Me ya sa ya kamata ka yi amfani da LLM Gateway?

Kungiyoyi suna aikawa da fasalolin AI ta hanyar masu samar da samfura da yawa. Kowace API tana kawo nata SDKs, sigogi, iyakokin kudi, farashi, da matsalolin amintuwa. Wannan rikitarwa yana rage saurin aiki kuma yana kara haɗari.

Wani Ƙofar LLM yana ba ka damar samun matakin shiga guda ɗaya don haɗawa, tura hanya, lura, da sarrafa buƙatu a cikin samfura da yawa—ba tare da aikin sake haɗawa akai-akai ba. Wannan jagorar yana bayyana menene LLM gateway, dalilin da ya sa yake da mahimmanci, da yadda RabaAI yana samar da ƙofa mai fahimtar samfurin da za ka iya fara amfani da ita yau.

Menene LLM Gateway?

Takaitaccen ma'anar: LLM gateway wani matakin middleware ne tsakanin aikace-aikacenka da masu samar da LLM da yawa. Maimakon haɗa kowace API daban-daban, aikace-aikacenka yana kira zuwa wani ƙarshen tsari guda ɗaya. Gateway ɗin yana kula da tura hanya, daidaitawa, lura, tsaro/ma'aikatar maɓalli, da kuma sauyawa idan mai samarwa ya kasa.

Ƙofar LLM vs. Ƙofar API vs. Proxy Mai Sakewa

API gateways da reverse proxies suna mai da hankali kan batutuwan sufuri: izini, iyakokin kudi, tsara buƙatu, sake gwadawa, headers, da caching. LLM gateway yana ƙara fahimtar samfurin dabaru: lissafin token, daidaita tambaya/amsa, zaɓin samfurin bisa manufofi (mai rahusa/mai sauri/mai dogaro), dawowa ta ma'ana, dacewa da yawo/kiran kayan aiki, da kuma bayanan samfurin kowane samfur (latency p50/p95, nau'ikan kuskure, farashi ga kowace 1K tokens).

Ka yi tunanin shi a matsayin reverse proxy da aka keɓe don samfuran AI—mai fahimtar tambayoyi, tokens, yawo, da matsalolin masu samarwa.

Ginshiƙan Gine-gine

Masu haɗa masu samarwa & rajistar samfur: tsari guda ɗaya don tambayoyi/amsoshi a duk masu samarwa.

Dokokin hanya: zaɓi samfura ta farashi, jinkiri, yanki, SLO, ko bukatun bin doka.

Lafiya & sauyawa: daidaita iyakar kudi, jinkiri, masu katsewa, da dawowa ta atomatik.

Ganewa: alamun buƙata, p50/p95 jinkiri, nasara/kuskure rates, farashi ta hanya/mai samarwa.

Tsaro & sarrafa maɓalli: juya maɓallan a tsakiya; yi amfani da iyakoki/RBAC; ka nisantar da sirri daga lambar app.

Kalubale Ba tare da LLM Gateway ba

Ƙarin haɗawa: kowane mai samarwa yana nufin sabbin SDKs, sigogi, da canje-canje masu karya.

Ayyuka marasa daidaito: tashin jinkiri, bambancin yanki, takura, da katsewa.

Bayyanar farashi: wahala wajen kwatanta farashin alamu/abubuwan fasali da bin diddigin $ a kowane buƙata.

Wahalar aiki: DIY retries/backoff, caching, circuit-breaking, idempotency, da yin rajista.

Gibin gani: babu wuri guda don amfani, kashi na jinkiri, ko nau'ikan gazawa.

Kulle mai siyarwa: sake rubutawa yana rage gwaji da dabarun amfani da nau'ikan samfura da yawa.

Yadda LLM Gateway ke warware waɗannan matsalolin

Tsarin samun dama guda: wurin ƙarshen guda don duk masu samarwa da samfura—canza ko ƙara samfura ba tare da sake rubutawa ba.

Hanyar wayo & dawowa ta atomatik: sake turawa lokacin da samfur ya yi yawa ko ya gaza, bisa ga manufar ku.

Ingantaccen farashi & aiki: turawa ta hanyar mafi arha, mafi sauri, ko amintaccen farko—bisa fasali, mai amfani, ko yanki.

Tsakiyar sa ido & nazari: bi dida p50/p95, lokutan dakatarwa, ajiye kurakurai, da farashi a kan 1K kalmomi a wuri guda.

Tsaro & maɓallan da aka sauƙaƙa: juya da tsara a tsakiya; cire asirai daga wuraren ajiyar app.

Daidaito & wurin bayanai: jagoranci a cikin EU/US ko bisa ga mai haya; daidaita bayanan shiga/ajiya; aiwatar da manufofin tsaro a duniya.

Misalan Amfani

Mataimakan tallafin abokan ciniki: cimma tsauraran burin p95 tare da jagorancin yankin da kuma sauyawa nan take.

