I-API yoMbono ye-MiMo Engacinezelwanga

Ii-endpoint zeendlela ezininzi ezitshiphu zitshiphu kuba kukho into esikiweyo, kwaye into esikwayo idla ngokuba yile ungenako ukuyibona: ubunzima bucudiswa buye kwiibhithi ezintathu okanye ezine, kwaye imodeli isaphendula ngokuzithemba ngetshati engasenako ukuyifunda ngokwenene. I-MiMo-V2.5 ngumzekelo ochasayo kwikhathalogu yethu — ikwixabiso elisezantsi kwaye kwinqanaba lokuchaneka eliphezulu ngaxeshanye, kuba isiseko esivela kuso sakhiwa sincinci kwaye sishinyene endaweni yokuba sikhulu kakhulu kwaye sisasazeke.

01Ivela phi i-MiMo: imodeli yokuqiqa kuqala, imodeli yombono kwesibini

Utsala lwe-MiMo yinkqubo yophando enobunzima obuvulekileyo ye-Xiaomi, kwaye ingxoxo yayo esisiseko ayithandwa: isakhono sokuqiqa simiselwa ngexesha loqeqesho lwangaphambili, hayi ukuxotyelelwa emva koko nge-RL. Umsebenzi ubukhulu becala bubunjineli bedatha — i-Xiaomi yakha ngokutsha ukukhutshwa kombhalo nokuhluzwa ukunyusa ubuninzi beepatheni zokuqiqa kwikhophasi, yenza idatha yokuqiqa eyenziweyo ngobungakanani obukhulu, yaza yaqeqesha kwangaphambili i-MiMo-7B-Base kwiitoken ezimalunga nesithriliyoni ezingama-25 phantsi komxube wamanqanaba amathathu, kunye noKuqikelela iiToken eziNinzi njengenjongo esisincedo esebenza ngexesha lokuqikelela njengesikhuphi esiqikelelayo (umlinganiselo wokwamkelwa okufuphi kuma-90%, ngokwe-Xiaomi).

Emva koqeqesho kunqongophele ngabom: iingxaki zemathematika nezekhowudi ezingama-130,000 ngemivuzo yokuchaneka esekelwe kwimigaqo kuphela, akukho modeli yomvuzo efundiweyo, ngokuqiqa ukuba imodeli yomvuzo ye-neural ngumphezulu onokuqhekezwa. Imivuzo enokuqinisekiswa ayinakuthanjiswa ngentetho emnandi. I-MiMo-7B-RL ibonisa amanani angahambelaniyo nobungakanani bayo — i-Xiaomi ixela ama-68.2% kwi-AIME 2024, ama-95.8% kwi-MATH-500, nama-57.8% kwi-LiveCodeBench v5 kwi-pass@1, ilingana ne-o1-mini ye-OpenAI. Ngumilo lowo wemodeli oyibizayo: ishinyene, iqeqeshwe ngokushinyeneyo, ilungiselelwe ukusebenzela ingxaki endaweni yokukhumbula impendulo — kwaye eso simo siyasinda kwizizukulwana zeendlela ezininzi.

02Indlela i-MiMo eyafunda ukubona ngayo: isakhiwo se-MiMo-VL

I-MiMo-VL lisebe lolwimi-nombono, kwaye ukwakhiwa kwayo kufundisayo. I-Xiaomi yahlanganisa iinxalenye ezintathu: i-encoder ye-ViT yesisombululo semvelo egcina iinkcukacha ezicokisekileyo endaweni yokunyanzela wonke umfanekiso udlule kwigridi emiselweyo yesisombululo esisezantsi, i-projector ye-MLP eqaliswe ngokungahleliswanga eya kwindawo efihlakeleyo yemodeli yolwimi, kwaye — okubaluleke kakhulu — umqolo wokuqiqa we-MiMo njengemodeli yolwimi. Inkqubo yombono ithatha i-decoder esele ilungile ekucingeni kwamanyathelo amaninzi endaweni yaleyo ilungele ukubhala izihloko kuphela.

