I-API Yemodeli Ye-Hy3 Engavinjelwe

Iningi lezimpikiswano ezithi "yiyiphi imodeli okumele ngiyisebenzise" zimayelana nophahla: iyiphi ebhala ikhodi engcono kunazo zonke, ixazulule izibalo ezinzima kunazo zonke, inqobe ukusebenza kwe-ejenti okude kunakho konke. Amapayipi ahlelekile awasebenzi kanjalo. Umsebenzi wokukhipha izinkambu emadokhumentini ayizinkulungwane eziyikhulu ngosuku awudingi imodeli ehlakaniphile kanye — udinga eyodwa eqondile ngesimo esifanayo njalo, futhi engaze ibuyisele isigaba lapho into ye-JSON kufanele khona. Yileso sici u-Hy3-W8A16 asisebenzelayo.

01Iyini i-Hy3, nokuthi ivelaphi

I-Hy3 iyimodeli yokucabanga neye-ejenti enezisindo ezivulekile evela eqenjini le-Hunyuan lika-Tencent, ekhishwe ngokugcwele ngo-Julayi 6, 2026 ngaphansi kwelayisensi evumelayo, izisindo zishicilelwe ku-Hugging Face. Iqhubeka nomzila womsebenzi we-Mixture-of-Experts we-Hunyuan-Large wangaphambili ka-Tencent. Ngokwesakhiwo iyi-MoE engaminyene: amapharamitha esewonke ayizigidigidi ezingu-295, angu-21 billion asebenzayo kuthokheni ngalinye ngokuqondiswa kwe-top-8 kubochwepheshe abangu-192, ku-transformer enezingqimba ezingu-80 enokunaka kwe-grouped-query, kanye nesigaba se-multi-token-prediction esingu-3.8B esihlukile sokuqagela. Umongo wemvelo ungu-256K — ngempela amathokheni angu-262,144 esiwaveza, hhayi ukunqunywa kwento enkulu noma ukwandiswa kwento encane ngokusebenzisa i-rope.

Leso silinganiso sokungaminyene siyinombolo ebalulekile kunoma ubani okhokhela ngethokheni: i-Hy3 iphethe ulwazi lwemodeli engu-295B ngenkathi yenza cishe izibalo zeyodwa engu-21B ngokuhamba phambili okukodwa. Yikho futhi kungani singakwazi ukuyikhonza ngamabhithi ayi-8 esikhundleni sokuyicindezela kakhulu — ukwakhiwa kwamabhithi ayi-8 kwemodeli engaminyene kangaka kusengena futhi kusasebenza ngokushesha eqoqweni lethu lama-GPU.

Yini i-Tencent ebika ukuthi ikuhle kuyo

Amathebula okuhlolwa ashicilelwe yi-Tencent abeka amandla e-Hy3 ngokusobala ekusesheni kwe-ejenti, ekuqondiseni amathuluzi, nasekutholeni umongo omude kunasekubhaleni ikhodi ngokuqondile. Amanani abo abikiwe:

Sibonisa amabha abuthaka ngamabomu. I-Hy3 ilandela ngemuva kwe-GLM-5.2 ekubhaleni ikhodi ekuqhathaniseni kuka-Tencent uqobo — u-78.0 uqhathaniswa no-84.2 ku-SWE-bench Verified, u-28.0 uqhathaniswa no-46.2 ku-DeepSWE. Uma umsebenzi wakho ubunjiniyela besofthiwe bamafayela amaningi obuzimele, funda okuseleyo kohlu locwaningo lwemodeli kuqala. Uma kungukufunda umbhalo nokukhipha isakhiwo, uphrofayela useduze kakhulu nokuphelele.

Inombolo ebaluleke kakhulu emsebenzini wamapayipi eyinye yokwethembeka: i-Tencent ibika izinga lokucabanga okungekho lwe-Hy3 lingu-5.4%, lehla kusukela ku-12.5% esizukulwaneni esandulele, kanti amaphutha engqondo evamile ehla kusuka ku-25.4% aya ku-12.7%. Umgomo wokuqeqeshwa oshiwo yibo — phendula uma kukhona ubufakazi, sho ngokusobala uma bungekho — yisona simo ngempela osifunayo kumodeli yokukhipha ulwazi ebingaqamba inani elifihlekayo lensimu umthombo ongazange ushiwo.

