Kufotokozera Zongoyerekeza (SSD)

Bottleneck of Generative AI

Mitundu ya Generative AI yakopa dziko lapansi ndi luso lawo lolemba, ma code, ndi kupanga. Komabe, aliyense amene adalumikizana ndi chilankhulo chachikulu (LLM) adakumana ndi vuto lodziwikiratu - kupuma pakati pa kutumiza mwachangu ndi kulandira mawu ochepa oyankha. Kuchedwa kumeneku ndiye chotchinga chimodzi chachikulu kwambiri chopanga zokumana nazo zamadzimadzi, zachilengedwe, komanso zochitika zenizeni za AI. Chiyambi cha vutoli chiri mu kamangidwe ka zitsanzo zokha. Ma LLM amapanga chizindikiro-ndi-chizindikiro, liwu lililonse latsopano kutengera mndandanda wonse womwe udabwera patsogolo pake. Mchitidwe wotsatizana uwu, ngakhale kuti ndi wamphamvu, umakhala wochuluka kwambiri komanso wochedwa. Pamene mabizinesi akufuna kuphatikizira AI kuzinthu zenizeni zenizeni monga ma chatbots othandizira makasitomala, kumasulira kwaposachedwa, kapena kusanthula kolumikizana, kuchedwa kumeneku kumakhala vuto lalikulu labizinesi, osati chidwi chabe chaukadaulo.

Njira Yachidule Yanzeru: Momwe Kuyika Mongopeka Kumagwirira Ntchito

Speculative Decoding (SD) ndi njira yanzeru yomwe idapangidwa kuti ithyole vuto lotsatizanali popanda kusintha kamangidwe kake kapena mtundu wake. Lingaliro lalikulu ndikugwiritsira ntchito chitsanzo cha "draft" kuti mupange ndondomeko yachidule ya zizindikiro mofulumira ndi "chandandale" chitsanzo (LLM yamphamvu kwambiri, yocheperapo) kutsimikizira kulondola kwa kulemba mu sitepe imodzi, yofanana.

Nachi chidule cha ndondomekoyi:

• Chigawo Chokonzekera: Choyimira chaching'ono, chofulumira (chitsanzo chokonzekera) chimapanga zizindikiro zingapo za anthu omwe akufunafuna - ndondomeko yongoganizira yomwe yankho lingakhale.
• Mgawo Wotsimikizira: Choyambirira, chandamale cha LLM chimatenga ndondomeko yonseyi ndikuyikonza nthawi imodzi. M'malo mopanga zizindikiro zatsopano, imapanga chiphaso chopita patsogolo kuti iwerengere kuthekera kwa chizindikiro chilichonse muzolemba kukhala cholondola.
• Mgawo Wovomereza: Mtundu womwe mukufuna kuvomereza amavomereza mawu olondola aatali kwambiri kuchokera muzolembazo. Ngati zolembazo zinali zangwiro, mumapeza ma tokeni angapo pamtengo wowerengera wa imodzi. Ngati kulemberako kuli kolakwika pang'ono, chitsanzo chomwe mukufuna chimangobweranso kuchokera pomwe chinalakwika, ndikusungabe nthawi.

M'malo mwake, Decoding yongoyerekeza imalola mtundu wokulirapo "kuganiza mwachangu" potengera kachitsanzo kakang'ono kuti angoyerekeza koyambirira, mwachangu. Njirayi ingapangitse kufulumira kwa 2x kufika ku 3x mu nthawi yofotokozera, kusintha kwakukulu komwe kumapangitsa AI yamtundu wapamwamba kulabadira kwambiri.

Kusintha Ma Applications A Bizinesi Ndi Mwachangu AI

Zotsatira zakuchepetsa kuchedwa kwa AI ndizambiri pamabizinesi. Liwiro limatanthawuza kuchita bwino, kupulumutsa mtengo, komanso kugwiritsa ntchito bwino kwa ogwiritsa ntchito.

Ganizirani za wothandizira makasitomala pogwiritsa ntchito woyendetsa ndege wa AI. Ndi kuchedwa kwa LLM kokhazikika, wothandizira ayenera kuyima kaye pambuyo pa funso lililonse, ndikupanga kukambirana kosasunthika. Ndi Decoding Yongoyerekeza, malingaliro a AI amawonekera nthawi yomweyo, kulola wothandizirayo kuti azikhala ndikuyenda kwachilengedwe ndi kasitomala ndikuthetsa nkhani mwachangu. M'mawu omasulira apompopompo, kuchedwetsa kocheperako kumatanthauza kuti zokambirana zitha kuchitika pafupi ndi nthawi yeniyeni, ndikuchotsa zopinga za chilankhulo bwino kwambiri kuposa kale.

Kulemba mongoyerekeza sikungopanga AI mwachangu; ndikupangitsa kuti ikhale yophatikizika mosadukiza mumayendedwe amunthu, pomwe liwiro limakhala lofunikira kuti munthu atengedwe.

