Munguva yehungwaru hwekugadzira, kubuda kwemhando nyowani dzekugadzira kunoramba kuchishamisa vashandisi, vanogadzira, uye mabhizinesi zvakafanana. Hofori mbiri dzechiitiko chazvino, Gemma 3 y DeepSeek, vari kurwira hutungamiriri hwetekinoroji uye zvido zveavo vari kutsvaga mhinduro dzakasimba uye dzine simba dzeAI, zvese zvekushandisa pachako uye nehunyanzvi.
Mamodheru ese ari maviri aunza kufarira kukuru munharaunda, imwe neimwe iine nzira dzakasiyana dzekuvhurika, kunyatsoita, uye kugadzirisa simba. Nepo imwe ichibva kumichina yekuvandudza ye Google, imwe yacho kuzvipira kweindasitiri yeChinese kuita democratize AI pasina kupira kuita. Pazasi, isu tinoongorora zvakadzama maficha, zvakanakira, uye zvipimo zveGemma 3 uye DeepSeek kuburikidza neyakaomesesa, inosvikika ongororo yakarongerwa vagadziri uye vashandisi vanoda kuziva.
Chii chinonzi Gemma 3?
Gemma 3 inomiririra yazvino chizvarwa cheakavhurika maAI modhi akagadzirwa neGoogle. Kusiyana nedzake yakavhara mhuri yeGemini, iyo chete Google inokwanisa kuwana kodhi yayo, Gemma chikamu chekuedza kuvhura budiriro yayo kunharaunda. Iine yakavhurika-sosi yekuvaka, Gemma 3 inotsvaga kukwezva vanogadzira, vaongorori, uye makambani anofarira kuita AI pasina kuvimba nemabasa ekunze kana kudhura kwakanyanya.
Chii chinoita kuti Gemma 3 ive yakasiyana ndeyekuita kwayo uye kuwanikwa. Inowanikwa mune akati wandei scalable shanduro zvichienderana nehuwandu hwema paramita, kubva kumhando dze 1Kubva pa 000 bhiriyoni parameter renji kusvika kune yepamusorosoro, ine 27.000 bhiriyoni paramita. Uku kupamhama kunoita kuti zvive zvakakosha mumhando dzakasiyana-siyana, kubva pamabasa akareruka panharembozha kuenda kumakambani akaomarara kana ezvidzidzo zvekushandisa.

Yakasimbiswa tekinoroji maficha eGemma 3
Rimwe remasimba makuru eGemma 3 nderekuti inogona kumhanya kunyangwe pachigadzirwa chine GPU imwe chete.. Izvi zvinoisa modhi yeGoogle munzvimbo ine rombo kana ichienzaniswa nevakwikwidzi vayo, iyo inowanzoda yakawanda yakasimba nzvimbo dzedata kana zvivakwa.
Inotsigira inopfuura mitauro makumi mapfumbamwe, zvichiita kuti ive imwe yemhando dzakagadzirirwa zvikuru dzezviitiko zvemitauro yakawanda. Izvi zvinosanganisira mitauro inoshandiswa nevakawanda uye isinganyanyi kunyanyozivikanwa, zvichiita kuti kusvika kwayo pasi rose kuve kunoshamisa.
Pamusoro pezvinyorwa, Gemma 3 inokwanisa kugadzirisa mifananidzo nemavhidhiyo mapfupi.. Iyi multimodal inoshanda inowedzera zvakanyanya mashandisirwo ayo, kubva pakuongorora multimedia zvemukati kusvika pakugadzira zvinoonekwa-zvakavakirwa mhinduro.
Chinhu chinocherechedzwa iwindow yemamiriro ekunze anosvika 128.000 tokens, iyo inokubvumira kuti ushande nemagwaro makuru kana data yakawanda yakabatanidzwa, yakakosha kumabasa akadai sepfupiso refu, kuongorora kwakadzama, kana kutaurirana kwenguva refu.
Unyanzvi hutsva hunosimudzira Gemma 3
Gemma 3 inosanganisira yepamberi yekushandura-yakavakirwa dhizaini ine yakachena decoder, yakanakira kugadzira zvinyorwa. Iko kutarisirwa kwakagadzirwa nenzira yakasanganiswa ne zvikamu zvishanu zvemunharaunda uye imwe pasi rose layer, kubvumira kushanda zvakanaka kuti zvichengetedzwe pasina kurega kunzwisisa kwekutsamira kwenguva refu.
Iyo modhi inosanganisira yekuona encoder inoshandura mifananidzo kuita tokens inoenderana, zvichibvumira zvinyorwa uye mufananidzo kuti zvigadziriswe pamwe chete zvakanaka. Iyi shanduko yekuona inowedzera kugona kwayo kwemultimodal.
