisa iinguqu ezingapheliyo (Cinga uphendlo lohlobo q=melodía+jazz (eyongeza izifanisi ezizodwa). Ukuba awuyihluzi loo pateni, uyakuphela nesalathiso esinyusiweyo kunye nomgangatho wokukhangela ophantsi.

Kuyacetyiswa kwakhona ukusombulula iimpinda ngee-URL zecanonical. Chaza idilesi ye-canonical kwisiqulatho ngasinye mediante rel="canonical" okanye ezinye iindlela, ukunqanda ukungacaci xa izinto ezifanayo zifikeleleka ngeendlela ezininzi. Ngumlinganiselo olula ozinzisa ukuziphatha kwayo nayiphi na injini yokukhangela yangaphakathi.

Ngokuphathelele kububanzi, kukho imida esebenzayo ngokuxhomekeke kwinqanaba lesalathiso osithathayo. Ubumbeko olusisiseko luxhasa ngokuqhelekileyo ukuya kuthi ga kwi-50 ebandakanyiweyo kunye ne-50 yeepateni ezingabandakanywayo.Ngelixa inkqubo ephucukileyo iphakamisa ibha ukuya malunga nokubandakanywa kwe-500 kunye neepateni ezingama-500 zokukhutshelwa. Kuseto lwendawo kunye neqoqo eliphakathi okanye elikhulu, cwangcisa olu luhlu ngononophelo.

Ukuba usebenzisa ifayile robots.txt (nokuba yeyangaphakathi portal), qinisekisa ukuba zeziphi iiarhente ezinokufikelela kuyo. Ukuvumela okanye ukuvimba abalandeleli abathile kulula njengokubhengeza iarhente kunye nemvume yayo.Umzekelo, ibhloko eqhelekileyo ingavula ufikelelo ngolu hlobo: User-agent: Google-CloudVertexBot y Allow: /Qinisekisa ukuba amaphepha ofuna ukuwajonga awavalwanga ngempazamo ngenxa yesalathiso.

Esinye isikhokelo esiluncedo: ukuba wenza isalathisi esiphezulu kwimida okanye i-subdomains, Kufuneka ube nakho ukungqina ubunini bezo propatiKwaye ukuba wongeza kwakhona idatha eyakhiwe kunye neethegi meta Okanye, ngePageMaps, uya kutyebisa ukhangelo okanye amava engcebiso kwinkqubo yakho yangaphakathi, exabiseke kakhulu xa ilayibrari yakho yeesampulu kunye namaxwebhu ekhula.

Amaxwebhu angamiselwanga: iifomati ezixhaswayo kunye nemida yobungakanani

Xa usebenza ngezixhobo zokubhekisela kwiiseshoni zakho (iincwadana ze-HTML, isicatshulwa se-TXT, ii-PDF ezinombhalo), kuyacetyiswa ukuba uyazi imida yokwenyani. Iphatha iHTML, TXT, kunye namaxwebhu ePDF ngombhalo ofakwe kakuhle.Kwezinye iimeko ungasebenzisa kwakhona i-PPTX okanye i-DOCX njengomsebenzi wokujonga kwangaphambili, ukuba umxholo ungowona mbhalo ofundeka ngomatshini.

Ukungeniswa kunye nokulawulwa kwezi fayile kunokwenziwa ngokuzenzekelayo kwiibhetshi ezinkulu kwi ukugcinwa kwindawo okanye kwiibhakethi ukuba usebenza kwindawo exubileyo. Njengomthetho wesithupha, inani eliphezulu leefayile ngokulayishwa kwesambuku malunga neeyunithi ezili-100.000., kunye nemida kwifayile nganye eguqukayo ngokuxhomekeke kuhlalutyo olusebenzayo kumxholo.

Ukukunika umbono wemida yohlobo ngalunye lohlalutyo: Iifayile ezisekwe kwisicatshulwa (HTML, TXT, JSON, XHTML, XML) zivumeleke ukuya kuthi ga kwi 200 MB ekuthathweni kwazo okusemgangathweni.Nangona kunjalo, ukuba wenza ulwahlulo luthathela ingqalelo uyilo okanye umhlalutyi wesakhiwo, umda wehla ukuya malunga ne-10 MB kwifayile nganye. Oku kunengqiqo: ukwahlula ngesakhiwo okanye ukutolika uyilo kufuna amandla amakhulu okuqhuba.