Samar da abun ciki a sikeli: aiki da yawa zuwa mafi kyawun samfurin farashi-aiki a lokacin gudu.

Bincike & RAG bututun: haɗa LLM na masu siyarwa tare da wuraren buɗe tushen bayan wani tsari guda.

Kimantawa & gwaji: A/B samfurori ta amfani da tambayoyi iri ɗaya da bin diddigin don sakamako na gaskiya.

Kungiyoyin dandamali na kamfanoni: sandunan tsakiya, kason aiki, da kuma nazarin bayanai guda ɗaya a duk sassan kasuwanci.

Yadda ShareAI ke aiki a matsayin ƙofar LLM

API ɗaya zuwa samfura 150+: kwatanta da zaɓi a cikin Kasuwar Samfura.

Hanyar tura manufofi: farashi, jinkiri, amintuwa, yanki, da manufofin bin doka bisa fasali.

Sauyawa nan take & sassauta iyakar ƙimar: janyewa, sake gwadawa, da masu karya madauki an haɗa su.

Sarrafa kuɗi & faɗakarwa: iyaka na kowane ƙungiya/aikin; fahimtar kashe kuɗi da hasashen gaba.

Kulawa guda ɗaya: amfani, p50/p95, nau'ikan kuskure, ƙimar nasara—an danganta su da samfur/mai bayarwa.

Gudanar da maɓalli & iyakoki: kawo maɓallan masu bayar da ku ko haɗa su; juyawa da iyakance damar shiga.

Aiki tare da samfuran masu siyarwa + na buɗe-tushen: musanya ba tare da sake rubutawa ba; kiyaye tambayarka da tsarinka daidaitacce.

Fara da sauri: bincika Filin wasa, karanta Takardu, da Bayanin API. Ƙirƙiri ko juyar da maɓallinka a cikin Kwamitin sarrafawa.. Duba abin da ya sabunta a cikin Saki.

Fara Sauri (Lambar)

JavaScript (fetch)

/* 1) Saita maɓallinka (adana shi cikin aminci - ba a cikin lambar abokin ciniki) */;

Python (requests)

import os

Duba samfuran da ake da su da aliyas a cikin Kasuwar Samfura. Ƙirƙiri ko juyar da maɓallinka a cikin Kwamitin sarrafawa.. Karanta cikakkun sigogi a cikin Bayanin API.

Mafi Kyawun Ayyuka ga Ƙungiyoyi

Raba tambayoyi daga hanyoyin: adana tambayoyi/shaci a cikin sigogi; sauya samfura ta hanyar manufofi/sunan madubi.

Yi alama komai: fasali, rukuni, yanki—don ku iya raba nazari da farashi.

Fara da gwaje-gwajen na roba; tabbatar da sahihanci da zirga-zirgar inuwa kafin cikakken aiwatarwa.

Fayyace SLOs ga kowane fasali: bi p95 maimakon matsakaici; lura da nasarar kashi da $ a kowane 1K kalmomi.

Matakan tsaro: haɗa matattarar tsaro, sarrafa PII, da hanyoyin yanki a cikin ƙofar—kar a sake aiwatarwa ga kowane sabis.

Tambayoyi: Me yasa amfani da ƙofar LLM? (Dogon-Jeri)

Menene ƙofar LLM? Wani middleware mai fahimtar LLM wanda ke daidaita tambayoyi/amsoshi, yana jagorantar masu samarwa, kuma yana ba ku damar lura, sarrafa farashi, da sauya matsayi a wuri guda.

Ƙofar LLM vs ƙofar API vs madubi mai juyawa—menene bambanci? API gateways/reverse proxies suna kula da batutuwan sufuri; LLM gateways suna ƙara ayyuka masu fahimtar samfur (lissafin token, manufofin farashi/ayyuka, dawowar ma'ana, bayanan samfurin kowane samfur).

Ta yaya hanyar LLM mai yawa na masu samarwa ke aiki? Fayiloli manufofi (mafi arha/mafi sauri/aminci/daidai). Gateway ɗin yana zaɓar samfurin da ya dace kuma yana sake turawa ta atomatik idan akwai gazawa ko iyakokin ƙima.

Shin LLM gateway zai iya rage farashin LLM dina? Ee—ta hanyar turawa zuwa samfura masu rahusa don ayyuka masu dacewa, ba da damar batching/caching inda ya dace, da bayyana farashi kowane buƙata da $ kowane 1K tokens.

Ta yaya gateways ke sarrafa failover da dawowar atomatik? Duba lafiyar da kuma rarrabuwa na kurakurai suna haifar da sake gwadawa/ja da baya da kuma tsalle zuwa samfurin madadin wanda ya dace da manufarka.

Ta yaya zan guji kulle mai siyarwa? Ka kiyaye tambayoyi da tsarin a tsaye a gateway; ka canza masu samarwa ba tare da sake rubuta lambar ba.