Uyewo, Quantization inoshandiswa kuderedza saizi yemuenzaniso pasina kukanganisa kuita zvakanyanya., pamwe chete nehumwe hunyanzvi hwakadai segrouped query attention (GQA), kupatsanura ruzivo kubva kumhando dzepamusoro-soro, uye mitauro yakawanda yakadzidziswa corpus.
Imwe pfungwa inokosha ndeye kushandisa gadziriso yemhinduro dzevanhu (RLHF/AR), iyo inokutendera kuti ugadzirise maitiro emuenzaniso wemabasa akadai Kuronga, masvomhu, kufunga zvine musoro, uye kuunza mhinduro dzine chivimbo.
Zvakanakira zveGemma 3 pamusoro peakavharwa mamodheru
Gemma 3 ndiyo inonyanya kusimba imwe nzira kana iwe uchitsvaga rusununguko uye kutonga kwakazara.. Yayo yakavhurika sosi kodhi uye inokwanisika saizi inoibvumira kuti imhanye munzvimbo dzemunharaunda pasina kudiwa kwekutengesa maAPIs, zvichiita kuti ive yakakodzera kune yakavanzika, yedzidzo, kana kunyange kusimudzira kunze kwenyika.
Kumhanyisa modhi munharaunda kunovandudza kuvanzika uye kunoderedza nguva dzekunonoka. Nekuda kwedhizaini yayo yakagadziridzwa, zvinotogoneka kuishandisa palaptop isina GPU kana kuiisa mune yakamisikidzwa mhinduro kuburikidza neGoogle AI Edge.
Pamusoro peizvozvo, Google yakavandudza Kuchengeteka neShieldGemma 2 classifier, iyo inonyatso kusefa mifananidzo yakajeka kana yechisimba. Izvi zvinonyanya kukosha mumashandisirwo anonangana nevateereri vakasiyana-siyana kana nharaunda dzine yakakwirira yekudzivirira yemukati mwero.
Kuenzanisa kwekuita: Ko Gemma 3 inodarika DeepSeek?
Mune akasiyana mabenchmark bvunzo uye kwaakarerekera evaluation mapuratifomu akadai LMSYS Chatbot Arena, Gemma 3 yakawana mhedzisiro yemakwikwi, uye kunyangwe Iine mhando dzakapfuura dzakaita seLLaMA-405B uye DeepSeek-V3 mumhando yemhinduro yakayerwa nevanhu..
Kunyanya Iyo 27.000 bhiriyoni parameter shanduro yeGemma 3 yakawana chiyero cheElo che1338, zvichienzaniswa nemhando dzinoshandisa zvinopfuura kaviri kana katatu parameters. Izvi zvinokatyamadza tichifunga kuti modhi inogona kushandiswa munzvimbo dzine zviwanikwa zvine mwero.
Mune bvunzo dzedzidzo dzakadai seMATH uye MMLU-Pro, yakawana 89 uye 67,5 mapoinzi zvichiteerana, yakamira kunze mukuronga kwakarongeka, kuronga uye mabasa epamusoro ekunzwisisa.
Zvinoonekwa, Yakaita zvakanaka mumabhenji akadai seTextVQA uye InfoVQA, kunyangwe ichiri kuwira kumashure kwemamodhi akavharwa akadai seGPT-4V. Zvisinei, mhinduro dzavo dzaigara dzichiratidzwa nekunyatsoenderana nemamiriro ezvinhu uye kuenderana nemaonero anopiwa.
Chii chinonzi DeepSeek uye chii chinoita kuti ive yakakosha?

DeepSeek yakawana mukurumbira seimwe yeakanyanya simba maAI eChinese mabviro, akamira kunze kunyanya muna 2024 na2025.. Iyo inonyanya kuzivikanwa modhi, DeepSeek R1, yakagadziridzwa muHangzhou uye inoratidzwa nekupa mashandiro akasarudzika akasanganiswa nekugona uye demokrasi nekuda kwekuvhurika kwayo.
DeepSeek inopa maviri makuru akasiyana: R1, yakanangana nekufunga, uye V3, inogoneka kune mamwe mabasa. Mavhezheni ese ari maviri anogona kushandiswa mune zvese zvemahara uye zvakabhadharwa kuvandudza, nemusiyano uri wemamiriro ekureba uye simba rekombuta.
DeepSeek Key kugona
DeepSeek inogona kuwana iyo Internet, kurodha mafaera uye kuongorora zvirimo, pamwe nekukwanisa kuita kodhi, masvomhu epamusoro uye kufunga zvine musoro. Yakagadziridzwa kumabasa ehunyanzvi nesainzi, zvichiita kuti ive sarudzo yakanaka yezvidzidzo nehunyanzvi profiles.
