API yeModhi yeHy3 Isina Kudzorwa

Nharo dzakawanda dzekuti "ndeipi modhi yandinofanira kushandisa" dziri pamusoro pedenga: ndeipi inonyora kodhi yakanaka kupfuura dzose, inogadzirisa masvomhu akaoma kupfuura ose, inokunda pakumhanya kurefu kweagent. Hurongwa hwakarongwa hahushandi saizvozvo. Basa rekubvisa minda mumagwaro zviuru zana pazuva harina kumbodei modhi inoshamisa kamwe chete — rinoda inova yakarurama muchimiro chimwe chete nguva dzose, uye isingambodzoseri ndima panofanira kuva nechinhu cheJSON. Ndihwo unyanzvi hwakauyisa Hy3-W8A16 pano.

01Hy3 chii, uye kwainobva

Hy3 imodhi ine huremu hwakavhurika inofungisisa uye yemaagent inobva kuchikwata cheHunyuan cheTencent, yakaburitswa zvizere musi wa6 Chikunguru 2026 pasi perezinesi rakasununguka, nehuremu hwakabudiswa paHugging Face. Inoenderera nedzinza rebasa raTencent rekare reHunyuan-Large reMixture-of-Experts. Pamagadzirirwo iMoE yakapararira: mapharamita mabhiriyoni mazana maviri nemakumi mapfumbamwe nemashanu ose, apo anenge mabhiriyoni 21 anoshanda patokeni imwe neimwe kuburikidza ne routing ye top-8 panyanzvi 192, patransformer yemadanho 80 ine grouped-query attention, pamwe nedanho rakaparadzana re3.8B rekufanotaura matokeni akawanda re speculative decoding. Context yepachayo i256K — ndiwo chaiwo matokeni 262,144 atinoburitsa, kwete kudimburwa kwechinhu chikuru kana kutambanudzwa kwerope kwechinhu chidiki.

Chiyero chekupararira ichocho ndiyo nhamba inokosha kune anobhadhara patokeni: Hy3 inotakura ruzivo rwemodhi ye295B ichiita anenge masvomhu emodhi ye21B pakupfuura kwega kwega. Ndicho chikonzerowo chekuti tinokwanisa kuishandisa pamabhiti masere pane kuidzvanya zvakaomarara — chivakwa che8-bit chemodhi yakapararira kudai chichiri kukwana uye chichiri kumhanya nekukurumidza pacluster yedu yemaGPU.

Zvinoshumwa naTencent seyakanakira

Matafura eongororo akabudiswa naTencent anoisa simba raHy3 zvakananga mukutsvaga kwemaagent, kurongedzera zvishandiso, nekutsvaga pacontext refu pane pakukodha chaiko. Nhamba dzavo dzakashumwa:

Tinoratidza mitsara isina simba nemaune. Hy3 inotevera GLM-5.2 pakukodha mukuenzanisa kwaTencent pachake — 78.0 kupesana ne84.2 paSWE-bench Verified, 28.0 kupesana ne46.2 paDeepSWE. Kana basa rako riri unjiniya hwesoftware hwemafaira akawanda hwakazvimirira, verenga chikamu chichiri kusara cheindekisi yetsvakurudzo yemamodhi kutanga. Kana riri rekuverenga mavara nekuburitsa chimiro, chimiro chacho chiri pedyo nekukwana.

Nhamba inonyanya kukosha pabasa rehurongwa ndeyekuvimbika: Tencent inoshuma chiyero chekufungidzira zvisiriko chaHy3 pa5.4%, chichidzika kubva pa12.5% muchizvarwa chakapfuura, nezvikanganiso zveruzivo rwakajairika zvichidzika kubva pa25.4% kuenda pa12.7%. Musimboti wavo wekudzidzisa wakataurwa — pindura kana paine humbowo, taura pachena kana husipo — ndiwo chaiwo maitiro aunoda mumodhi yekubvisa ruzivo ingadai ichigadzira kukosha kunoita sekwakanaka kwemunda usina kumbotaurwa nemavara ekutanga.

Nhamba dzose muchikamu chino dzakashumwa naTencent kubva pamiedzo yavo; kuongororwa kwakazvimirira kwerutivi rwechitatu kwaive kuchiri kumirira panguva yekunyorwa. Dzitore sedzinoratidza nzira, kwete sedzakatarwa.

02Kuti W8A16 inorevei, uye sei ichikosha pazvinobuda zvakarongwa

Modhi yega yega paGedhi ine chipfupiso che quantization. Hachisi chishongo — chinokuudza kuti huremu hunoshandiswa huri kure zvakadii nechekipoinzi chakaburitswa nerabhoritari.