Kwa Madivelopa omwe akumanga mapulogalamu oyendetsedwa ndi AI, kufulumira uku kumatanthauza kutsika kwamitengo yowerengera pafunso lililonse, kuwapangitsa kuti azithandizira ogwiritsa ntchito ambiri okhala ndi zomangamanga zomwezo kapena kupereka zovuta za AI popanda kuwonjezereka kofananira ndi latency. Apa ndipamene nsanja ngati Mewayz imakhala yovuta. Mewayz imapereka ma modular bizinesi OS yomwe imalola makampani kuti aphatikize njira zamakono za AI mumayendedwe awo omwe alipo mosavuta. Pochotsa zovuta zomwe zili m'munsimu, Mewayz imathandiza mabizinesi kuti azitha kuwongolera mwachangu pa chilichonse, kuyambira kupanga lipoti lodziwikiratu mpaka kusanthula kwa data munthawi yeniyeni, kuwonetsetsa kuti AI ndi bwenzi lomvera, osati mopumira.

Tsogolo Liri Mwachangu: Kukumbatira Chidziwitso Chofulumira

Kulemba mongoyerekeza kumayimira kusintha kofunikira momwe timayendera malingaliro a AI. Zimasonyeza kuti kukula kwachitsanzo si njira yokhayo yopezera luso; uinjiniya wanzeru ndi wofunikira chimodzimodzi. Pamene kafukufuku akupitilira, titha kuyembekezera kuwona kusinthika kwapamwamba kwambiri kwa njira iyi, mwina pogwiritsa ntchito njira zotsogola kwambiri kapena kuziyika pamitundu yambiri.

Mpikisano wa AI wamphamvu kwambiri tsopano walumikizidwa mosalekeza ndi mpikisano wothamanga kwambiri wa AI. Njira monga Kufotokozera Zongoyerekeza zimatsimikizira kuti titha kugwiritsa ntchito mitundu yonse yamitundu ikuluikulu m'malo owoneka bwino komanso osagwira nthawi. Kwa mabizinesi oganiza zamtsogolo, kugwiritsa ntchito matekinoloje awa sikulinso kosankha; ndichofunika mpikisano kuti tipange machitidwe otha msinkhu, anzeru, komanso ogwirizana. Mapulatifomu omwe amaika patsogolo ndi kuphweka kupeza zatsopanozi, monga Mewayz, adzakhala patsogolo kupatsa mphamvu m'badwo wotsatira wa ntchito zamabizinesi zoyendetsedwa ndi AI.

Mafunso Ofunsidwa Kawirikawiri

Bottleneck of Generative AI

Mitundu ya Generative AI yakopa dziko lapansi ndi luso lawo lolemba, ma code, ndi kupanga. Komabe, aliyense amene adalumikizana ndi chilankhulo chachikulu (LLM) adakumana ndi vuto lodziwikiratu - kupuma pakati pa kutumiza mwachangu ndi kulandira mawu ochepa oyankha. Kuchedwa kumeneku ndiye chotchinga chimodzi chachikulu kwambiri chopanga zokumana nazo zamadzimadzi, zachilengedwe, komanso zochitika zenizeni za AI. Chiyambi cha vutoli chiri mu kamangidwe ka zitsanzo zokha. Ma LLM amapanga chizindikiro-ndi-chizindikiro, liwu lililonse latsopano kutengera mndandanda wonse womwe udabwera patsogolo pake. Mchitidwe wotsatizana uwu, ngakhale kuti ndi wamphamvu, umakhala wochuluka kwambiri komanso wochedwa. Pamene mabizinesi akufuna kuphatikizira AI kuzinthu zenizeni zenizeni monga ma chatbots othandizira makasitomala, kumasulira kwaposachedwa, kapena kusanthula kolumikizana, kuchedwa kumeneku kumakhala vuto lalikulu labizinesi, osati chidwi chabe chaukadaulo.

Njira Yachidule Yanzeru: Momwe Kuyika Mongopeka Kumagwirira Ntchito

Speculative Decoding (SD) ndi njira yanzeru yomwe idapangidwa kuti ithyole vuto lotsatizanali popanda kusintha kamangidwe kake kapena mtundu wake. Lingaliro lalikulu ndikugwiritsira ntchito chitsanzo cha "draft" kuti mupange ndondomeko yachidule ya zizindikiro mofulumira ndi "chandandale" chitsanzo (LLM yamphamvu kwambiri, yocheperapo) kutsimikizira kulondola kwa kulemba mu sitepe imodzi, yofanana.

Kusintha Ma Applications Abizinesi Ndi Mwachangu AI

Zotsatira zakuchepetsa kuchedwa kwa AI ndizambiri pamabizinesi. Liwiro limatanthawuza kuchita bwino, kupulumutsa mtengo, komanso kugwiritsa ntchito bwino kwa ogwiritsa ntchito.

Tsogolo Liri Mwachangu: Kukumbatira Chidziwitso Chofulumira

Kulemba mongoyerekeza kumayimira kusintha kofunikira momwe timayendera malingaliro a AI. Zimasonyeza kuti kukula kwachitsanzo si njira yokhayo yopezera luso; uinjiniya wanzeru ndi wofunikira chimodzimodzi. Pamene kafukufuku akupitilira, titha kuyembekezera kuwona kusinthika kwapamwamba kwambiri kwa njira iyi, mwina pogwiritsa ntchito njira zotsogola kwambiri kapena kuziyika pamitundu yambiri.

Mwakonzeka Kufewetsa Zochita Zanu?

Kaya mukufuna CRM, invoicing, HR, kapena ma module onse 207 — Mewayz yakuthandizani. 138K+ mabizinesi asintha kale.

Yambani Kwaulere →