Dubawa
Qwen (Tongyi Qianwen) dangin Alibaba ne na manyan nau'ikan harshe, kuma ya zama ɗaya daga cikin manyan iyalai masu buɗaɗɗen nauyi na AI a duniya. Yana da mahimmanci saboda yana ba masu haɓakawa a ko'ina kyauta, samfuran kasuwanci masu amfani waɗanda ke adawa da rufaffiyar tsarin daga OpenAI da Google.
An fi fahimtar Alibaba Qwen a cikin mahallin dabarun, samun damar samfuri, yanke shawarar dandamali, da haɗin gwiwar muhalli.
Zurfafa nutsewa
Qwen, gajeriyar 'Tongyi Qianwen' (kimanin 'gaskiya daga tambayoyi dubu'), Kwalejin DAMO ta Alibaba Cloud ta haɓaka. Da farko da aka saki a cikin 2023, jeri ya faɗaɗa cikin sauri ya haɗa da ƙirar rubutu, ƙirar harshe-hangen nesa (Qwen-VL), ƙirar sauti, ƙirar coding (Qwen-Coder), da ƙwararrun lissafi. Alibaba yana fitar da nau'ikan Qwen da yawa ƙarƙashin lasisin buɗewa akan Hugging Face da ModelScope, wanda ya sanya Qwen2 da Qwen2.5 a cikin mafi kyawun daidaitawa da zazzage tushen ƙirar ƙira a duk duniya. Samfuran sun zo da girma dabam-dabam, daga ƙananan nau'ikan sigina-biliyan 0.5 waɗanda ke gudana akan kwamfutar tafi-da-gidanka har zuwa manyan bambance-bambancen Cakuda-da-Kwararru. Ƙarfin ƙarfin harsuna da yawa, musamman a cikin Sinanci da Ingilishi, tare da ƙididdiga masu fa'ida, sun sanya Qwen ya zama babban zaɓi ga masu bincike da masu farawa suna gina nasu mataimakan.
Fahimtar Fasaha
Qwen yana amfani da gine-ginen canza sheka tare da gyare-gyare kamar RoPE abubuwan sakawa, kunna SwiGLU, RMSNorm, da kulawar da aka tattara-tambaya don faɗakarwa cikin sauri. Manyan juzu'i sun ɗauki ƙira na Mixture-of-Experts (MoE), inda na'ura mai ba da hanya tsakanin hanyoyin sadarwa ke kunna ƙananan cibiyoyin sadarwar ƙwararrun ƙwararrun kowace alama, yana ba da babban ƙarfin jimla yayin da ke rage ƙididdige kowane alama. Bambance-bambancen 'Chat' da aka daidaita umarni an daidaita su ta amfani da kulawa mai kyau da kuma ƙarfafa koyo daga ra'ayin ɗan adam (RLHF).
Yin Karatu a Alibaba Qwen
Qwen (Tongyi Qianwen) dangin Alibaba ne na manyan nau'ikan harshe, kuma ya zama ɗaya daga cikin manyan iyalai masu buɗaɗɗen nauyi na AI a duniya. Yana da mahimmanci saboda yana ba masu haɓakawa a ko'ina kyauta, samfuran kasuwanci masu amfani waɗanda ke adawa da rufaffiyar tsarin daga OpenAI da Google. An fi fahimtar Alibaba Qwen a cikin mahallin dabarun, samun damar samfuri, yanke shawarar dandamali, da haɗin gwiwar muhalli. Don gina fahimta mai zurfi, bi Alibaba Qwen a matsayin samfurin aiki, ba sifa ɗaya ba: ayyana sakamakon da ake so, fayyace zato, da raba abin da tsarin zai iya yi da dogaro daga abin da har yanzu ke buƙatar yanke hukunci na ƙwararru.
A aikace, ƙungiyoyi masu ƙarfi da ke amfani da Alibaba Qwen suna kimanta dabarun mai siyarwa, amincin taswirar hanya, da haɗarin kulle-kulle kafin aikatawa. Suna rubuta ƙayyadaddun ƙa'idodin nasara, gwaji akan bayanan gaskiya da gudanawar aiki, da jujjuyawar bisa ga tsarin gazawar da aka lura maimakon cin nasara na lokaci ɗaya. Wannan shine inda fahimtar ka'idar ta juya zuwa iyawa mai dorewa a cikin samfura, manufofi, da ayyuka.
Taswirorin hanyoyin tallace-tallace suna yin tasiri ga abubuwan da ƙungiyar ku za ta iya ginawa na gaba. A lokaci guda, sanarwar ƙaddamarwa na iya wuce kwanciyar hankali a cikin ayyukan samarwa na gaske. Hanyar da ta fi dacewa ita ce haɗa saurin gwaji tare da horon gudanarwa: gudanar da matukin jirgi, kama shaida, buga rajistan ayyukan yanke shawara, da ci gaba da sabunta abubuwan tsaro kamar yadda halayen ƙira, tsammanin mai amfani, da buƙatun tsari ke tasowa.
Dabarun Tasiri
Taswirorin hanyoyin tallace-tallace suna yin tasiri ga abubuwan da ƙungiyar ku za ta iya ginawa na gaba.
Taswirorin hanyoyin tallace-tallace suna yin tasiri ga abubuwan da ƙungiyar ku za ta iya ginawa na gaba. A cikin ƙawance masu inganci, ana fassara wannan zuwa ƙa'idodin aiki waɗanda za a iya aunawa, iyakokin ikon mallaka, da kuma bita-da-kullin bita don ƙungiyoyi su iya haɓaka kwarin gwiwa a maimakon ɓata shakku.