Mhando	Zvainoita	Kutendeseka
3BIT-REAP	Huremu hwe3-bit pamwe neREAP, nzira yekubvisa nyanzvi inobvisa nyanzvi dzeMoE dzisingawanzotumirwi quantization isati yaitwa	Yakadzvanywa kupfuura dzose
W4A16-AUTOROUND-REAP	Huremu hwe4-bit / maactivation e16-bit kuburikidza neAutoRound — kutenderedza kwakadzidzwa kunodzorera kururama pamusoro pekutenderedza kwakapusa kune kuri pedyo — pamwe nekubvisa nyanzvi kweREAP	Yepakati
W8A16	Huremu hwe8-bit / maactivation e16-bit. Hapana kubvisa nyanzvi, hapana kugadziriswa nekutenderedza kwakadzidzwa — huremu hunongotakurwa pakururama kunopetwa kaviri	Yepamusoro kupfuura dzose

Kunonyatsokuvadza kutsauka kwe quantization

REAP neAutoRound zvinodzorera chikamu chikuru chinorasikirwa nekudzvanya kwakapusa — asi "chikamu chikuru" chine basa mumutsara iwoyo, uye chinosara hachiwiri zvakaenzana. Quantization yemabhiti mashoma inodzikisira miswe: sarudzo dzine mukana mushoma, dzine unyanzvi hwakakwirira. Mumavara ekunyora hazvionekwi; chirevo chakasiyana chichiri mutsara wakanaka. Muzvinobuda zvakarongwa ndiwo mutambo wose, nokuti schema imutsetse murefu wesarudzo dzine mukana mushoma dzinofanira kunge dzakanyatsorurama imwe neimwe:

• Chimiro chetokeni imwe neimwe. Bhureketi rekuvhara, koma, chiratidzo chekutaura. Chimwe nechimwe itokeni imwe, uye tokeni imwe isiriyo inokanganisa mhinduro yose.
• Kuteerera enumu. Schema yako inoti "status" ndeimwe ye"open" | "closed" | "pending"; modhi yakatsauka inodzosera "Open" kana "pending review" — zviri pedyo pazvinoreva, uye zvisina kururama pane zvose zviri zviviri.
• Kuteerera mhando. Munda wenumber unodzoka se"1,240", weboolean se"yes". Ese ari maviri anoparadzaniswa semavara uye anokundikana pane schema.
• Mazwi emuswe murefu. Mazita chaiwo asingawanzoitiki, nhamba dzezvikamu, mazita ekemikari, mavara asiri echiLatin, mazuva chaiwo — ndiyo chaiyo nzvimbo yemukana mushoma inovhundutswa nehuremu hwemabhiti mashoma.

Hapana chimwe cheizvi chinoita mamodhi e4-bit kana e3-bit akaipa; pabasa rekutaurirana musiyano wekutendeseka kazhinji haukodzeri musiyano wemutengo. Asi kana anodya zvinobuda ari muongorori pane munhu, kururama pamiswe kunoshandurwa zvakananga kuita chiyero chekuparadzanisa — uye chiyero chekuparadzanisa kuita bhajeti rekuedzazve nekunonoka kwep99. W8A16 ndiyo mhando apo unorega kubhadhara mutero iwoyo.

03Zvinobuda zvakarongwa: json_schema neresponse_format

Hy3 inotsigira zvose zvikamu zviviri zvechimiro chezvinobuda zvakarongwa — zvakakodzera kutaurwa pachena, nokuti izvozvo hazviitiki pakatarogu yose:

Modhi	response_format	json_schema
Hy3 · W8A16	Hongu	Hongu
MiMo-V2.5-Pro · W8A16	Hongu	Hongu
inkling · W4A16-AUTOROUND-REAP	Hongu	Kwete
Laguna-S-2.1 · W4A16-AUTOROUND-REAP	Kwete	Kwete

Musiyano uri pakati penzira mbiri idzi unokosha kupfuura zvinofungidzirwa nevanhu. response_format: {"type": "json_object"} inokumbira JSON chaiyo uye hapana chimwe — modhi inosarudza chimiro, saka kudana kuviri kunogona kudzosera {"name": ...} ne{"full_name": ...} uye zvose zviri zviviri zviri pakarurama. json_schema inopa chimiro pakutanga: minda ine mazita, mhando, maenumu, rondedzero dzezvinodiwa, kurongwa mukati. Ndicho chibvumirano chaunogona kunyorera kodhi.

