Uhlolojikelele
Ukukhipha amakhodi okuqagela kusebenzisa imodeli 'esalungiswa' encane, esheshayo ukuqagela amathokheni ambalwa ezayo imodeli enkulu bese iwaqinisekisa ngephasi eyodwa. Isheshisa ukukhiqizwa kombhalo 2-3x ngaphandle koshintsho kokuphumayo.
Amamodeli Okusalungiswa Okuqoshwa Okucatshangelwayo ayingxenye yesitaki solimi-AI esisetshenziselwa ukufunda, ukukhiqiza, ukuhlukanisa, nokuguqula umbhalo nenkulumo ngezinga.
I-Deep Dive
Amamodeli olimi amakhulu akhiqiza umbhalo ithokheni eyodwa ngesikhathi, futhi isinyathelo ngasinye sidinga ukudlula okugcwele kwezigidigidi zamapharamitha — kuhamba kancane futhi kuboshwe inkumbulo. Ukuqopha okuqagelayo kuhlasela lokhu ngokumatanisa imodeli 'eqondiwe' enkulu nemodeli 'esalungiswa' eshibhile. Imodeli esalungiswa iphakamisa ngokushesha ingxenye, ithi, amathokheni ekhandidethi angu-4-8. Imodeli enkulu ibe isiwacubungula wonke ngephasi eyodwa ehambisanayo bese ihlola ngayinye. Amathokheni afana nalokho imodeli enkulu ebingakhiqiza ayamukelwa; ukungafani kokuqala kuyalungiswa futhi okunye kulahlwe. Ngenxa yokuthi ukuqinisekisa amathokheni amaningana ngesikhathi esisodwa kubiza cishe okufanayo nokukhiqiza elilodwa, ukugijima okwamukelwe cishe kumahhala. Okubaluleke kakhulu, isinyathelo sokulahla-isampula siqinisekisa ukuthi ukusatshalaliswa kokugcina kuyafana nokusebenzisa imodeli enkulu iyodwa - isivinini ngaphandle kokulahlekelwa kwekhwalithi.
I-Technical Insight
Iqhinga eliyinhloko wukuhlola okushintshiwe kwesampula-yenqaba. Kuthokheni ngayinye esakhiwe, amathuba emodeli eqondiwe aqhathaniswa namamodeli asalungiswa. Uma okuhlosiwe kunikeza amathuba alinganayo noma aphezulu, ithokheni iyamukelwa; uma kungenjalo yamukelwa ngamathuba alingana nesilinganiso, futhi lapho kwenqatshwa ithokheni elungisiwe ithathwa njengesampula ekusabalaliseni okuyinsalela okulungisiwe. Lesi zibalo senza okukhiphayo kufane ngokuphawulekayo nokusampula ngokuqondile kusukela kumodeli enkulu.
Amamodeli Asalungiswa Wokuqagela Okuqagelayo
Ukukhipha amakhodi okuqagela kusebenzisa imodeli 'esalungiswa' encane, esheshayo ukuqagela amathokheni ambalwa ezayo imodeli enkulu bese iwaqinisekisa ngephasi eyodwa. Isheshisa ukukhiqizwa kombhalo 2-3x ngaphandle koshintsho kokuphumayo. Amamodeli Okusalungiswa Okuqoshwa Okucatshangelwayo ayingxenye yesitaki solimi-AI esisetshenziselwa ukufunda, ukukhiqiza, ukuhlukanisa, nokuguqula umbhalo nenkulumo ngezinga. Ukuze wakhe ukuqonda okujulile, phatha Amamodeli Okusalungiswa Okuqanjiwe Wokuqanjwa Kwekhodi njengemodeli yokusebenza, hhayi isici esisodwa: chaza imiphumela efiselekayo, ucacise ukucabanga, futhi uhlukanise lokho isistimu engakwenza ngokwethembeka kulokho okusadinga ukwahlulela kochwepheshe.