Ta yaya zan lura da p50/p95 latency a duk masu samarwa? Yi amfani da hangen nesa na gateway don kwatanta p50/p95, ƙimar nasara, da ƙuntatawa ta samfur/ƙasa.

Menene mafi kyawun hanyar kwatanta masu samarwa akan farashi da inganci? Fara da gwaje-gwajen mataki, sannan tabbatar da bayanan samarwa (farashi kowane 1K tokens, p95, ƙimar kuskure). Bincika zaɓuɓɓuka a cikin Samfura.

Ta yaya zan bi diddigin farashi kowane buƙata da kowane mai amfani/abin fasali? Yi alamar buƙatu (abin fasali, rukuni na masu amfani) kuma fitar da bayanan farashi/amfani daga nazarin gateway.

Ta yaya gudanar da maɓalli ke aiki don masu samarwa da yawa? Yi amfani da ajiya da juyawa na maɓalli na tsakiya; sanya iyakoki ga kowace ƙungiya/aikin. Ƙirƙira/juyar da maɓalli a Kwamitin sarrafawa..

Zan iya tilasta wurin bayanai ko hanyoyin EU/US? Ee—yi amfani da manufofin yankin don kiyaye bayanai a cikin wani yanki kuma daidaita rajista/ajiyar bayanai don bin doka.

Shin wannan yana aiki tare da bututun RAG? Tabbas—daidaita tambayoyi da samar da hanyoyi daban-daban daga tsarin dawo da bayanai naka.

Zan iya amfani da samfuran buɗaɗɗen tushe da na mallaka a bayan API ɗaya? Ee—haɗa APIs na masu samarwa da wuraren duba OSS ta hanyar tsarin da manufofi iri ɗaya.

Ta yaya zan saita manufofin hanyoyi (mafi arha, mafi sauri, fifiko akan amintuwa)? Ƙayyade saitunan manufofi kuma haɗa su da fasali/tashoshi; daidaita bisa yanayi ko rukuni.

Me ke faruwa idan mai samarwa ya iyakance ni? Ƙofar tana daidaita buƙatun kuma tana canzawa zuwa samfurin madadin idan an buƙata.

Zan iya gwada A/B tambayoyi da samfura? Ee—raba kaso na zirga-zirga ta hanyar samfurin/tambayar sigar kuma kwatanta sakamako tare da haɗaɗɗen bayanai.

Shin ƙofar tana goyan bayan yawo da kayan aiki/aiki? Masu shiga zamani suna tallafawa SSE streaming da kira na kayan aiki/ayyuka na musamman ta hanyar tsarin da aka haɗa—duba Bayanin API.

Ta yaya zan canza daga SDK mai samarwa guda ɗaya? Ware matakin tambayarka; maye gurbin kiran SDK da abokin ciniki na gateway/HTTP; daidaita sigogin mai samarwa zuwa tsarin gateway.

Wadanne ma'auni ya kamata in kula da su a cikin samarwa? Adadin nasara, p95 latency, takura, da $ a kowane 1K na kalmomi—an yi alama ta fasali da yanki.

Shin adanawa yana da amfani ga LLMs? Don tambayoyi masu tabbatacce ko gajeru, eh. Don hanyoyin da ke da yawa kayan aiki, yi la'akari da adanawa na ma'ana da kuma kula da rashin inganci.

Ta yaya gateways ke taimakawa tare da matakan tsaro da tsaka-tsaki? Mayar da hankali kan matattarar tsaro da aiwatar da manufofi don haka kowane fasali yana amfana da daidaito.

Ta yaya wannan ke shafar yawan aiki don ayyukan tsari? Gateways na iya yin aiki tare da iyakance adadin kudi cikin hikima, suna ƙara yawan aiki a cikin iyakokin mai samarwa.

Wani rashin amfani na amfani da LLM gateway? Wani mataki yana ƙara ƙaramin nauyi, wanda aka daidaita ta hanyar ƙarancin katsewa, saurin jigilar kaya, da sarrafa farashi. Don ƙananan jinkiri akan mai samarwa guda ɗaya, hanya kai tsaye na iya zama ɗan sauri—amma kuna rasa juriya da gani na masu samarwa da yawa.

Kammalawa

Dogaro da mai samar da LLM guda ɗaya yana da haɗari kuma ba shi da tasiri a matakin girma. LLM gateway yana haɗa samun damar samfurin, hanya, da lura—don haka kuna samun amintuwa, gani, da sarrafa farashi ba tare da sake rubutawa ba. Tare da ShareAI, kuna samun API ɗaya zuwa samfura 150+, hanyar da aka dogara da manufofi, da sauyawa nan take—don haka ƙungiyarku na iya jigilar kaya cikin kwarin gwiwa, auna sakamako, da kiyaye farashi cikin tsari.

Bincika samfura a cikin Kasuwa, gwada tambayoyi a cikin Filin wasa, karanta Takardu, kuma duba Saki.