Sharuɗɗan kasuwanci da zaɓuɓɓukan turawa suna shafar farashi na dogon lokaci da haɗari.
Sharuɗɗan kasuwanci da zaɓuɓɓukan turawa suna shafar farashi na dogon lokaci da haɗari. A cikin ƙawance masu inganci, ana fassara wannan zuwa ƙa'idodin aiki waɗanda za a iya aunawa, iyakokin ikon mallaka, da kuma bita-da-kullin bita don ƙungiyoyi su iya haɓaka kwarin gwiwa a maimakon ɓata shakku.
Ƙwararrun kamfani suna siffanta ɓangarorin samfur, yanayin aminci, da buɗewa.
Ƙwararrun kamfani suna siffanta ɓangarorin samfur, yanayin aminci, da buɗewa. A cikin ƙawance masu inganci, ana fassara wannan zuwa ƙa'idodin aiki waɗanda za a iya aunawa, iyakokin ikon mallaka, da kuma bita-da-kullin bita don ƙungiyoyi su iya haɓaka kwarin gwiwa a maimakon ɓata shakku.
Aiwatar da Gaskiyar Duniya
Farawa mai kyau-sauƙa da buɗe samfurin Qwen2.5 don gina keɓaɓɓen tallan tallan abokin ciniki ba tare da biyan kuɗin API na-alama ba.
Masu haɓakawa suna amfani da Qwen-Coder don cika atomatik da bayyana lamba a cikin IDE ɗin su don ayyukan software.
Masu bincike suna gudanar da ƙaramin ƙirar 0.5B ko 1.5B Qwen a cikin gida akan kwamfutar tafi-da-gidanka don samfurin layi, mataimakan kiyaye sirri.
Ƙungiya ta e-kasuwanci tana amfani da Qwen-VL don karanta hotunan samfur kuma ta samar da kwatancen jeri da alamun ta atomatik.
Hanyoyin Aiwatarwa
Alibaba Qwen a aikace
Farawa mai kyau-sauƙa da buɗe samfurin Qwen2.5 don gina keɓaɓɓen tallan tallan abokin ciniki ba tare da biyan kuɗin API na-alama ba.
Kyakkyawan farawa mai kyau-saukar da samfurin Qwen2.5 na buɗe don gina keɓaɓɓen abokin ciniki-tallafin chatbot ba tare da biyan kuɗin API na kowane-alama Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don shari'o'i, da bin diddigin abubuwan samarwa da ƙimar kuskure akan lokaci.
Alibaba Qwen a aikace
Masu haɓakawa suna amfani da Qwen-Coder don cika atomatik da bayyana lamba a cikin IDE ɗin su don ayyukan software.
Masu haɓakawa suna amfani da Qwen-Coder don cika kai tsaye da bayyana lamba a cikin IDE ɗin su don ayyukan software Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ƙofofin inganci a gaba, kiyaye hanyar haɓakar ɗan adam don shari'o'in gefe, da bin duk nasarorin samarwa da ƙimar kuskure akan lokaci.
Alibaba Qwen a aikace
Masu bincike suna gudanar da ƙaramin ƙirar 0.5B ko 1.5B Qwen a cikin gida akan kwamfutar tafi-da-gidanka don samfurin layi, mataimakan kiyaye sirri.
Masu bincike suna gudanar da ƙaramin ƙirar 0.5B ko 1.5B Qwen a cikin gida akan kwamfutar tafi-da-gidanka don yin samfuri ta layi, mataimakan kiyaye sirri Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don ƙararraki, da bin diddigin nasarorin samarwa da ƙimar kuskure akan lokaci.
Alibaba Qwen a aikace
Ƙungiya ta e-kasuwanci tana amfani da Qwen-VL don karanta hotunan samfur kuma ta samar da kwatancen jeri da alamun ta atomatik.
Ƙungiya ta e-kasuwanci tana amfani da Qwen-VL don karanta hotunan samfurin kuma ta atomatik suna samar da bayanan jeri da alamar alama Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ƙofofin inganci a gaba, kiyaye hanyar haɓakar ɗan adam don shari'o'in gefe, da bin duk nasarorin samarwa da ƙimar kuskure a kan lokaci.
Hatsari & Tsare-tsare
Sanarwar ƙaddamarwa na iya ƙetare kwanciyar hankali a cikin ayyukan samarwa na gaske.
Farashin API ko sauye-sauyen manufofi na iya karya zato cikin dare.
Dogaro mai siyarwa guda ɗaya yana ƙara kulle-kulle da farashin ƙaura.
Taswirar Hanya
Kimanta masu samarwa ta amfani da ayyukan ku da saitin bayanai.
Kimanta masu samarwa ta amfani da ayyukan ku da saitin bayanai. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Yi bitar sirri, tsaro, da sharuɗɗan doka kafin haɗin kai.
Yi bitar sirri, tsaro, da sharuɗɗan doka kafin haɗin kai. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Kula da tsarin koma baya a cikin samfura ko masu siyarwa.
Kula da tsarin koma baya a cikin samfura ko masu siyarwa. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Saka idanu bayanin kula don haka canje-canjen taswirar hanya kada suyi mamakin ƙungiyoyi.
Saka idanu bayanin kula don haka canje-canjen taswirar hanya kada suyi mamakin ƙungiyoyi. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.