Empeleni, amaqembu aqinile asebenzisa Amamodeli Okusalungiswa Okusalungiswa Okuqagelayo aklama imiyalo, ukubuyisa, nokubuyekeza amaluphu njengohlelo olulodwa lokuxhumana oludidiyelwe. Babhala imibandela yempumelelo ecacile, ukuhlola okuqhathaniswa nedatha engokoqobo nokugeleza komsebenzi, futhi baphindaphinde ngokusekelwe kumaphethini okuhluleka aqashiwe esikhundleni sokuwina kwebhentshimakhi yesikhathi esisodwa. Yilapho ukuqonda kwethiyori kuguquka kube amandla ahlala njalo kuwo wonke umkhiqizo, inqubomgomo, kanye nokusebenza.
Ukugeleza komsebenzi wolimi kungahamba ngokushesha ngaphandle kokudela ukuvumelana. Ngesikhathi esifanayo, amaqiniso Akhohliwe angafaka imibiko buthule, ukugeleza kosekelo, noma imiphumela yocwaningo. Indlela eqine kakhulu iwukuhlanganisa isivinini sokuhlola nesiyalo sokuphatha: qhuba abashayeli bezindiza, bamba ubufakazi, ushicilele amalogi ezinqumo, futhi ubuyekeze izivikelo ngokuqhubekayo njengoba imodeli yokuziphatha, okulindelwe ngabasebenzisi, kanye nezimfuneko zokulawula zishintsha.
I-Strategic Impact
Ukugeleza komsebenzi wolimi kungahamba ngokushesha ngaphandle kokudela ukuvumelana.
Ukugeleza komsebenzi wolimi kungahamba ngokushesha ngaphandle kokudela ukuvumelana. Ekusetshenzisweni kwekhwalithi ephezulu, lokhu kuhunyushwa emithethweni yokusebenza elinganisekayo, imingcele yobunikazi, nemikhuba yokubuyekeza ephindelelayo ukuze amaqembu akwazi ukukala ukuzethemba esikhundleni sokukala ukungaqondakali.
Yandisa ukufinyelela kuzo zonke izilimi nezitayela zokuxhumana.
Yandisa ukufinyelela kuzo zonke izilimi nezitayela zokuxhumana. Ekusetshenzisweni kwekhwalithi ephezulu, lokhu kuhunyushwa emithethweni yokusebenza elinganisekayo, imingcele yobunikazi, nemikhuba yokubuyekeza ephindelelayo ukuze amaqembu akwazi ukukala ukuzethemba esikhundleni sokukala ukungaqondakali.
Amaqembu angachitha isikhathi esiningi ekwahluleleni kuyilapho i-automation isingatha impinda.
Amaqembu angachitha isikhathi esiningi ekwahluleleni kuyilapho i-automation isingatha impinda. Ekusetshenzisweni kwekhwalithi ephezulu, lokhu kuhunyushwa emithethweni yokusebenza elinganisekayo, imingcele yobunikazi, nemikhuba yokubuyekeza ephindelelayo ukuze amaqembu akwazi ukukala ukuzethemba esikhundleni sokukala ukungaqondakali.
Ukuqaliswa Komhlaba Wangempela
Anthropic, OpenAI, kanye Google basebenzisa ukubhala okucatshangelwayo ukuze kwehlise ukubambezeleka nokunikeza izindleko kubasizi bengxoxo abasebenzela izigidi zabasebenzisi.
I-vLLM kanye nomkhumbi we-NVIDIA TensorRT-LLM owakhelwe ngaphakathi ekubhalweni okuqagelayo ukuze abasingathi ngokwabo bakwazi ukusheshisa ukuthunyelwa kwe-Llama noma i-Mistral.
Ukumatanisa imodeli yokusalungiswa engu-7B nethagethi engu-70B (isb., umndeni wakwa-Llama-3) ukuze icishe ibe amathokheni aphindwe kabili ngesekhondi ku-GPU eyodwa.
Amathuluzi okugcwalisa ikhodi asebenzisa imodeli encane yokusalungiswa ukuze enze isiphakamiso se-boilerplate eqinisekiswa yimodeli enkulu, okugcina iziphakamiso zisheshayo kusihleli.
Amaphethini Okusebenzisa
Amamodeli Okusalungiswa Okuqanjwa Kwekhodi ayasebenza
Anthropic, OpenAI, kanye Google basebenzisa ukubhala okucatshangelwayo ukuze kwehlise ukubambezeleka nokunikeza izindleko kubasizi bengxoxo abasebenzela izigidi zabasebenzisi.