Uqeqesho lwaqhutywa kumanqanaba amane oqeqesho lwangaphambili — ukufudumeza i-projector, ukulungelelaniswa kolwimi-nombono, uqeqesho lwangaphambili lweendlela ezininzi ngokubanzi, i-SFT yomxholo omde — kwiitoken ezimalunga nesithriliyoni ezimbini nesine kwelishumi, emva koko uKufunda okuQinisekisiweyo okuXubeneyo ngoMgaqo-nkqubo (MORL), kusonga ukuchaneka kokubona, ukuchaneka kokusekelwa kokubonwayo, ukuchaneka kokuqiqa, kunye nokukhethwa ngumntu/yi-AI kumjikelo omnye wangomgaqo-nkqubo. Ingxelo inyanisekile ngokuthi ukulungiselela zonke ezo ngaxeshanye akuzinzanga — indlela enyanisekileyo ngaphezu kokunikwa ngamaphepha amaninzi eendlela ezininzi.

Iziphumo ezipapashiweyo zinamandla kwinani leeparamitha. I-Xiaomi ixela i-MiMo-VL-7B-RL isibetha i-Qwen2.5-VL-7B kwimisebenzi engama-35 kwengama-40, ama-59.4 kwi-OlympiadBench (ngaphezu kweemodeli ukuya kuma-78B), nama-56.1 kwi-OSWorld-G ngokusekelwa kwe-GUI, phambi kweemeli zojongano ezakhelwe loo njongo. Uhlaziyo lwakamva lwe-2508 lwatyhala i-MMMU idlula kuma-70 okokuqala kolu thotho (70.6), lwafikelela kuma-94.4 kwi-ChartQA, kuma-92.5 kwi-ScreenSpot-v2 nakuma-70.8 kwi-VideoMME, lwaza lwongeza itshintshi lokulawula ukucinga ukuze imikhondo yokuqiqa icinywe kwisicelo ngasinye.

03Ithetha ntoni i-W8A16, kwaye kutheni ibaluleke ngakumbi kumbono kunakumbhalo

Yonke imodeli kwiSango ithwala impumezelo yokucutha. Ayilohombiso — ikuxelela into etshintshiselwe ukuze imodeli ikwazi ukuhanjiswa.

Impumezelo	Yintoni	Kutheni isetyenziswa
3BIT-REAP	Ubunzima beebhithi ezintathu kunye ne-REAP, indlela yokuthena iingcali elahla iingcali ezirawutelwa kanqabe kwimodeli ye-MoE phambi kokucutha	Kuphela kwendlela yokulinganisa nokuhambisa ezona ziseko zinkulu ngesantya esisengqiqweni
W4A16-AUTOROUND-REAP	Ubunzima beebhithi ezine, ukusebenza kweebhithi ezilishumi elinesithandathu, kucuthwe nge-AutoRound — ukujikeleza okufundiweyo okubuyisa ukuchaneka ngaphezu kokujikelezela kweyona ikufuphi ngokungenabuchule — kunye nokuthena kwe-REAP	Umhlaba ophakathi weziseko ezinkulu ezingafuni ukucinezelwa okugqithisileyo
W8A16	Ubunzima beebhithi ezisibhozo, ukusebenza kweebhithi ezilishumi elinesithandathu — inqanaba elithembeke kunazo zonke esilihambisayo	Isetyenziswa apho isiseko sincinci ngokwaneleyo ukuba ukucinezelwa okunamandla kungadingeki

