Dubawa
Zazzabi da samfuri su ne lambobin bugun kira waɗanda ke sarrafa yadda 'bazuwar' ko 'lafiya' kalmomin ƙirar harshe suke. Suna yanke shawara ko kuna samun amsa iri ɗaya da ake iya faɗi kowane lokaci ko sabo, jimla daban-daban.
Zazzabi da Samfura wani ɓangare ne na tarin harshe-AI da ake amfani da shi don karantawa, ƙirƙira, rarrabuwa, da canza rubutu da magana a sikeli.
Zurfafa nutsewa
A kowane mataki, samfurin harshe ba ya fitar da kalma kai tsaye - yana samar da maki ('logit') ga kowane alama a cikin ƙamus ɗinsa, wanda softmax ya juya zuwa rarraba yiwuwar. Samfura shine yadda ake zaɓar alamar gaba daga wannan rarraba. Zazzabi yana sake fasalin rarrabawa kafin zabar: ƙananan zafin jiki yana sa babban zaɓi ya mamaye, don haka fitarwa yana mayar da hankali da maimaitawa; babban zafin jiki yana daidaita shi, yana barin alamun da ba za a iya yiwuwa su shiga don ƙarin iri-iri (da ƙarin kurakurai). Shahararrun tacewa guda biyu sun fara kunkuntar tafkin da farko. Top-k yana adana alamun yuwuwar k kawai. Top-p, ko samfurin tsakiya, yana riƙe mafi ƙarancin saiti na alamomi waɗanda yiwuwarsu ta haura zuwa p (ce 0.9), don haka tafkin yana girma lokacin da samfurin ba shi da tabbas kuma yana raguwa lokacin da yake da tabbaci. Tare waɗannan saitunan suna musayar aminci da kerawa.
Fahimtar Fasaha
Zazzabi yana aiki ta hanyar rarraba kowane logit ta T kafin softmax: yuwuwar ta yi daidai da exp(logit / T). T da ke ƙasa 1 yana haɓaka giɓi don haka alamar saman ta mamaye; T sama da 1 yana raguwa da raguwa kuma yana daidaita rarraba. A T kusa da 0 samfurin ya zama mai haɗama sosai, koyaushe yana ɗaukar alamar da ta fi dacewa. Top-k yana ƙididdige ɗan takarar a ƙayyadadden lamba, yayin da top-p yana saita yanke yiwuwar yiwuwar tarawa, don haka ƙidayar ɗan takarar ta ya dace da yadda ƙirar ke a wannan matakin.
Jagoran Zazzabi da Samfura
Zazzabi da samfuri su ne lambobin bugun kira waɗanda ke sarrafa yadda 'bazuwar' ko 'lafiya' kalmomin ƙirar harshe suke. Suna yanke shawara ko kuna samun amsa iri ɗaya da ake iya faɗi kowane lokaci ko sabo, jimla daban-daban. Zazzabi da Samfura wani ɓangare ne na tarin harshe-AI da ake amfani da shi don karantawa, ƙirƙira, rarrabuwa, da canza rubutu da magana a sikeli. Don gina zurfin fahimta, bi da Zazzabi da Samfurin azaman samfurin aiki, ba fasali ɗaya ba: ayyana sakamakon da ake so, fayyace zato, da raba abin da tsarin zai iya yi da dogaro daga abin da har yanzu yana buƙatar yanke hukunci na ƙwararru.
A aikace, ƙungiyoyi masu ƙarfi ta amfani da Zazzabi da Samfurin ƙira suna sawa, dawowa, da sake duba madaukai azaman tsarin sadarwa mai haɗaɗɗiya. 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.
Gudun aikin harshe na iya tafiya da sauri ba tare da sadaukar da daidaito ba. A lokaci guda, abubuwan da ba a iya gani ba na iya shigar da rahotanni cikin nutsuwa, kwararar goyan baya, ko abubuwan bincike. 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
Gudun aikin harshe na iya tafiya da sauri ba tare da sadaukar da daidaito ba.
Gudun aikin harshe na iya tafiya da sauri ba tare da sadaukar da daidaito ba. 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.
Yana faɗaɗa damar shiga cikin harsuna da salon sadarwa.
Yana faɗaɗa damar shiga cikin harsuna da salon sadarwa. 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.