Ngokuphathelele kwiiofisi zeeofisi, Iifomathi ezifana ne-PPTX, DOCX, kunye ne-XLSX zikholisa ukwamkela ukuya kuthi ga kwi-200 MB Oku kusebenza kuzo zombini ukungenisa okuqhelekileyo kunye nabo basebenzisa ukuhlukana okanye ukhetho lokuhlalutya loyilo. IiPDF zikwindawo ethile phakathi: ngokubanzi malunga ne-200 MB, kwaye malunga ne-40 MB xa usebenzisa isihlalutyi soyilo esifuna kakhulu.

Ukuba iiPDF zakho azikhangeleki (umzekelo, ziyaskenwa okanye ziqulathe umbhalo kwimifanekiso, enje nge-infographics), Vula isihlalutyi soyilo okanye i-OCR enombhalo ofundeka ngomatshini ukukhupha iibhloko kunye neetafile. KwiiPDF ezisekwe kwisicatshulwa ezineetafile ezininzi, ukhetho lwe-OCR olugxile kumbhalo ofundekayo lunceda ukufumanisa ulwakhiwo ngokuchanekileyo ngakumbi.

Imithombo yoxwebhu: ugcino lwasekhaya, uGcino lwamafu, iBigQuery, kunye noGoogle Drive

Nokuba okuphambili kwakho kukusebenza kwindawo, kuqhelekile ukuba nendawo yokugcina indawo esembindini (i-NAS okanye efanayo) okanye nakwindawo/ibhakethi elixubileyo. Ungeniso oluphindayo longa ixeshaUkuba ukhankanya ifolda yengcambu, oovimba bolawulo abancinci baqukwa ngokuzenzekelayo, ukwenza lula umbutho wengqokelela enkulu yeesampulu, iimbekiselo, kunye namaxwebhu.

Ukuba usebenza ngaphandle kwemetadata eyongezelelweyo, lahla ngokulula iifayile kwindawo ekujoliswe kuyo. Isichongi soxwebhu yimetadata eluncedo onokuthi ulifumane kwigama lefayile okanye ihashi. Ukuvavanya ukuhamba komsebenzi, izikhokelo ezininzi zibandakanya iifolda zoluntu ezinesampulu zePDF kwiindlela ezinje gs://cloud-samples-data/...Kwimeko yendawo yendawo, unokuphinda ingcamango nge "isampulu" ifolda yokuhlaziya.

Xa ufuna imethadatha, eyona nto ilula ukuyenza kukusebenzisa ifayile ye-NDJSON (JSON Lines). Umgca ngamnye umele uxwebhu kwaye unokubonelela ngebhloko yedatha (jsonData) okanye isakhiwo (structData), kunye nesalathiso kumxholo kunye nawo mimeType kunye uri kwindawo yefayile. Le yindlela oqhagamshela ngayo irekhodi yakho yemethadatha kwisixhobo sokubini (umzekelo, iPDF yamanqaku omculo okanye ifayile yeTXT enechords).

Iintlobo ezimbini zemigca eqhelekileyo kwi-NDJSON zezi: nge jsonData njengekhefu lekhonkco okanye nge structData njengento. Kuzo zombini ezi meko, intsimi uri ikhomba indlela yefayileUmzekelo obonisayo (olungisiweyo) uya kuba:
{ "id": "audio-001", "jsonData": "{\"titulo\":\"Demo 1\",\"genero\":\"ambient\"}", "content": { "mimeType": "application/pdf", "uri": "gs://tu-bucket/referencias/demo_1.pdf" } }
{ "id": "audio-002", "structData": { "titulo": "Demo 2", "genero": "jazz" }, "content": { "mimeType": "text/html", "uri": "gs://tu-bucket/notas/demo_2.html" } }

Ukuba imetadata yakho ihlala kwiBigQuery (okanye indawo yokugcina idatha elinganayo), yenza itafile nge-schema esilula. Ipatheni eqhelekileyo ibandakanya indawo efunekayo. id kunye nentsimi jsonData, ukongeza kwirekhodi content nge mimeType y uriNgale ndlela, irejistri iyazi apho uxwebhu oluluchazayo lubekwe phi.

Kwabo bangqamanisa amaxwebhu ukusuka Uphando Ukudityaniswa kweDrayivu kudla ngokudityaniswa nenkqubo yesazisi elawula iimvume kunye nolawulo lofikelelo. Ukuqwalasela umboneleli wesazisi kunye nee-ACL zithintela ukuvuza okungeyonjongo kwaye iqinisekisa ukuba ziiakhawunti zakho kuphela ezinokufunda, ukukhangela, okanye ukuchaza iifayile zomsebenzi.