Wonke amanani kulesi sigaba abikwe yi-Tencent ekuhlolweni kwabo uqobo; ukuqinisekiswa okuzimele kwabathathu bengxenye bekusalindiwe ngesikhathi kubhalwa lokhu. Awuphathe njengomqondo, hhayi njengokugxilile.

02Kusho ukuthini u-W8A16, futhi kungani kubalulekile kokukhishwayo okuhlelekile

Yonke imodeli esangweni iphethe isijobelelo sokukalwa kwezinga. Akuwona umhlobiso — kukutshela ukuthi izisindo ezikhonzwayo zikude kangakanani nechekhiphoyinti ikhishwe yilabhorethri.

Isigaba	Yini ekwenzayo	Ukwethembeka
3BIT-REAP	Izisindo zamabhithi amathathu kanye ne-REAP, indlela yokuthena ochwepheshe elahla ochwepheshe be-MoE abangaqondiswa kaningi ngaphambi kokukala izinga	Ecindezelwe kunazo zonke
W4A16-AUTOROUND-REAP	Izisindo zamabhithi amane / ukusebenza kwamabhithi ayi-16 nge-AutoRound — ukuyingilisa okufundiwe okubuyisela ukunemba ngaphezu kokuyingilisa okulula okusondele kakhulu — kanye nokuthena kwe-REAP	Maphakathi
W8A16	Izisindo zamabhithi ayi-8 / ukusebenza kwamabhithi ayi-16. Akukho ukuthena, akukho ukulungiswa kokuyingilisa okufundiwe — izisindo nje ziphethwe ngokunemba okuphindwe kabili	Ephakeme kunazo zonke

Lapho ukuxega kokukalwa kwezinga kulimaza khona ngempela

I-REAP ne-AutoRound zibuyisela iningi lalokho ukucindezela okulula okulahlekelwayo — kodwa "iningi" lisebenza ngempela kulowo musho, futhi okuseleyo akuweli ngokulingana. Ukukalwa kwezinga kwamabhithi amancane kuwohlisa imisila: izinqumo zamathuba aphansi, ezicophelele kakhulu. Embhalweni lokho kucishe kungabonakali; isichasiselo esihlukile sisamusho ohle. Okukhishwayo okuhlelekile kuyiwo wonke umdlalo, ngoba uhlelo iwuchungechunge olude lwezinqumo zamathuba aphansi ekumele ngazinye zibe ziqondile ngempela:

• Uhlelo lolimi ezingeni lethokheni. Ibhuleki yokuvala, ukhefana, uhlamvu lokucaphuna. Ngalinye lithokheni elilodwa, futhi ithokheni elilodwa elingalungile lenza yonke impendulo ingasebenzi.
• Ukuziphatha kwe-enum. Uhlelo lwakho luthi u-"status" uyingxenye ye-"open" | "closed" | "pending"; imodeli exegile ibuyisela u-"Open" noma u-"pending review" — eseduze ngencazelo, futhi ingekho emthethweni kokubili.
• Ukuziphatha kohlobo. Insimu ye-number ibuya njenge-"1,240", i-boolean njenge-"yes". Kokubili kuhlaziywa njengama-strings futhi kwehluleke uhlelo.
• Amazwibela omsila omude. Amabizo aqondile angavamile, izinombolo zezingxenye, amagama ezinto zamakhemikhali, imibhalo engesiyo eyesiLatini, izinsuku ezinembile — yindawo yamathuba aphansi kanye lezisindo zamabhithi amancane ezifiphazayo.

Akukho kulokhu okwenza amamodeli amabhithi amane noma amathathu abe mabi; emsebenzini wengxoxo umehluko wokwethembeka ngokuvamile awufanele umehluko wentengo. Kodwa lapho umsebenzisi wokukhishwayo eyi-validator kunomuntu, ukunemba emsileni kuguqukela ngokuqondile ezingeni lokuhlaziya — futhi izinga lokuhlaziya liguqukele esabelomalini sokuzama futhi nakwi-p99 latency. U-W8A16 yisigaba lapho uyeka khona ukukhokha leyo ntela.