Ƙungiyoyi za su iya ciyar da ƙarin lokaci akan hukunci yayin da aiki da kai ke sarrafa maimaitawa.
Ƙungiyoyi za su iya ciyar da ƙarin lokaci akan hukunci yayin da aiki da kai ke sarrafa maimaitawa. 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
Saita zafin jiki kusa da 0 don ƙirƙira lamba ko hakar bayanai, inda kuke son amsa daidai ɗaya kowane lokaci
Haɓaka zafin jiki zuwa kusan 0.8-1.0 don ƙaddamar da sunaye, taken, ko ra'ayoyin labari don samun zaɓuɓɓuka daban-daban
Yin amfani da top-p a kusa da 0.9 don haka samfurin samfuran daga mafi kyawun kalmomi kawai kuma yana guje wa alamu masu ban mamaki.
Aiwatar da top-k ga ƴan takara da kuma hana ƙarancin jigogi, kalmomin da ba sa magana ba su bayyana a cikin amsawar abokin ciniki.
Hanyoyin Aiwatarwa
Zazzabi da Samfura a aikace
Saita zafin jiki kusa da 0 don ƙirƙira lamba ko hakar bayanai, inda kuke son amsa daidai ɗaya kowane lokaci.
Saita zafin jiki kusa da 0 don tsara lambar ko cire bayanai, inda kuke son amsa daidai daidai duk lokacin da Ƙungiyoyi yawanci sukan sami sakamako mafi kyau lokacin da suka ayyana ƙima masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don shari'o'in gefe, da kuma bin diddigin nasarorin samarwa da ƙimar kuskure akan lokaci.
Zazzabi da Samfura a aikace
Haɓaka zafin jiki zuwa kusan 0.8-1.0 don ƙaddamar da sunaye, taken, ko ra'ayoyin labari don samun zaɓuɓɓuka iri-iri.
Haɓaka zafin jiki zuwa kusa da 0.8-1.0 don ƙaddamar da sunaye, taken, ko ra'ayoyin labari don samun zaɓuɓɓuka daban-daban 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.
Zazzabi da Samfura a aikace
Yin amfani da top-p a kusa da 0.9 don haka samfurin samfuran daga mafi kyawun kalmomi kawai kuma yana guje wa alamu masu ban mamaki.
Yin amfani da top-p a kusa da 0.9 don haka samfuran samfuran daga mafi kyawun kalmomi kawai kuma suna guje wa alamu masu ban mamaki Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don ƙararrakin gefe, da kuma bin diddigin nasarorin yawan aiki da ƙimar kuɗi akan lokaci.
Zazzabi da Samfura a aikace
Aiwatar da top-k ga ƴan takara da kuma hana ƙarancin jigogi, kalmomin da ba safai ba su bayyana a cikin amsawar abokin ciniki.
Aiwatar da top-k zuwa ƴan takara da hana ƙarancin jigogi daga bayyanawa a cikin amsawar abokin ciniki Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓaka ɗan adam don ƙararraki, da kuma bin diddigin nasarorin samarwa da tsadar kuskure akan lokaci.
Hatsari & Tsare-tsare
Abubuwan da aka ruɗe suna iya shigar da rahotanni cikin nutsuwa, kwararar tallafi, ko abubuwan bincike.
Hankali na gaggawa na iya ƙirƙirar sakamako mara daidaituwa a cikin buƙatun iri ɗaya.
Za a iya fallasa bayanan rubutu mai ma'ana idan ikon samun dama yana da rauni.
Taswirar Hanya
Ƙayyade tsarin fitarwa, sautin, da ma'auni masu inganci kafin fitowa.
Ƙayyade tsarin fitarwa, sautin, da ma'auni masu inganci kafin fitowa. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Amsa a ƙasa tare da amintattun tushe a duk lokacin da daidaito ya shafi mahimmanci.
Amsa a ƙasa tare da amintattun tushe a duk lokacin da daidaito ya shafi mahimmanci. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Ajiye wurin binciken ɗan adam don abubuwan da ake samu masu girma.
Ajiye wurin binciken ɗan adam don abubuwan da ake samu masu girma. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Bibiyar tsarin gazawar kuma sake horar da tsokaci ko tafiyar aiki akai-akai.
Bibiyar tsarin gazawar kuma sake horar da tsokaci ko tafiyar aiki akai-akai. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.