Kudana kudiki pamutauro unoenderana neOpenAI:

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"]
      }
    }
  }
}

Zvinyorwa zvinoshanda

• Ita kuti munda wega wega udiwe uye ubvumire null. Minda yesarudzo inokoka kudonhedzwa kwakanyarara; munda unodiwa unobvumira null unomanikidza kutaura pachena kuti "hachipo," izvo ruzivo rwaunogona kushandisa.
• Maenumu anokunda mavara akasununguka. Pese paunogona kuvhara seti yezvikoshwa, ivhare — ndiyo shanduko ine simba guru pachiyero chekupasa chechokwadi cheschema.
• Gara pasi pedenga rezvinobuda rematokeni 16,384. Hurongwa husina muganhu huchachekwa pakati pechinhu. Ganhurira hurefu hwehurongwa, kana kamura zvinopinda.
• Chengeta meseji yesisitimu. Schema inoganhurira chimiro; prompt ichiri kutonga zvinorehwa — chii chinoverengwa se"critical," nderipi zuva rinokunda kana maviri achiuya, kana kuti kuenzanisa here miyero.
• Ongorora zvakadaro. Kutsigira schema kunokwidza chiyero chekupasa; hakutsivi muongorori nemutsara wemameseji akadonha.

04Sei "kusadzorwa" kuri unyanzvi hwekuvimbika, kwete hwezvirimo chete

Hy3 paGedhi ine hapana chidzitiro chekuramba uye hapana sefa pane zvinobuda. Kutaura kwakajairika kuri pazvirimo: unogona kugadzirisa tsvakurudzo yezvekuchengetedza, ongororo yemalware, zvinyorwa zvekurwisa, madunhu ezvokurapa neepamutemo, zvinhu zvevakuru, zvinyorwa zvekudzikisa kukuvara kana zvakanyorwa zvevashandisi vane hutsinye pasina modhi kusarudza pachinzvimbo chako kuti inosarudza kusazviita.

Pane chimwe chikonzero chechipiri, chinonyanya kuva chemuchina, chinoita kuti zvikoshe. Kuramba kutyorwa kweschema. Modhi ine sefa inoramba haidzoseri chinhu chako chine chiratidzo che"unavailable" — inodzosera mavara ekunyora. "Handikwanisi kubatsira nechikumbiro ichocho." Mutsara iwoyo hausi chinhu cheincident; unokundikana pamuongorori wako uye unowira mumutsara wemameseji akadonha pedyo nezvikanganiso zvekuparadzanisa zvechokwadi, apo iwe zvino unofanira kupatsanura kuramba kwemutemo nekukanganisa chaiko.

Zvakatoipa, kuramba kunoenderana nezvirimo pane kupararira zvisina kurongwa. Kana 4% yedunhu redhata rako riri zvinyorwa zvezviitiko zvezvekuchengetedza uye modhi ichiramba zvakawanda zvazvo, hauna kurasikirwa ne4% yehuwandu zvakaenzana — warasikirwa nechikamu chimwe, uye dheshibhodhi yakavakwa padhata iroro inodzikisira zvakanyarara chinhu chaicho chayakavakirwa kuratidza. Mwena yakaita sechikamu inodhura kupfuura ruzha rwakaenzana nokuti hapana chinoyambira pamusoro payo. Bvisa nzira yekuramba uye chinosara — kukanganisa, kuchekwa, mavara asina kujeka — hazvienderani nenyaya, saka zvinogona kuyerwa.

05Context, denga rezvinobuda, nekuzvironga

Modhi yega yega paGedhi inogovana miganhu imwe cheteyo:

Context ibhajeti rinogovaniswa: prompt pamwe nezvinobuda zvinofanira kukwana mukati me262,144 pamwe chete, saka denga rezvinopinda rinoshanda pakudana kumwe chete rinenge matokeni 245,000, anenge mazwi echiRungu 180,000. Pabasa rakarongwa denga rezvinobuda rematokeni 16,384 ndiwo muganhu wakaoma uye ndiwo unoshamisa vanhu — schema inoburitsa chinhu chimwe pachinyorwa chimwe nechimwe inosvika pariri hwindo risati razara. Zvimiro zviviri zvinoshanda pane izvozvo:

• Zvinopinda zvakafara, zvinobuda zvakamanikana. Sundidzira chibvumirano chose, gwaro rakaiswa kana hwindo remarogi mucontext ukumbire chinhu chimwe chakamanikana. Matokeni anopinda anodhura chikamu chechina chematokeni anobuda, saka mutengo unopa mubairo kuverenga zvakawanda uchinyora zvishoma.
• Kamura pamiganhu yezvinyorwa, kwete pahuwandu hwemabhaiti. Kamura apo modhi inogona kuona mukaha. Chinyorwa chakachekwa pakati pemutsara chinogadzira chinhu chine chivimbo chisiriicho pane kukundikana kunoonekwa.