Idatha eyakhiweyo: ii-schemas, ukufumanisa okuzenzekelayo, kunye nokuphuculwa

Ngaphandle kweePDF kunye nee-TXTs, unokufuna ukuchaza iiseshini zakho ngeenkalo ezichazwe kakuhle: isitshixo, iBPM, isixhobo, imo, inguqulelo, njl. Idatha eyakhiwe iyakhanya xa ufuna izihluzi ezichanekileyo kunye nokukhangela.Unokuzigcina njengeefayile ze-NDJSON kwindawo yakho yokugcina okanye ukulayisha iitafile kwivenkile yakho yokuhlalutya oyithandayo.

Ukuba ungenisa ngaphandle kwi-BigQuery (okanye ilingana), kuhlala kukho ubhaqo oluzenzekelayo lwe-schema. Kucetyiswa ukuba uphonononge kwaye ulungelelanise iskimu ukuphawula iimpawu eziphambili (umzekelo, yeyiphi indawo isihloko). Ukuba usebenzisa i-API endaweni yekhonsoli, unokubonelela nge-schema sakho njengento ye-JSON, ikunika ulawulo olupheleleyo.

Xa ukhetha ukongeza imethadatha kwidatha eyakhiweyo, bandakanya iikholamu ezimbini ezibalulekileyo: un id ukuchonga uxwebhu ngalunye kunye jsonData equlathe umthwalo. Umzekelo wesicwangciso esincinci saloo modi inokuba yinto efana nale:

Ukuba ukhetha i-NDJSON kwi-Cloud Storage okanye iqabane layo elikwindawo, hlonipha imida: Ifayile nganye kufuneka ibe yi-2 GB okanye ngaphantsi Kwaye ungalayisha ukuya kuthi ga kwiifayile ezimalunga ne-1.000 ngomsebenzi wokungenisa elizweni ngalinye. Oko kwanele kwiimvumi ezininzi okanye amathala eencwadi amancinci asebenzayo.

Ifayile ye-NDJSON eqhelekileyo yedatha eyakhiweyo inokuqulatha imigca enemihlaba efana ne id, title, ratingI-Booleans, imihla, okanye uluhlu. Ukuguquguquka kwefomathi kukuvumela ukuba wenze indlwane yezinto (umzekelo, idilesi) okanye izintlu (umzekelo, iindidi zamagumbi ehotele). Umzekelo (ulungisiwe) uyakuba:
{"id":1001, "title":"Pista A", "mood":"cálido", "non_smoking":true, "rating":4.2, "tags":}
{"id":1002, "title":"Pista B", "mood":"enérgico", "non_smoking":false, "rating":3.8, "tags":}

Gcina izinto ezimbini engqondweni ukuba umthombo wakho yiBigQuery: Iitheyibhile ezisekelwe kwimithombo yedatha yangaphandle ayivumelekanga.Kwaye ukuba iitheyibhile zakho ziquka iikholamu ezinamagama aguquguqukayo (otshintsho oluguquguqukayo), loo mihlathi ayizukuthathwa ngaphandle. Zombini izithintelo zithintela ukothuka ngexesha lokungeniswa kwedatha.

I-JSON yasekuhlaleni ngokuthe ngqo nge-API kunye nokusebenzisa izifakelo

Ukuba usebenza nee-APIs, unokulayisha ngokuthe ngqo into ye-JSON okanye uxwebhu ngaphandle kokudlula kwindawo yokugcina ephakathi. Ngeziphumo ezihambelanayo, chaza isikimu sakho Esikhundleni sokuyishiya ngokupheleleyo ukufunyanwa ngokuzenzekelayo, kwaye xa ukungenisa kugqityiwe, khangela izihloko okanye iindawo eziphambili xa zifuna ukulungiswa.

Kwiiprojekthi zomculo kunokuba luncedo ukudibanisa ukufakwa kwevektha kunye nemetadata yakho yophendlo lwesemantic (umzekelo, "isandi esingaqhelekanga esinesiginci esicocekileyo"). Cwangcisa ukusetyenziswa kwakho kofakelo lwesiqhelo kwasekuqaleni ukuba ulindele imibuzo yolu hlobo kwikhathalogu yakho yasekuhlaleni yeereferensi, iziqu okanye iiseti zangaphambili.