Anthropic, OpenAI, futhi Google basebenzisa ukubhala okucatshangelwayo ukuze kwehlise ukubambezeleka nokunikeza izindleko kubasizi bengxoxo abasebenzela izigidi zabasebenzisi Amathimba ngokuvamile athola imiphumela engcono uma echaza imikhawulo yekhwalithi ngaphambili, alandelele kokubili izindleko zomkhiqizo kanye nenzuzo yesikhathi somuntu.
Amamodeli Okusalungiswa Okuqanjwa Kwekhodi ayasebenza
I-vLLM kanye nomkhumbi we-NVIDIA TensorRT-LLM owakhelwe ngaphakathi ekubhalweni okuqagelayo ukuze abasingathi ngokwabo bakwazi ukusheshisa ukuthunyelwa kwe-Llama noma i-Mistral.
I-vLLM kanye nomkhumbi we-NVIDIA TensorRT-LLM owakhelwe ngaphakathi ekubhalweni okucatshangelwayo ukuze abasingathi ngokwabo bakwazi ukusheshisa ukuthunyelwa kwe-Llama noma i-Mistral Amaqembu ngokuvamile athola imiphumela engcono uma echaza imingcele yekhwalithi ngaphambili, agcine indlela yokukhuphuka kwabantu yamacala asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
Amamodeli Okusalungiswa Okuqanjwa Kwekhodi ayasebenza
Ukumatanisa imodeli yokusalungiswa engu-7B nethagethi engu-70B (isb., umndeni wakwa-Llama-3) ukuze icishe ibe amathokheni aphindwe kabili ngesekhondi ku-GPU eyodwa.
Ukumatanisa imodeli yokusalungiswa engu-7B nethagethi engu-70B (isb., umndeni wakwa-Llama-3) ukuze cishe amathokheni aphindwe kabili ngesekhondi ngalinye kuQembu elilodwa le-GPU ngokuvamile athola imiphumela engcono lapho echaza imikhawulo yekhwalithi ngaphambili, agcine indlela yokukhuphuka yomuntu yamacala asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
Amamodeli Okusalungiswa Okuqanjwa Kwekhodi ayasebenza
Amathuluzi okugcwalisa ikhodi asebenzisa imodeli encane yokusalungiswa ukuze enze isiphakamiso se-boilerplate eqinisekiswa yimodeli enkulu, okugcina iziphakamiso zisheshayo kusihleli.
Amathuluzi okugcwalisa ikhodi asebenzisa imodeli encane yokusalungiswa ukuze enze isiphakamiso se-boilerplate esiqinisekiswa yimodeli enkulu, ukugcina iziphakamiso zishesha kusihleli Amaqembu ngokuvamile athola imiphumela engcono uma echaza izilinganiso zekhwalithi ngaphambili, agcina indlela yokukhuphuka kwabantu yamacala aphambili, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
Izingozi & Guardrails
Amaqiniso akhonjiwe angafaka ngokuthula imibiko, ukugeleza kosekelo, noma imiphumela yocwaningo.
Ukuzwela okusheshayo kungadala imiphumela engahambisani kuzo zonke izicelo ezifanayo.
Idatha yombhalo ebucayi ingase idalulwe uma izilawuli zokufinyelela zibuthakathaka.
Ukuqalisa Umhlahlandlela
Chaza ifomethi yokuphumayo, ithoni, namazinga wekhwalithi ngaphambi kokukhishwa.
Chaza ifomethi yokuphumayo, ithoni, namazinga wekhwalithi ngaphambi kokukhishwa. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.
Izimpendulo eziyisisekelo ngemithombo ethembekile noma nini lapho ukunemba kubalulekile.
Izimpendulo eziyisisekelo ngemithombo ethembekile noma nini lapho ukunemba kubalulekile. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.
Gcina indawo yokuhlola isibuyekezo somuntu ukuze uthole imiphumela ephezulu.
Gcina indawo yokuhlola isibuyekezo somuntu ukuze uthole imiphumela ephezulu. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.
Landela amaphethini okuhluleka futhi uqeqeshe kabusha imiyalo noma ukuhamba komsebenzi njalo.
Landela amaphethini okuhluleka futhi uqeqeshe kabusha imiyalo noma ukuhamba komsebenzi njalo. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.