Simba raHy3 rakashumwa rekutsvaga pacontext refu — 73.4 paAA-LCR, nekukwira kubva pa42.9% kuenda pa75.1% pakuyeuka hurukuro refu paMRCR — ndihwo chaihwo unyanzvi hunotsamirwa nechimiro chekutanga, uye unyanzvi hwakasiyana nekunyora zvakanaka.

06Mutengo wepasi, nemasvomhu ehurongwa chaihwo

Hy3 iri pa$0.50 pamatokeni miriyoni anopinda ne$2.00 pamatokeni miriyoni anobuda — pasi pekatarogu, panogovaniswa neMiMo-V2.5, MiMo-V2.5-Pro, DeepSeek-V4-Flash-0731 neMiniMax-M3. Zvakaitwa pamitoro inomiririra:

Basa	Anopinda / kudana	Anobuda / kudana	Mutengo / kudana	Pakudana 1M
Kubvisa minda	1,200	300	$0.0012	$1,200
Kurongedza magwaro	3,000	120	$0.0018	$1,800
Kupfupisa gwaro refu kuenda kuschema	40,000	900	$0.0218	$21,800
Ongororo yehwindo rakazara	240,000	2,000	$0.1240	$124,000

Nhamba inochinja sarudzo haisi mutengo mukuru asi chiyero chinoshanda mushure mekuedzazve. Kana mamodhi maviri achidhura zvakafanana uye imwe ichikundikana pakuongororwa pa6% yekudana apo imwe ichikundikana pa1.5%, modhi ine kutsauka kwakawanda inomhanyisa kudana kwakawedzera neanenge 4.5% — zvinotsungirirwa. Kukuvara kuri pamuswe: kudana kwakaedzwazve kunotora nguva inopetwa kaviri, saka kunonoka kwep99 kunenge kunopetwa kaviri pachikamu chinoonekwa chehuwandu, uye chero chinokundikana kaviri chinova basa remunhu. Pakudana miriyoni pazuva ndizvo zvinyorwa zviuru zvinofanira kuverengwa nemumwe munhu.

Ndicho chikonzero chenharo dzemhando ye8-bit pamutengo wepasi: hausi kubhadhara mutengo wepamusoro nekuda kwekutendeseka pano, saka masvomhu ekuedzazve imari yemahara. Dai modhi ye3-bit yaichipa paizova nekuchinjana chaiko kwekuyera — Hy3 inodhura zvakafanana nechinhu chakachipa kupfuura zvose mukatarogu.

07Mitauro mitatu yeAPI, modhi imwe chete

Hy3 inosvikwa pamitauro mitatu yose yeGedhi ine kuyerera pane imwe neimwe. Modhi imwe cheteyo, huremu humwe chetehwo, miganhu imwe cheteyo — sarudza iyo inoenderana neSDK yaunotova nayo.

Suwo	Mutauro	Shandisa kana
/v1/chat/completions	OpenAI	Une SDK yeOpenAI, LangChain kana LlamaIndex. Nongedzera base URL pano, uchinje zita remodhi.
/v1/messages	Anthropic	Uri paSDK yeAnthropic uye uchida mabhuroko ezvirimo pasina danho rekushandura.
/v1/responses	Responses	Uchida chimiro chitsva chechikumbiro chine zvinobuda zvine mhando nechimiro chiri pasevha.

Hy3 inotsigirawo kudana zvishandiso nekufungisisa, kusanganisira reasoning_effort. Pabasa rekubvisa ruzivo chinoshanda kazhinji ndechekudzikisa kufungisisa: paschema yakanyatsotsanangurwa pamavara akachena, matokeni ekufunga imatokeni anobuda aunobhadhara nekunonoka kwaunomirira, uchiwana zvishoma. Shandisa bhajeti resimba pazvinopinda zvisina kunyatsojeka chaizvo panzvimbo peizvozvo.

Rondedzero yakazara yezvikumbiro nemhinduro, mazita emapharamita, zvinorehwa nekuyerera nenzvimbo yekuedza inoshanda zviri mumagwaro eAPI.