I-MiMo-V2.5 iwuzuza umqolo wesithathu ngokuba ishinyene: isiseko esishinyeneyo kolu didi asifuni ukucudiswa siye kwiibhithi ezintathu ukuze silingane, ngoko unokukwazi ukugcina ezisibhozo, kwaye ubunzima othatha isampuli kubo buhlala bukufuphi kobo baqeqeshwayo. Loo nto ibaluleke ngokungalinganiyo kumsebenzi wemifanekiso, ngesizathu sesakhiwo. Kwi-decoder yombhalo kuphela, ukuncanyathiselwa okuphambukayo phantsi kokucutha kubuyiselwa kumxholo ziimaleko zengqwalasela ezingamashumi kamva — amathuba amaninzi okubuya. Isitaki sombono asinandawo eshiyekileyo enjalo: ulwazi lokubonwayo ludlula kwi-encoder enye nakwi-projector emxinwa enye phambi kokuba lufikelele kwi-decoder, kwaye yonke into engasemva ixhomekeke kwinto eveliswe leyo ndawo emxinwa. Umqondiso ocokisekileyo — u-3 ngokuchasene no-8 kwisikeni esinomahluko osezantsi, i-pixel echanekileyo apho umqolo uphelela khona kwi-eksisi yetshati, umda wento ye-UI ocelwa ukuba uyicofe — uhlala kwiinkcukacha zobunzima obungakanani busezantsi ezilahlwa kuqala kukucutha okunamandla.

Imodeli yombono yeebhithi ezintathu ayisileli ngokuvakalayo; isilela ngokuthe cwaka, ivelisa inkcazelo ehambelanayo yoxwebhu ngamanani amabini atshintshelaniswe kwisityaba. Ukuchaneka okuphezulu kobunzima yeyona nqwelo-mboleko itshiphu ichasene naloo kusilela, kwaye apha isimahla — uhlawula ixabiso elisezantsi nokuba kunjani.

04Ixabiso elisezantsi, ngokomxholo

Iimodeli ezine kwikhathalogu yethu yeemodeli ezilishumi elinambini zihlala kwixabiso elisezantsi le-$0.50 engenayo / $2.00 ephumayo kwitoken enye yezigidi. Yinye kuphela kuzo ethatha imifanekiso. Nantsi indawo iimodeli ezinombono ezifika kuyo kwixabiso lemveliso, inani elilawula uninzi lwamatyala okwenene:

Ixabiso lemveliso ngeedola zase-US kwitoken enye yezigidi, imilinganiselo yoluhlu lweSango le-Shannon AI, Septemba 2026. Ubude bomqolo buhambelana neyona modeli yombono ibiza kakhulu kwikhathalogu.

Xa ithelekiswa ne-Kimi-K3 — imodeli yombono ephezulu, kwaye enamandla ngokwenene — i-MiMo-V2.5 itshiphu izihlandlo eziyi-9.6 kwezimphumayo kwaye itshiphu izihlandlo eziyi-7.7 kwezingenayo. Ayilolibango lokulingana elo; yingxoxo ngomilo womsebenzi. Kwimifanekiso elikhulu lamawaka ngenyanga, imodeli ephezulu ayifikeleleki kwaye imodeli esezantsi iyafikeleleka, kwaye umbuzo onyanisekileyo ngowokuba ingaba imodeli esezantsi iyawudlula na umda wakho wokuchaneka — kungekhona ukuba ingaba iyaphumelela na kubalo-mgangatho.

05I-MiMo-V2.5 ngokuchasene ne-MiniMax-M3: iimodeli ezimbini zombono ezitshiphu, zithelekiswa ngokunyanisekileyo

Ezi zimbini zilingana kanye ngexabiso, ngomxholo, nangomphezulu we-endpoint. Aziphathelani: inqanaba lokucutha ngumfuziselo wokubheja okubini okwahlukeneyo ngento eyenza imodeli yombono ibe luncedo.