Imwe yemabhenefiti ayo anozivikanwa ndeyekuti inogona kudhawunirodwa kushanda pasina Indaneti, inova chikamu chekuchengetedza uye zvakavanzika zano umo vagadziri vane hutongi hwe data.
Kuita kwayo pamabasa ekufunga kwakanaka, izvo zvakurudzira makambani mazhinji kuti azvitore sechikamu chemaitiro avo emukati kana vabatsiri vane hunyanzvi.
Misiyano yakakosha pakati peGemma 3 uye DeepSeek
Ose mamodheru ane zvimwe zvakafanana, sekuve kuwanikwa seyakavhurika sosi uye kubvumira kuurayiwa kwenzvimbo, asi kune misiyano mizhinji inotaridza maitiro avo uye mashandisiro ekushandisa:
- Gemma 3 yakareruka uye inochinjika kune yakaderera-simba Hardware, nepo DeepSeek ichida zvimwe zvekushandisa komputa.
- Gemma 3 inotsigira mitauro inodarika zana nemakumi mana. uye DeepSeek inonyanya kutarisisa pakushandisa kwehunyanzvi, kunyangwe ichine mitauro yakawanda.
- DeepSeek yakagadziridzwa kuitira kufunga kwakarongeka, masvomhu logic uye mabasa anodiwa, kunyangwe Gemma 3 yakasangana kana kuipfuura mune akati wandei bvunzo.
- Gemma inopa tsigiro yemultimedia ine kugona kwekuona zvakanyanya, kubatanidza mifananidzo uye mavhidhiyo mapfupi mumaitiro avo.
Gemma 3 pamidziyo chaiyo: maitiro ekuishandisa
Gemma 3 inogona kuyedzwa zviri nyore kubva kubrowser muGoogle AI Studio., chishandiso chepamhepo chinoda kusawedzera gadziriso. Inowanikwawo pamapuratifomu akadai seGoogle Colab, Hugging Face, Kaggle, uye Ollama.
Imwe yemabhenefiti makuru ndeyekuti Ollama anobvumidza iwe kuti umhanye modhi munharaunda kunyangwe usina GPU., iyo inofambisa kuvandudzwa kwenzvimbo dzekunze zvachose. Iyi ndiyo inonyanya kutsvakwa-mhinduro kune avo vanoshanda munzvimbo yakaderera-yakabatana kana yakakwirira-yakavanzika nharaunda.
Kubva nharembozha, Gemma 3 inogona kusanganiswa neGoogle AI Edge, kuvhura mukana wekushandisa AI kunze kwenyika kumabasa akadai sekududzira mifananidzo, kukurumidza kugadzirwa kwezvinhu, uye ongororo yezvinyorwa.
Kuenzanisa kunoshanda: Ndeipi yekusarudza zvichienderana nenyaya?
Ose mamodheru anomira mumativi akasiyana. Kana iwe uchida AI modhi inosvikika, inoshanda, inoenderana nemitauro yakawanda uye inokwanisa kumhanya yakazvimiririra yegore, Gemma 3 inopfuura bheti yakasimba.
Kune rumwe rutivi, Kana iyo inotarisisa iri tekinoroji uye iwe uchida modhi inopindura nemazvo matambudziko emasvomhu, kuronga kana kuomesesa kwesainzi., DeepSeek R1 inogona kunge iri sarudzo yakanyanya kunaka.
Panyaya yekuchinjika, Gemma 3 ine mukana nekukwanisa kushandiswa paGPU kana kunyange pasina imwe, izvo zvinoderedza zvipingamupinyi kupinda. DeepSeek, kunyangwe ine simba, inoda zvishoma zvakakwirira zvinodiwa kuti iite pakugona kwayo.
Mune mapofu bvunzo uye mabhenjiGemma 3 yakapfuura akawanda akakosha metrics, ichiratidza kukura kwayo seyakakwana AI mhinduro muna 2025.
Kubva payakatangwa, Gemma 3 yakashandura mukana wekuwana hungwaru hwekuita hwepamusoro. nekutarisa kwayo pakubudirira, kuchengeteka uye pachena. Nepo DeepSeek ichiramba iri bhenji maererano nesimba rekufunga uye tekinoroji logic, chikumbiro cheGoogle chinopa imwe mhinduro yakaringana pakati pesimba, kuwanikwa, uye chaiyo-yepasirese mashandisirwo.
Iri mbiri dzimwe nzira dzinopa nzira dzakasimba, asi kana iwe uchitsvaga inochinja-chinja, yakareruka, uye chimiro-chakapfuma AI, Gemma 3 ine nharo ndiyo inonyanya kumanikidza sarudzo mune yanhasi yakavhurika AI ecosystem. Goverana ruzivo kuti vanhu vakawanda vazive nezvemusoro wenyaya..