03Okukhishwayo okuhlelekile: u-json_schema no-response_format

I-Hy3 isekela zombili izingxenye zobuso bokukhishwayo okuhlelekile — kufanele kushiwo ngokusobala, ngoba lokho akujwayelekile kuyo yonke ikhathalogu:

Imodeli	response_format	json_schema
Hy3 · W8A16	Yebo	Yebo
MiMo-V2.5-Pro · W8A16	Yebo	Yebo
inkling · W4A16-AUTOROUND-REAP	Yebo	Cha
Laguna-S-2.1 · W4A16-AUTOROUND-REAP	Cha	Cha

Umehluko phakathi kwalezi zindlela ezimbili ubalulekile kunalokho abantu abakucabangayo. U-response_format: {"type": "json_object"} ucela i-JSON esemthethweni futhi akukho okunye — imodeli ikhetha isimo, ngakho amakholi amabili angabuyisela u-{"name": ...} no-{"full_name": ...} futhi kokubili kuqondile. U-json_schema unikeza isimo kusengaphambili: izinkambu eziqanjiwe, izinhlobo, ama-enum, izinhlu ezidingekayo, ukufakwa ngaphakathi. Leso yisivumelwano ongabhalela ikhodi kuso.

Ikholi elincane olimini oluhambisana ne-OpenAI:

POST /v1/chat/completions

{
  "model": "Hy3-W8A16",
  "messages": [
    {"role": "system", "content": "Extract fields from the incident report. Use null for anything not stated."},
    {"role": "user", "content": "<report text>"}
  ],
  "response_format": {
    "type": "json_schema",
    "json_schema": {
      "name": "incident",
      "strict": true,
      "schema": {
        "type": "object",
        "properties": {
          "severity":  {"type": "string", "enum": ["low","medium","high","critical"]},
          "component": {"type": "string"},
          "occurred_at": {"type": ["string","null"], "description": "ISO-8601"},
          "affected_users": {"type": ["integer","null"]},
          "indicators": {
            "type": "array",
            "items": {"type": "object", "properties": {
              "kind":  {"type": "string", "enum": ["ip","domain","hash","cve"]},
              "value": {"type": "string"}
            }, "required": ["kind","value"]}
          }
        },
        "required": ["severity","component","occurred_at","affected_users","indicators"]
      }
    }
  }
}

Amanothi asebenzayo

• Yenza insimu ngayinye idingeke futhi uvumele u-null. Izinkambu ezingakhethiwe zimema ukudedelwa ngokuthula; insimu edingekayo enokungabi na-null iphoqa u-"akekho" osobala, okuyilo lwazi ongenza ngalo.
• Ama-enum ehlula ama-string amahhala. Noma yikuphi lapho ungavala khona isethi yamanani, kuvale — ushintsho olunamandla kunazo zonke ezingeni lokuphumelela lohlelo emhlabeni wangempela.
• Hlala ngaphansi komkhawulo wokukhishwayo wamathokheni angu-16,384. Uhlu olungenamkhawulo luzonqunywa phakathi kwento. Khawulela ubude bezinhlu, noma uhlukanise okungenayo.
• Gcina umlayezo wesistimu. Uhlelo lukhawulela isimo; i-prompt isalawula incazelo — yini ebalwa njenge-"critical," iyiphi usuku enqobayo uma kuvela amabili, noma kufanele kulinganiswe amayunithi.
• Qinisekisa noma kunjalo. Ukusekelwa kohlelo kunyusa izinga lokuphumelela; akubuyiseli i-validator ne-dead-letter queue.

04Kungani u-"okungavinjelwe" kuyisici sokwethembeka, hhayi esokuqukethwe kuphela

I-Hy3 esangweni alukho ungqimba lokwenqaba futhi asikho ukuhlungwa kokukhishwayo. Ukwethulwa okuvamile kumayelana nokuqukethwe: ungakwazi ukucubungula ucwaningo lokuphepha, ukuhlaziywa kwe-malware, imibhalo yokuxhaphaza, imiqulu yezokwelapha nezomthetho, izinto zabantu abadala, imibhalo yokunciphisa umonakalo noma imibhalo yabasebenzisi abanobutha ngaphandle kokuthi imodeli inqume esikhundleni sakho ukuthi ingathanda ukungakwenzi.