Ukuqhekeka kunye ne-RAG: xa unomdla

Ukuba uceba ukutyebisa ukuhamba kwakho komsebenzi ngokufunyanwa kwakhona kwesizukulwana (AGR), ukuvumela ukwahlula koxwebhu xa usenza "indlu yokugcina" yakho linyathelo elikhulu. Ukuqhekeka kuvumela inkqubo ukuba ikhuphe kuphela iindawo ezifanelekileyo ukusuka kwiPDF okanye umbhalo omde ukuya kwiingcebiso okanye amanqakwana. Oku kuluncedo ngakumbi kwiincwadi ezibanzi okanye ingqokelela enombhalo omninzi kunye nesakhiwo esincinci.

Xa uvumela uyilo lolwazi lokwahlula (iitafile, iiheader, njalo njalo), khumbula imida engqongqo yobungakanani befayile nganye. Ihlawula ngokunyamekela ukusetyenzwa kwangaphambili kunye nokwahlula amaxwebhu abe ngamacandelo Ukuba imithombo yakho mikhulu kakhulu, ukuze iqhubeke nokuwela ngaphakathi kwimida ye-analyzer.

Ulawulo lokufikelela, iinkcukacha, kunye nokhuseleko kwinethiwekhi yakho

Xa usebenza ekuhlaleni, ukhuseleko luxanduva lwakho. Ukuba wabelana ngomxholo kuthungelwano lwangaphakathi namanye amalungu eqela, Qwalasela umboneleli wesazisi (IdP) kwaye usebenzise ulawulo lofikelelo kwimithombo yedatha. Chaza amaqela (umzekelo, “imveliso”, “ukuxuba”, “okusemthethweni”) kwaye unciphise oko umntu ngamnye anokukubona okanye akuhlele.

Ngomxholo osemva kweepaywall okanye imathiriyeli enelayisensi, nakwiindawo zovavanyo, jonga kwakhona ukuba zeziphi iiarhente kunye nabasebenzisi abanokugaqa, bajonge, okanye babonise. Ukuvumela kuphela oko kubalulekile kunciphisa imingcipheko. Kwaye iqinisekisa ukuba iimbekiselo zakho azipheli zijikeleza ngaphandle komxholo. Uphononongo olulula lweemvume phambi kokuvula isiqulathi seefayili ekwabelwana ngaso kunokukongela iingxaki ezininzi.

FHIR Data Clinical: Iimfuno ukuba usebenza nezixhobo zonyango

Ukuba, ngenxa yobume beeprojekthi zakho, uphatha idatha yeklinikhi (umzekelo, umculo wonyango ohambelana neerekhodi zonyango), qaphela iimfuno ezithile ze-FHIR. Iindawo zokugcina iimpahla ze-FHIR kufuneka zibe kwindawo ezithile (umzekelo, imimandla efana ne us-central1, us o eu) kunye nohlobo lokugcina kufuneka lube yi-R4 ngokuhambelana okulindelekileyo.

Ukongeza, kukho isabelo sokungenisa elizweni esibeka ubuninzi bezibonelelo ze-FHIR ezimalunga nesigidi ngentengiselwano nganye; Ukuba loo mthamo ugqithisiwe, inkqubo inokuphazamiseka.Ukuba isibonelelo DocumentReference amakhonkco kwiifayile (PDF, RTF okanye umfanekiso), kufuneka isingathwe kwiindlela zesimbo gs://NOMBRE_BUCKET/RUTA/ARCHIVO ebaleni content[].attachment.url.

Kwakhona hlola izibonelelo ze-FHIR R4 ezixhaswa sisikhangeli sakho kunye nefomathi yereferensi. Izalathiso ezizalanayo mazilandele ipateni Resource/resourceId. Umzekelo subject.reference kufuneka ithathe ixabiso elinje Patient/034AB16Olu hlobo lwengqwalasela kwiinkcukacha luthintela iimpazamo ezithe cwaka ekunzima ukuzilandelela kamva.

Iinkqubo ezigqwesileyo ezineewebhusayithi zenkxaso kunye nophendlo oludibeneyo

Ukuba usebenzisa isicelo sokukhangela esiqhelekileyo esidibanisa imithombo emininzi (iisayithi zangaphakathi, iindawo zokugcina zendawo, i-Drive corporate), kuyacetyiswa ukuba ucwangcise "uphendlo oludibeneyo". Dibanisa iivenkile ezininzi zedatha phantsi kosetyenziso olufanayo Iya kukuvumela ukuba ubuze kanye kwaye ufumane iziphumo kwimithombo eyahlukeneyo (amaxwebhu, iiprojekthi, iitemplates).

