Overview
GPT-4 (2023) yaive OpenAI's pundutso hombe multimodal modhi yaigona kugamuchira mifananidzo pamwe nemavara, uye GPT-4o (2024) yakaita kuti ikurumidze, yakachipa, uye yekuzvarwa inokwanisa kubata odhiyo, kuona, uye zvinyorwa mune imwe modhi. Pamwe chete vakatsanangura nguva yazvino ye ChatGPT.
GPT-4 uye GPT-4o inonzwisiswa zvakanyanya mumamiriro ehurongwa, kuwana modhi, sarudzo dzepuratifomu, uye ecosystem kudyidzana.
Deep Dive
GPT-4, yakaburitswa muna Kurume 2023, yaive kusvetuka kukuru pamusoro peGPT-3.5: yakawana muzvikamu zvepamusoro pabvunzo senge bar uye AP bvunzo, yakabata kureba kukuru, uye yaigona kufunga nezvemifananidzo. GPT-4 Turbo yakazowedzera 128k-chiratidzo hwindo hwindo uye yakachipa mitengo. Muna Chivabvu 2024, OpenAI yakaunza GPT-4o, apo 'o' inomirira 'omni', modhi imwe chete yakadzidziswa kupera-ku-kuguma pane zvinyorwa, zvinonzwika, uye kuona. Kare izwi modhi yakasungirirwa mhando nhatu dzakasiyana (kutaura-kune-mavara, ipapo GPT, ipapo mameseji-kune-kutaura), achiwedzera lag; GPT-4o inobata odhiyo zvakananga, ichigonesa pedyo-chaiyo-chaiyo-nguva yekutaura hurukuro ine manzwiro toni uye kugona kukanganiswa. Inodawo kukurumidza zvakapetwa kaviri uye nehafu mutengo weGPT-4 Turbo kuburikidza neAPI, uye OpenAI yakaita kuti iwanikwe kune ChatGPT vashandisi, ichiwedzera mukana zvakanyanya.
Technical Insight
Ose ari maviri madhikodha-chete eTransformer modhi akadzidziswa kufanotaura chinotevera chiratidzo, obva akwenenzverwa nekusimbisa kudzidza kubva mumhinduro dzevanhu (RLHF) kutevedzera mirairo uye kuzvibata zvakachengeteka. Iko kufambira mberi kwakakosha muGPT-4o kuguma-kusvika-kumagumo multimodality: pachinzvimbo chekufambisa kutaura kuburikidza neakasiyana kunyorwa uye mamodheru emhando, network imwe inopinza uye inoburitsa maodhiyo tokeni zvakananga, kuchengetedza toni, nguva, uye asiri ekutaura cues uku uchirova latency kusvika ingangoita yekutaura kumhanya (mazana mashoma milliseconds).
Mastering GPT-4 uye GPT-4o
GPT-4 (2023) yaive OpenAI's pundutso hombe multimodal modhi yaigona kugamuchira mifananidzo pamwe nemavara, uye GPT-4o (2024) yakaita kuti ikurumidze, yakachipa, uye yekuzvarwa inokwanisa kubata odhiyo, kuona, uye zvinyorwa mune imwe modhi. Pamwe chete vakatsanangura nguva yazvino ye ChatGPT. GPT-4 uye GPT-4o inonzwisiswa zvakanyanya mumamiriro ehurongwa, kuwana modhi, sarudzo dzepuratifomu, uye ecosystem kudyidzana. Kuti uvake kunzwisisa kwakadzama, tora GPT-4 uye GPT-4o semuenzaniso wekushandisa, kwete chinhu chimwe chete: tsanangura zvinodikanwa, kujekesa fungidziro, uye patsanura izvo hurongwa hunogona kuita zvakavimbika kubva kune izvo zvichiri kuda kutonga kwenyanzvi.
Mukuita, zvikwata zvakasimba zvinoshandisa GPT-4 uye GPT-4o inoongorora nzira yevatengesi, kuvimbika kwemepu yemugwagwa, uye njodzi yekuvhara isati yaita. Ivo vanonyora zvakajeka maitiro ebudiriro, bvunzo vachipokana ne data rechokwadi uye mafambiro ebasa, uye iterate zvichibva pane zvakacherechedzwa maitiro ekutadza kwete kuhwina-nguva imwe chete yebhenji. Apa ndipo apo kunzwisisa kwe theoretical kunoshanduka kuve kugona kwakasimba pane chigadzirwa, mutemo, uye mashandiro.