Kukhona isizathu sesibili, esisebenza ngendlela yebhuloho kakhulu esibalulekile. Ukwenqaba kuyikwephulwa kohlelo. Imodeli ehlungiwe eyenqabayo ayibuyiseli into yakho ngefulegi elithi u-"unavailable" — ibuyisela umbhalo. "Angikwazi ukusiza ngaleso sicelo." Leso string akulona into ye-incident; kwehluleka i-validator yakho futhi kufike ku-dead-letter queue eceleni kwamaphutha wangempela okuhlaziya, lapho manje kudingeka wahlukanise ukwenqaba kwenqubomgomo namaphutha wangempela okwakheka.

Okubi kakhudlwana, ukwenqaba kuhambisana nokuqukethwe kunokusatshalaliswa ngokungahleliwe. Uma u-4% womqulu wakho uyimibiko yezigameko zokuphepha kanti imodeli inqaba iningi lazo, awulahlekelwe u-4% wokusebenza ngokulingana — ulahlekelwe isigaba esisodwa, futhi ideshibhodi eyakhelwe kuleyo datha ithule ibike ngaphansi kanye leyo nto ekhona ukuze iveze. Izikhala ezinesimo sesigaba zibiza kakhulu kunomsindo olinganayo ngoba akukho okuxwayisa ngazo. Susa indlela yokwenqaba futhi lokho okuseleyo — ukwakheka okungalungile, ukunqunywa, umbhalo ongacacile — akuhambisani nesihloko, ngakho-ke kungalinganiswa.

05Umongo, umkhawulo wokukhishwayo, nokuthi zisatshalaliswa kanjani

Yonke imodeli esangweni yabelana ngemikhawulo efanayo:

Umongo uyisabelomali esabelwanwayo: i-prompt kanye nokukhishwayo kumele kungene ngaphakathi kuka-262,144 ndawonye, ngakho umkhawulo osebenzayo wokungenayo kukholi elilodwa cishe ungamathokheni angu-245,000, cishe amagama esiNgisi angu-180,000. Emsebenzini ohlelekile umkhawulo wokukhishwayo wamathokheni angu-16,384 yiwo umkhawulo onzima kakhulu futhi umangalisa abantu — uhlelo olukhipha into eyodwa ngerekhodi luyawufinyelela kudala ngaphambi kokuba iwindi ligcwale. Amaphethini amabili asebenza ngokumelene nalokho:

• Okungenayo okubanzi, okukhishwayo okuncane. Faka isivumelwano esigcwele, ifayela noma iwindi lelogi emongweni bese ucela into eyodwa encishisiwe. Amathokheni okungenayo abiza ikota yamathokheni okukhishwayo, ngakho intengo iklomelisa ukufunda okuningi nokubhala okuncane.
• Hlukanisa ngemikhawulo yamarekhodi, hhayi ngenani lamabhayithi. Hlukanisa lapho imodeli ingabona khona umthungo. Irekhodi elinqunywe phakathi komusho likhiqiza into engalungile ngokuzethemba kunokwehluleka okusobala.

Amandla e-Hy3 okutholwa komongo omude abikiwe — u-73.4 ku-AA-LCR, kanye nokweqa kusuka ku-42.9% kuya ku-75.1% ekukhumbuleni kwe-MRCR yengxoxo ende — yikhono ngempela iphethini yokuqala encika kulo, futhi likhono elihlukile ekubhaleni kahle.

06Intengo ephansi kakhulu, nezibalo zepayipi langempela

I-Hy3 ihlala ku-$0.50 ngethokheni eyisigidi engenayo no-$2.00 ngethokheni eyisigidi ephumayo — izinga eliphansi kakhulu lekhathalogu, elabelwanwa ne-MiMo-V2.5, i-MiMo-V2.5-Pro, i-DeepSeek-V4-Flash-0731 ne-MiniMax-M3. Kubaliwe kusetshenziswa imithwalo emelela:

Umsebenzi	Okungenayo / ikholi	Okuphumayo / ikholi	Izindleko / ikholi	Ngamakholi ayisigidi
Ukukhishwa kwenkambu	1,200	300	$0.0012	$1,200
Ukuhlukaniswa kwedokhumenti	3,000	120	$0.0018	$1,800
Ukufingqa idokhumenti ende ibe uhlelo	40,000	900	$0.0218	$21,800
Ukuhlaziya iwindi eligcwele	240,000	2,000	$0.1240	$124,000

Inombolo eshintsha izinqumo akulona izinga eliyinhloko kodwa izinga elisebenzayo ngemuva kokuzama futhi. Uma amamodeli amabili ebiza okufanayo kanti elinye lehluleka ukuqinisekiswa ku-6% wamakholi kanti elinye lehluleka ku-1.5%, imodeli enokuxega okuphakeme iqhuba amakholi angaphezulu ngu-4.5% — okusaphiveka. Umonakalo usemsileni: amakholi azanywe futhi athatha isikhathi esiphindwe kabili, ngakho i-p99 latency iphindwa cishe kabili engxenyeni ebonakalayo yethrafikhi, futhi noma yini ehluleka kabili iba umsebenzi owenziwa ngesandla. Emakholini ayisigidi ngosuku lokho amarekhodi ayizinkulungwane umuntu okumele awafunde.

Yingakho isizathu sesigaba samabhithi ayi-8 entengweni ephansi kakhulu: awukhokheli intengo ephakeme ngenxa yokwethembeka lapha, ngakho izibalo zokuzama futhi ziyimali yamahhala. Uma imodeli yamabhithi amathathu ibiza kancane, kwakuzoba khona ukuthengiselana kwangempela okumele ulinganise — i-Hy3 ibiza okufanayo nento eshibhile kunazo zonke ekhathalogini.

07Izilimi ezintathu ze-API, imodeli eyodwa

I-Hy3 iyafinyeleleka kuzo zontathu izilimi zesango ngokusakaza kwe-ngayinye. Imodeli efanayo, izisindo ezifanayo, imikhawulo efanayo — khetha noma iyiphi ehambisana ne-SDK osele unayo.

Isiphetho	Ulimi	Sebenzisa uma
/v1/chat/completions	OpenAI	Unayo i-OpenAI SDK, i-LangChain noma i-LlamaIndex. Qondisa i-URL eyisisekelo lapha, shintsha inqama yemodeli.
/v1/messages	Anthropic	Usebenzisa i-Anthropic SDK futhi ufuna amabhulokhi wokuqukethwe ngaphandle kongqimba lokuhumusha.
/v1/responses	Responses	Ufuna isimo esisha sesicelo esinokukhishwayo okunohlobo kanye nesimo sohlangothini lweseva.

I-Hy3 iphinde isekele ukubiza amathuluzi nokucabanga, kufaka u-reasoning_effort. Emsebenzini wokukhipha ulwazi isinyathelo esiwusizo ngokuvamile ukwehlisa ukucabanga: ohlelweni oluchazwe kahle phezu kombhalo ohlanzekile, amathokheni okucabanga ayamathokheni okukhishwayo owakhokhelayo kanye ne-latency owuqhubekelayo, ngenzuzo encane. Sebenzisa isabelo somzamo kokungenayo okungacacile ngempela esikhundleni salokho.

Uhlu olugcwele lwezicelo nezimpendulo, izinhlu zamaphalamitha, incazelo yokusakaza kanye nendawo yokudlala esebenzayo kuse-mibhalweni ye-API.

08Ukukhetha phakathi kwamamodeli amathathu e-W8A16

Amamodeli amathathu ahlala esigabeni sokwethembeka esiphezulu kunazo zonke, wonke entengweni ephansi kakhulu. Inketho ikakhulukazi umame:

Imodeli	Umbono	json_schema	Intengo engenayo / ephumayo	Yikhethele
Hy3 · W8A16	Cha	Yebo	$0.50 / $2.00	Amapayipi ahlelekile ombhalo kuphela, ukuqondiswa kwamathuluzi, ukutholwa komongo omude
MiMo-V2.5-Pro · W8A16	Cha	Yebo	$0.50 / $2.00	Umsebenzi wombhalo kuphela lapho ufuna ukulungiswa kwe-Pro kwezila le-MiMo
MiMo-V2.5 · W8A16	Yebo	Yebo	$0.50 / $2.00	Noma yini enezithombe — amadokhumenti askeniwe, izithombe-skrini, izithombe