	MiMo-V2.5 · W8A16	MiniMax-M3 · 3BIT-REAP
Ezingenayo / eziphumayo kwi-1M	$0.50 / $2.00	$0.50 / $2.00
Ukuchaneka kobunzima	Iibhithi ezisibhozo	Iibhithi ezintathu + ukuthenwa kweengcali
Ubungakanani besiseko	Sishinyene, sincinci	I-MoE enkulu, esasazekileyo
Umbono	Ewe	Ewe
Ifestile yomxholo	262,144	262,144
Isikimu · izixhobo · ukusasaza	Ewe	Ewe

Khetha i-MiMo-V2.5 xa umfanekiso uyeyona nxalenye inzima: i-OCR eshinyeneyo kwizikeni ezingagqibelelanga, ukukhutshwa kwamanani kwiitshati neetheyibhile, ukusekelwa kwemifanekiso yesikrini ne-UI, ukufundwa kombhalo omncinci, ukwahlula iifoto zeemveliso eziphantse zifane — nantoni na apho inani elitshintshelaniswe kwenye indawo liyimpazamo endaweni yokuba sisiphako sokubukeka nje. Ufuna indlela ethembeke kunazo zonke ukusuka kwii-pixel ukuya kwiitoken, kwaye ubunzima beebhithi ezisibhozo yindlela oyifumana ngayo kweli xabiso.

Khetha i-MiniMax-M3 xa umfanekiso uyeyona nxalenye ilula. Isiseko esikhulu esisasazekileyo esicinezelwe saya kwiibhithi ezintathu sisabamba ulwazi lwehlabathi olungaphezulu nobubanzi bokuqiqa kunemodeli eshinyeneyo encinci, nasemva kokuthenwa. Ukuba umsebenzi ngu "jonga le foto uze uqiqe ixesha elide ngoko ikubonisayo", okanye umfanekiso yinto enye engenayo kwincoko engumbhalo ubukhulu becala, isiseko esikhulu sisixhobo esingcono — ukubona okucokisekileyo obukutshintshiseleyo bekungesiso isithintelo esibophayo.

06I-MiMo-V2.5 ngokuchasene ne-MiMo-V2.5-Pro: udade otshintshisa amehlo ngobunzulu

Olu luthelekiso oluvelisa amatikiti enkxaso amaninzi kunazo zonke, ngoko kufanelekile ukuthetha ngokungqalileyo. I-MiMo-V2.5-Pro-W8A16 ne-MiMo-V2.5-W8A16 zabelana ngexabiso, ngefestile yomxholo, ngenqanaba lokuchaneka, nangegama losapho. I-Pro ayiwamkeli imifanekiso. Ayisiyiyo into equka enye. Lulwabiwo olwahlukileyo lohlahlo-lwabiwo-mali olunye.

Ukuhambisa imodeli yeendlela ezininzi kuthetha ukuhlawulela inqaba yombono ne-projector ecaleni kwe-decoder — kwinjongo yexabiso elimisiweyo, sisakhono esingachithwanga kwimodeli yolwimi ngokwayo. I-Pro ichitha lonke kumbhalo: isiseko esikhulu esinendawo eshiyekileyo eninzi yokubhala okude, ukuqiqa okwandisiweyo, nekhowudi. I-MiMo-V2.5 ichitha inxalenye yalo ekuboneni.

Ngoko umthetho wesigqibo umalunga nezinto zakho ezingenayo, ingekuko iminqweno yakho. Ukuba nasiphi na isicelo sinokuqulatha umfanekiso wesikrini, iphepha eliskeniweyo, itshati, umzobo, okanye ifoto, udinga i-MiMo-V2.5 — i-Pro iya kuyala ibhloko yesiqulatho. Ukuba sonke isicelo ngumbhalo kwaye ufikelele kwimodeli yombono ngenxa yomkhwa, ushiya umgangatho wesiseko etafileni ngelize: thatha i-MiMo-V2.5-Pro kumlinganiselo ofanayo.

Ipatheni efanele ukubiwa: rawuta ngohlobo lwesiqulatho. Nantoni na enenxalenye yomfanekiso iya kwi-MiMo-V2.5-W8A16, konke okunye kuye kwi-MiMo-V2.5-Pro-W8A16. Usapho olunye, ixabiso elinye, uhlahlo-lwabiwo-mali lomxholo olunye — irawuta ilula kwaye akukho modeli yexabiso emayivunyelaniswe.

