Overview
Kurumidza caching inoita kuti AI modhi ishandise zvakare basa remakomputa rayakaita pane yakadzokororwa chunk yezvinyorwa pachinzvimbo chekuchidzokorora nguva dzese. Iyo inocheka zvakanyanya mutengo uye latency kana iwo marefu mirairo, zvinyorwa, kana mienzaniso inoonekwa mukukumbira mushure mekukumbira.
Prompt Caching inyanzvi yekuvaka inobata mhando yemhando, mutengo wezvivakwa, latency, uye kuvimbika pachiyero.
Deep Dive
Kana modhi yemutauro ichiverenga kukurumidza, inoshandura chiratidzo chega chega kuita nhamba dzemukati dzinodaidzwa kuti key-value (KV) vectors kuburikidza nematanho ayo ekutarisisa. Kazhinji izvi zvinoitika patsva pachikumbiro chega chega, kunyangwe 90% yekukurumidza yakafanana. Kurumidza caching inochengetedza iyo precomputed KV inoti kune yakanyorwa prefix, saka chikumbiro chekupedzisira chinotanga nemavara akafanana chinogona kusvetuka chakananga kuchikamu chitsva. Vanopa rubatsiro vakaita se Anthropic uye OpenAI vanofumura izvi nekukubvumidza kuti uratidze chivakamberi chakagadzikana; cache hits inobhadharwa pamutengo wakaderera (kazhinji 90% kubva pamutengo wekuisa) uye pindura nekukurumidza. Yakanakira chatbots ine yakagadziriswa sisitimu yekukurudzira, mapaipi eRAG anoshandisa zvakare zvinyorwa zvakafanana, kana vamiririri vanodzokorora nhoroondo refu.
Technical Insight
Caching inoshanda nekuti kutarisisa kweshanduko ndiko kukonzeresa: chiratidzo chega chega chinotarisa kune tokeni pamberi payo. Saka iyo KV inotaura nezve prefix haimbochinji kana iwe uchiisa ma tokens matsva mushure. Iyo cache inokiyiwa pane chaiyo-ye-chiratidzo match yeiyo prefix, ndosaka kunyange hunhu hwemunhu mumwechete kugadziridzwa pakutanga kwekukurumidza kuchikanganisa zvese zviri pasi. Macache anogara kwenguva pfupi (maminetsi), akachengetwa ega-mupi, uye iyo cacheable block kazhinji inofanira kudarika shoma tokeni kuverenga.
Mastering Prompt Caching
Kurumidza caching inoita kuti AI modhi ishandise zvakare basa remakomputa rayakaita pane yakadzokororwa chunk yezvinyorwa pachinzvimbo chekuchidzokorora nguva dzese. Iyo inocheka zvakanyanya mutengo uye latency kana iwo marefu mirairo, zvinyorwa, kana mienzaniso inoonekwa mukukumbira mushure mekukumbira. Prompt Caching inyanzvi yekuvaka inobata mhando yemhando, mutengo wezvivakwa, latency, uye kuvimbika pachiyero. Kuti uvake kunzwisisa kwakadzama, bata Prompt Caching semuenzaniso wekushandisa, kwete chinhu chimwe chete: tsanangura zvinodiwa, kujekesa fungidziro, uye patsanura izvo zvinogona kuitwa nehurongwa hwakavimbika kubva kune zvichiri kuda kutonga kwenyanzvi.
Mukuita, zvikwata zvakasimba zvinoshandisa Prompt Caching inokwenenzvera zvivakwa, data, uye sarudzo dzezvivakwa zvinopesana nekuvimbika uye mutengo. 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.
Zvisarudzo zvezvivakwa zvinotyaira kuita uye mutengo wekushandisa kwemakore. Panguva imwecheteyo, Kukwirisa imwe bhenji kunogona kuvanza yakafara system kushaya simba. 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
Zvisarudzo zvezvivakwa zvinotyaira kuita uye mutengo wekushandisa kwemakore.
Zvisarudzo zvezvivakwa zvinotyaira kuita uye mutengo wekushandisa kwemakore. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.
Dzidzo yehunyanzvi inobatsira zvikwata kusarudza murwi wakakodzera, kwete iwo mutsva chete.
Dzidzo yehunyanzvi inobatsira zvikwata kusarudza murwi wakakodzera, kwete iwo mutsva chete. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.