Uma noma yiyiphi ingxenye yokungenayo kwakho iyisithombe isinqumo sesivele senziwe: i-Hy3 ingumbhalo kuphela — thumela ama-PDF askeniwe, izithombe-skrini nezithombe ku-MiMo-V2.5. Lapho okungenayo kuwumbhalo ngempela, iphrofayela le-Hy3 yokusetshenziswa kwamathuluzi e-ejenti, ukukhumbula komongo omude nokucabanga okungekho okuphansi okubikiwe kuhambisana ngokuqondile kakhulu nomsebenzi wepayipi. Njengoba wonke amathathu ebiza okufanayo, qhuba uhlelo lwakho kumabili kuwo emarekhodini angempela angamakhulu ambalwa bese uqhathanisa izinga lokuhlaziya; lokho kuyakuxazulula ngcono kunanoma iliphi ithebula, kufaka nalelo.

09Lapho i-Hy3 izuza khona indawo yayo

• Ukukhishwa kwenkambu ngobuningi obuphezulu. Izivumelwano, amafayela, imibiko yezigameko, imibhalo yengxoxo, amanothi omtholampilo, amarekhodi enkantolo — noma kuphi lapho into enohlobo ngedokhumenti ngayinye ingumphumela okumele ulethwe futhi ubuningi bwenza ukuzama futhi kubize.
• Ukuhlukaniswa nokuqondiswa ngobukhulu. Okukhishwayo kwe-enum evaliwe, lapho yonke inani lemodeli lingasoze laqamba isigaba seshumi nesishiyagalolunye.
• Imiqulu yokuphepha nolwazi lwezinsongo. Imibhalo ye-malware, ukwambulwa kokuxhaphaza, kanye nezibonelo ze-phishing — izinto eziphambanisa amamodeli ahlungiwe abe wukwenqaba, futhi lapho isikhala esinesimo sesigaba sihlula injongo.
• Ama-ejenti abiza amathuluzi angeke ame. Ukwethembeka kwezimpikiswano kwamabhithi ayi-8 kusho ukuthi i-JSON enikwe imisebenzi yakho iyahlaziyeka; ukubizwa kwethuluzi okonakalisiwe kuyi-ejenti emile, hhayi impendulo embi kancane.
• Ukuhlaziywa kwedokhumenti ende ibe isakhiwo. Ifayela eligcwele lingena, into eyodwa encishisiwe iphuma.
• Ukulawulwa kokuqukethwe nocwaningo lwenqubomgomo. Ukumaka izinto imodeli ehlungiwe eyenqaba ukuzifunda kuyinkinga ehlala ikhona yokwethenjelwa nokuphepha; imodeli engahlungiwe enohlelo oluqinile iyixazulula ngokuqondile.

Nalapho ingazuzi khona: noma yini enezithombe (sebenzisa i-MiMo-V2.5), kanye nobunjiniyela besofthiwe bamafayela amaningi obuzimele, lapho amathebula ka-Tencent uqobo abeka i-Hy3 ngemuva kwe-GLM-5.2 ku-SWE-bench Verified futhi ngemuva kakhulu ku-DeepSWE.

Amanani ezilinganiso abikwe yi-Tencent, kufaka namanani abancintisana nayo; ukuqinisekiswa okuzimele bekusalindiwe ngesikhathi kubhalwa lokhu. Amanani ezindleko abalwe kusukela emananini ethu ashicilelwe angu-$0.50 / $2.00. Ayikho inombolo kuleli khasi eyisilinganiso esiqhutshwe yi-Shannon noma isilinganiselo.

10Imibuzo ebuzwa njalo

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Imithombo: Amakhadi emodeli e-Tencent Hunyuan · Indawo yokugcina ikhodi ye-Hy3 · Hunyuan-Large: An Open-Source MoE Model (arXiv 2411.02265) · Umbiko we-VentureBeat wokukhishwa kwe-Hy3. Izilinganiso zesisekelo zibikwe yi-Tencent futhi ziyisikhashana zilinde ukuqinisekiswa okuzimele. I-Shannon AI isetshenziswa yi-Shannon Lab LLC, e-New Mexico, USA.