07Kuthetha ntoni ngokwenene "ukuqonda umfanekiso okungacinezelwanga"

Akukho maleko wokwala phambi kwale modeli kwaye akukho sihluzo sesiqulatho kwimveliso yayo. Sisigqibo semveliso eso esinomphumo othile kumsebenzi wombono: imodeli ichaza into esesikrinini endaweni yokwala ngokusekelwe kumxholo.

Oku kubalulekile kuba ii-API zombono ezihluziweyo azilungelanga ngokwesakhiwo udidi lonke lomsebenzi osemthethweni. Umgca wokusebenza wolawulo lomxholo kufuneka ujonge izinto ozilawulayo uze uthethe ukuba ziyintoni; isahluli-ndidi esala ukuhlola into esiyahlulayo asisiso isahluli-ndidi. Kunjalo nakuluhlu olude lwemisebenzi yokwenene:

• Izixhobo zokuthembana nokhuseleko — ukubhala iileyibhile kanye kwimifanekiso i-API eqhelekileyo engazukuyicubungula, nto leyo ingumfanekiso ofuna ukubhalelwa iileyibhile kakhulu.
• Imifanekiso yezonyango, yoqhaqho, neyeengozi — ifoto yeklinikhi, yokwenzakala, neyendawo yesehlo izihluzo eziqhelekileyo ezizala njengezimbi nokuba ngubani obuzayo.
• Uphando lokhuseleko — ukufunda amaphepha okuqhatha, ujongano oluyingozi, nezikrini ezibanjiweyo ngaphandle kokuba imodeli ithandabuze ngesiseko.
• Ukwahlula ngeendidi kwesiqulatho sabantu abadala nokubhalwa kweekhathalogu zovimba — imigca yokusebenza ekhoyo ukuchonga izinto engenako ukunikela ukujonga kumnye umntu, kunye neengqokelela zembali izihluzo ezizithatha njengezingenakubhalelwa iileyibhile.

Ukususa umaleko wokwala kususa umqobo wobunjineli, ingekuko owomthetho. I-Shannon AI iqhutywa yi-Shannon Lab LLC eNew Mexico, USA, kwaye ukusetyenziswa kwe-API kulawulwa yiPolisi yethu yoSetyenziso oluNoxanduva. Imveliso engahluzwanga sisakhono, ingekuko iphepha lemvume.

08Ukuyibiza: ii-endpoint, umfanekiso ongenayo, nendawo elingana kuyo

Imodeli yi-MiMo-V2.5-W8A16, ifikeleleka kwiilwimi ezintathu zezicelo ezifikelela kubunzima obunye, ngoko ugcina nayiphi na i-SDK osele unayo:

• /v1/chat/completions — ihambelana ne-OpenAI. Imifanekiso ingena njengeenxalenye zesiqulatho ze-image_url, mhlawumbi njenge-URL ye-https okanye i-URI yedatha ye-base64.
• /v1/messages — ihambelana ne-Anthropic. Imifanekiso ingena njengeebhloko zesiqulatho ze-image.
• /v1/responses — ulwimi lohlobo lweempendulo.

Ukusasaza nokubiza izixhobo kuyasebenza kuzo zontathu, ngoko imodeli ingajonga umfanekiso wesikrini ize ibize umsebenzi ngento eyibonileyo kumjikelo omnye. Izikimu ezipheleleyo zezicelo neempendulo zikwi-amaxwebhu e-API, akwanendawo yokudlala onokuncamathelisela umfanekiso kuyo phambi kokubhala nayiphi na ikhowudi.