Mamepu emigwagwa emutengesi anopesvedzera izvo izvo timu yako inogona kugadzira inotevera. Panguva imwecheteyo, zviziviso zveLaunch zvinogona kupfuura kugadzikana mune chaiyo yekugadzira workflows. Nzira yakatsiga ndeyekubatanidza kukurumidza kuyedza nekutonga: mhanyisa vatyairi vendege, tora humbowo, buritsa matanda esarudzo, uye urambe uchivandudza chengetedzo semaitiro emuenzaniso, zvinotarisirwa nemushandisi, uye zvinodikanwa zvekutonga.
Strategic Impact
Mamepu emigwagwa emutengesi anopesvedzera izvo izvo timu yako inogona kugadzira inotevera.
Mamepu emigwagwa emutengesi anopesvedzera izvo izvo timu yako inogona kugadzira inotevera. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.
Mamiriro ezvekutengeserana uye sarudzo dzekuendesa dzinokanganisa mutengo wenguva refu uye njodzi.
Mamiriro ezvekutengeserana uye sarudzo dzekuendesa dzinokanganisa mutengo wenguva refu uye njodzi. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.
Kambani inokurudzira inogadzirisa kusarudzika kwechigadzirwa, mamiriro ekuchengetedza, uye kuvhurika.
Kambani inokurudzira inogadzirisa kusarudzika kwechigadzirwa, mamiriro ekuchengetedza, uye kuvhurika. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.
Real-World Implementation
Kuva nehurukuro yepedyo-chaiyo ne ChatGPT's Advanced Voice Mode, kusanganisira kuikanganisa pakati pemutsara.
Kuisa mufananidzo wezviri mukati mefiriji uye uchikumbira GPT-4o kuti ipe mazano ekubika
Kuisa kondirakiti refu yepamutemo mu128k-chiratidzo hwindo hwindo rekupfupisa uye kuona njodzi.
Uchishandisa kugona kwekuona kuverenga nekutsanangura chati, chinyorwa chakanyorwa nemaoko, kana skrini yemeseji yekukanganisa.
Maitiro Ekuita
GPT-4 uye GPT-4o mukuita
Kuva nehurukuro yepedyo-chaiyo ne ChatGPT's Advanced Voice Mode, kusanganisira kuikanganisa pakati pemutsara.
Kuva nehurukuro yepedyo-chaiyo-yenguva neChatGPT's Advanced Voice Mode, kusanganisira kuikanganisa yepakati-mutsara Matimu anowanzo kuwana mibairo iri nani kana vachinge vatsanangura zvemhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa pakubereka uye mutengo wekukanganisa nekufamba kwenguva.
GPT-4 uye GPT-4o mukuita
Kuisa mufananidzo wezviri mukati mefiriji uye uchikumbira GPT-4o kuti ipe mazano ekubika.
Kuisa mufananidzo wezvirimo mufiriji uye kukumbira GPT-4o kuti ipe mazano ekubika Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura mhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa nemitengo yekukanganisa nekufamba kwenguva.
GPT-4 uye GPT-4o mukuita
Kuisa kondirakiti refu yepamutemo mu128k-token mamiriro hwindo rekupfupisa uye kuona njodzi.
Kunamira kondirakiti refu yepamutemo muhwindo re128k-chiratidzo chekupfupisa uye kuona njodzi Matimu anowanzo kuwana mibairo iri nani kana achinge atsanangudza hunhu kumberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa nemitengo yekukanganisa nekufamba kwenguva.
GPT-4 uye GPT-4o mukuita
Uchishandisa kugona kwekuona kuverenga nekutsanangura chati, chinyorwa chakanyorwa nemaoko, kana skrini yemeseji yemhosho.
Uchishandisa kugona kwekuona kuverenga uye kutsanangura chati, chinyorwa chakanyorwa nemaoko, kana skrini yemeseji yekukanganisa Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura emhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
Njodzi & Guardrails
Zviziviso zvekutanga zvinogona kupfuura kugadzikana mune chaiyo yekugadzira workflows.
Mitengo yeAPI kana shanduko yepolicy inogona kukanganisa fungidziro husiku.
Kutsamira kune mumwe-mutengesi kunowedzera kukiya-mukati uye mari yekufambisa.
Implementation Roadmap
Ongorora vanopa uchishandisa ako ega mabasa uye dataset.
Ongorora vanopa uchishandisa ako ega mabasa uye dataset. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Wongorora zvakavanzika, chengetedzo, uye mazwi emutemo usati wabatanidzwa.
Wongorora zvakavanzika, chengetedzo, uye mazwi emutemo usati wabatanidzwa. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Chengetedza chirongwa chekudzokera kumashure kune mamodheru kana vatengesi.
Chengetedza chirongwa chekudzokera kumashure kune mamodheru kana vatengesi. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Tarisa zvinyorwa zvekuburitsa kuitira kuti shanduko yemigwagwa isashamise zvikwata.
Tarisa zvinyorwa zvekuburitsa kuitira kuti shanduko yemigwagwa isashamise zvikwata. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.