Ngaphambi kokuba wenze isalathiso esixhasa umxholo wewebhu, buyela kuluhlu lokukhangela: ichaza iipateni ezibandakanyiweyo nezingabandakanywanga, izithintele iindlela eziguquguqukayoYenza iithegi ze-canonical ukususa iimpinda kwaye uqinisekise ukuba amaphepha akho awaphawulwanga njengangafakwanga. Ukuba ufuna umaleko otyebileyo womxholo, yongeza iithegi. meta kunye nePageMaps ngokwenkqubo oyisebenzisayo.

Ingaba yonke le nto ingena njani kumjelo wasekhaya kunye neMusicGen?

Nokuba inxenye ye-MusicGen iyasebenza kuwe GPU/CPUImpumelelo ebonakalayo ixhomekeke kwindlela olawula ngayo i-ecosystem yefayile. Lungiselela imiyalelo yakho, iireferensi, kunye nokuthunyelwa ngaphandle ngemethadatha (umzekelo, NDJSON nge id, imimandla yomxholo kunye uri kwiifayile ze-WAV/FLAC/MP3 zendawo). Oku kuya kukuvumela ukuba wenze uphando olukhawulezayo olufana "neengoma ezine-tempo ye-90-100 BPM, i-melancholic mood, i-guitar ecocekileyo".

Ukuba unamaxwebhu eseshoni kwifomathi yePDF (useto lwecompressor, xuba amanqaku), sebenzisa iingcebiso zohlalutyo: Sebenzisa i-OCR okanye isihlalutyi soyilo kwiiPDF ezingachazwanga kwaye ivavanya ukwahlulwa ngamacandelo ngemibuzo ethile. Kwiifayile ezinkulu kakhulu, ziyahlula zibe ngamacandelo ukuhlonipha imida yabahlalutyi.

Xa ugcina i-wiki encinci okanye i-portal yangaphakathi kwisifundo sakho, khusela ufikelelo kwaye wenze isigqibo malunga nesalathiso. Kuphephe ukupapasha iindlela eziguqukayo kwiinjini zokukhangela zangaphakathiSebenzisa iicanonicals apho kufanelekileyo, kwaye ukuba nasiphi na isixhobo sifuna ukurhubuluza umxholo, gunyazisa iiarhente eziyimfuneko robots.txt (kuphela indawo eyichaphazela ngokwenene).

Okokugqibela, ukuba wabelana ngezinto phakathi kweendima ezininzi (ukuvelisa, ukuhlela, ukusemthethweni), sebenzisa i-IdP kunye neemvume zeqela ngalinye. Ngale ndlela, iqela ngalinye libona kanye oko likufunayo.ngaphandle kweziqu, ezininzi, okanye iinkosi ezishiya isangqa sazo. Ukuba nangaliphi na ixesha udibanisa imithombo emininzi kukhangelo, cwangcisa "uphendlo oludibeneyo" kwaye ubhale amacebo.

Njengoko ubona, nangona kugxilwe ekuveliseni umculo ngaphandle kwelifu, Isicwangciso sedatha esicingisiswe kakuhle sandisa ukusebenza kakuhleUkusuka kwimida yobungakanani ukuya kwimethadatha ye-NDJSON, ii-canonicals, i-OCR kunye nokuqhekeka, isiqwenga ngasinye songeza ukwenza ukuhamba komsebenzi wakho kukhawuleze, kukhuseleke kwaye kunyuke kwindawo yakho.

Inqaku elidibeneyo:

Konke malunga ne-NVIDIA RTX 50: Iinkcukacha, imihla yokukhupha kunye neemfihlo zesizukulwana esitsha

UIsake

Umbhali onomdla malunga nehlabathi le-bytes kunye netekhnoloji ngokubanzi. Ndiyakuthanda ukwabelana ngolwazi lwam ngokubhala, kwaye yile nto ndiza kuyenza kule bhlog, ndikubonise zonke izinto ezinomdla malunga nezixhobo, isoftware, ihardware, iindlela zetekhnoloji, kunye nokunye. Injongo yam kukukunceda uhambe kwihlabathi ledijithali ngendlela elula neyonwabisayo.