I-MiMo-V2.5 ixhasa i-json_schema engqongqo ne-response_format — ngumahluko phakathi kokubonisa nomgca wokusebenza. Yinike irisithi kunye nesikimu esinamacandelo anodidi ngomthengisi, umhla, izinto ezidwelisiweyo, nesityaba, uze ufumane into ikhowudi yakho enokuyiqinisekisa endaweni yesiqendu ekufuneka usisebenzise nge-regex. Iimodeli ezimbini kwezilishumi elinambini kule khathalogu azinankxaso epheleleyo yemveliso ecwangcisiweyo; le ayinjalo, kwaye sisizathu sokuba isebenze njengenkonzo yokukhupha yomthamo omkhulu.

Ifestile yomxholo ziitoken ezingama-262,144; imveliso eveliswayo imiselwe kwiitoken ezingama-16,384 kwisicelo ngasinye. Imifanekiso ityakwaye iitoken ezingenayo ngokwesisombululo, ngoko izikeni zamaphepha esisombululo esiphezulu zitya umxholo ngokukhawuleza kakhulu ngaphezu kwenani lamagama alinganayo ombhalo. Yenza amaxwebhu amade abe ngamaphepha endaweni yokulayisha isikeni samaphepha angama-300 kwisicelo esinye, uze uphathe umda wemveliso njengesithintelo sokwenene ekukhupheni okupheleleyo — yahlula iitheyibhile ezishinyeneyo ngoluhlu lwemiqolo endaweni yokufumana impendulo enqunyulweyo.

Iqhosha le-reasoning_effort linamandla okwenene apha ngenxa yobuchule bosapho. Lehlise ngokwahlula ngeendidi komthamo omkhulu, apho impendulo yileyibhile kwaye iitoken zokucinga lixabiso nje; linyuse ngokutolika iitshati, imathematika yokubonwayo, nokuqiqa ngemizobo, apho imodeli kufuneka idibanise izinto ezininzi eziboneleyo phambi kokuba iphendule.

Ilingana phi, kwaye ayilingani phi

Iindawo ezifanelekileyo. Ukukhupha okuninzi kumaxwebhu nakwiirisithi; umsebenzi ohambelana ne-OCR kwizikeni ezingagqibelelanga; ukufundwa kweetshati, kweqonga lolawulo, neetheyibhile; ukuqonda imifanekiso yesikrini nokusekelwa kwe-UI; ukubhalwa kweeleyibhile zekhathalogu novavanyo lokubonwayo; imigca yokusebenza yolawulo lomxholo — nawuphi na umsebenzi weendlela ezininzi apho ixabiso lombizo ngamnye libophayo kwaye ukuchaneka kweenkcukacha ezicokisekileyo kuyinto ongavumiyo ukuyilahla.

Iindawo ezingafanelekanga. Ukuqiqa kweendlela ezininzi kobunzima bomphambili obufuna eyona modeli inamandla nokuba lithini ixabiso — ngumsebenzi we-Kimi-K3 lowo, kwaye ibiza phantse izihlandlo ezilishumi ngesizathu. Ukuvelisa umbhalo kuphela, apho i-MiMo-V2.5-Pro inika isiseko esingcono kumlinganiselo ofanayo. Umsebenzi oxhomekeke kulwazi lwehlabathi lwe-encyclopedia, apho isiseko esikhulu esisasazekileyo sidlula esishinyeneyo esincinci. Kunye nantoni na efuna ngaphezu kwe-262K yomxholo, into engenikwa nayiphi na imodeli apha.

09Imibuzo ebuzwa rhoqo

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Imithombo: Ingxelo yobuchwepheshe ye-MiMo (arXiv 2505.07608) · MiMo-VL Technical Report (arXiv 2506.03569) · XiaomiMiMo/MiMo-VL · MiMo-VL-7B-RL-2508. Onke amanani obalo-mgangatho axelwe yi-Xiaomi ngeendawo zokugcina ezikhutshiweyo ezibizwe ngasentla kwaye achaza umnombo wosapho, ingekuko isakhiwo esichanekileyo kule endpoint. Amaxabiso, umxholo, neeflegi zesakhono ngamaxabiso oluhlu lweSango le-Shannon AI, Septemba 2026.