08Kusarudza pakati pemamodhi matatu eW8A16

Mamodhi matatu ari pamhando ine kutendeseka kwepamusoro kupfuura dzose, ose ari pamutengo wepasi. Sarudzo inonyanya kuva yemudziyo:

Modhi	Kuona	json_schema	Mutengo anopinda / anobuda	Isarudze pa
Hy3 · W8A16	Kwete	Hongu	$0.50 / $2.00	Hurongwa hwakarongwa hwemavara chete, kurongedzera zvishandiso, kutsvaga pacontext refu
MiMo-V2.5-Pro · W8A16	Kwete	Hongu	$0.50 / $2.00	Basa remavara chete apo uchida kugadziriswa kwePro kwemutsara weMiMo
MiMo-V2.5 · W8A16	Hongu	Hongu	$0.50 / $2.00	Chero chine mifananidzo — magwaro akaskenwa, masikirinishoti, mifananidzo

Kana chikamu chipi zvacho chezvinopinda zvako chiri mufananidzo sarudzo yakuitirwa: Hy3 ndeyemavara chete — tumira maPDF akaskenwa, masikirinishoti nemifananidzo kuMiMo-V2.5. Apo zvinopinda zviri mavara chaizvo, chimiro chaHy3 chekushandisa zvishandiso semaagent, kuyeuka pacontext refu nekufungidzira zvisiriko kwakaderera kwakashumwa chinoenderana zvakananga nebasa rehurongwa. Sezvo ose ari matatu achidhura zvakafanana, mhanyisa schema yako pamaviri pawo pazvinyorwa chaizvo mazana mashoma uenzanise zviyero zvekuparadzanisa; izvozvo zvinogadzirisa nyaya zviri nani pane tafura ipi zvayo, kusanganisira iyi.

09Panowana Hy3 nzvimbo yayo

• Kubvisa minda kwehuwandu hukuru. Zvibvumirano, magwaro akaiswa, zvinyorwa zvezviitiko, zvakanyorwa, zvinyorwa zvekiriniki, zvinyorwa zvedare — chero apo chinhu chine mhando pagwaro rimwe nerimwe ndicho chinodiwa uye huwandu huchiita kuti kuedzazve kudhure.
• Kurongedza nekutumira pachiyero chikuru. Zvinobuda zveenumu dzakavharwa, apo kukosha kwose kwemodhi ndekwekusatombogadzira chikamu chegumi nemapfumbamwe.
• Madunhu edhata ezvekuchengetedza neruzivo rwezvinotyisidzira. Zvinyorwa zvemalware, kuziviswa kwekurwisa nemienzaniso yephishing — zvinhu zvinoita kuti mamodhi ane sefa arambe, uye apo mwena yakaita sechikamu inoparadza chinangwa.
• Maagent anodana zvishandiso asingafaniri kumira. Kutendeseka kwe8-bit kwezvinopinda kunoreva kuti JSON inopiwa kumabasa ako inoparadzaniswa; kudana chishandiso kwakakanganiswa iagent yakamira, kwete mhinduro yakaipa zvishoma.
• Ongororo yemagwaro marefu kuenda muchimiro. Gwaro rose rinopinda, chinhu chimwe chakamanikana chinobuda.
• Kudzora zvirimo netsvakurudzo yemutemo. Kunyora marebhuru pazvinhu zvinorambwa nemodhi ine sefa idambudziko rinogara riripo rekuvimbika nekuchengetedza; modhi isina sefa ine schema yakasimba inorigadzirisa zvakananga.

Uye pasingakodzeri: chero chine mifananidzo (shandisa MiMo-V2.5), neunjiniya hwesoftware hwemafaira akawanda hwakazvimirira, apo matafura aTencent pachavo anoisa Hy3 shure kweGLM-5.2 paSWE-bench Verified uye shure zvakanyanya paDeepSWE.

Nhamba dzemiyero dzakashumwa naTencent, kusanganisira nhamba dzevanokwikwidzana; kuongororwa kwakazvimirira kwaive kuchiri kumirira panguva yekunyorwa. Nhamba dzemutengo dzakaverengwa kubva pamitengo yedu yakabudiswa ye$0.50 / $2.00. Hapana nhamba iri papeji rino iri muyero wakamhanyiswa neShannon kana fungidziro.

10Mibvunzo inowanzobvunzwa

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Zvakatorwa kubva: makadhi emamodhi eTencent Hunyuan · maneja yeHy3 · Hunyuan-Large: An Open-Source MoE Model (arXiv 2411.02265) · nhau dzeVentureBeat pamusoro pekuburitswa kweHy3. Miyero yehwaro yakashumwa naTencent uye iri panguva yekumirira kuongororwa kwakazvimirira. Shannon AI inoshandiswa neShannon Lab LLC, New Mexico, USA.