Sarudzo dzeinjiniya dziri nani dzinoderedza zviitiko zvekuvimbika mukugadzira.
Sarudzo dzeinjiniya dziri nani dzinoderedza zviitiko zvekuvimbika mukugadzira. 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
A mutengi-rutsigiro chatbot caches ayo zviuru zvishanu-tokeni mutemo uye toni system kukurumidza saka meseji yega yega mushandisi inobhadhara mutengo wakazara wemubvunzo mutsva.
A retrieval-augmented (RAG) app inobata gwaro hombe rereferensi kamwe, yozopindura mibvunzo yakawanda nezvayo pachidimbu chemutengo.
Mubatsiri wekodha anochengeta zviri mukati meiyo hombe codebase kana faira seyakagadziriswa prefix apo mugadziri achibvunza inoteedzana mibvunzo yekutevera.
Mumiririri weAI anobata chinyorwa chayo chakareba, chiri kukura-chekushandisa kuitira kuti nhanho imwe neimwe itsva isabhadhare hurukuro yese yapfuura.
Maitiro Ekuita
Kurumidza Caching mukuita
A mutengi-rutsigiro chatbot caches ayo zviuru zvishanu-tokeni mutemo uye toni system kukurumidza saka meseji yega yega mushandisi inobhadhara mutengo wakazara wemubvunzo mutsva.
Mutengi-rutsigiro chatbot caches ayo zviuru zvishanu-zviratidzo mutemo uye toni system yekuchimbidza kuitira kuti meseji yese yemushandisi inobhadhara chete mutengo uzere wemubvunzo mutsva Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura emhando yepamusoro kumberi, chengeta nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
Kurumidza Caching mukuita
A retrieval-augmented (RAG) app inobata gwaro hombe rereferensi kamwe, yozopindura mibvunzo yakawanda nezvayo pachidimbu chemutengo.
A kudzoreredza-yakawedzera (RAG) app inochengetera gwaro hombe rereferensi kamwe, yobva yapindura mibvunzo mizhinji pamusoro payo pachikamu chemutengo Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura zvikumbaridzo zvemhando kumberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
Kurumidza Caching mukuita
Mubatsiri wekodha anochengeta zviri mukati meiyo hombe codebase kana faira seyakagadziriswa prefix apo mugadziri achibvunza inoteedzana mibvunzo yekutevera.
Mubatsiri wekodha anochengeta zviri mukati meiyo kodhi kodhi hombe kana faira seyakagadziriswa prefix apo mugadziri achibvunza inoteedzana mibvunzo Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura mhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye kukanganisa mutengo nekufamba kwenguva.
Kurumidza Caching mukuita
Mumiririri weAI anobata chinyorwa chayo chakareba, chiri kukura-chekushandisa kuitira kuti nhanho imwe neimwe itsva isabhadhare hurukuro yese yapfuura.
Mumiriri weAI anobata chinyorwa chayo chakareba, chiri kukura-chekushandisa kuitira kuti nhanho imwe neimwe itsva isabhadhare iyo yese yekutanga hurukuro Matimu anowanzo kuwana mibairo iri nani kana achinge atsanangura zvikumbaridzo zvemhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye kukanganisa mutengo nekufamba kwenguva.
Njodzi & Guardrails
Kugadzirisa imwe bhenji kunogona kuvanza yakafara system kushaya simba.
Infrastructure uye mari yekugadzirisa inowanzotarisirwa pasi.
Chengetedzo uye kucherechedzwa mapundu anogona kukura sezvo masisitimu anowedzera kuoma.
Implementation Roadmap
Tsanangura latency, mhando, uye mutengo zvinangwa usati waitwa.
Tsanangura latency, mhando, uye mutengo zvinangwa usati waitwa. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Benchmark pasi pechokwadi mutoro uye data mamiriro.
Benchmark pasi pechokwadi mutoro uye data mamiriro. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Chishandiso chekutarisa zvikanganiso, kudonha, uye mushandisi maitiro.
Chishandiso chekutarisa zvikanganiso, kudonha, uye mushandisi maitiro. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Gadzirira nzira dzekudzosera kumashure uye dzezviitiko usati wawedzera.
Gadzirira nzira dzekudzosera kumashure uye dzezviitiko usati wawedzera. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.