aw ni ce On-Device AI ka siniɲɛsigi la
AI inference teliyalen, baarakɛcogo ɲuman boli bɛ ka sumaya, wa a bɛ ka bɔ sankaba la ka taa an ka tabali kan — ka don an senw kan. AI-powered applications (AI-powered applications) dilannikɛlaw ni jagokɛlaw fɛ, sankaba-based GPU instances musaka ka bon ani u ka latɛmɛni ye gɛlɛyabaw ye. A donna RunAnywhere kɔnɔ, o ye daminɛko ye min bɛ dugukolo tigɛ ka bɔ Y Combinator W26 kulu la min bɛ ka AI inference turbocharging kɛ fɛnɲɛnamafagalan miliyɔn caman bolo kaban fɛnɲɛnamafagalan dɔ kan: Apple Silicon. U ka cidenyabaara ka nɔgɔn nka fanga ka bon : ka M-series puwɛntiw seko dafalen, min ma baara kɛ Macs kɔnɔ, o da wuli, ka sigida AI yiriwali n’a bilali teliya kosɛbɛ, wa musaka ka dɔgɔ.
Nin bεnkan in ye misali dafalen ye, an bɛ kokuradon sugu min ɲɛnabɔ Mewayz ka ɲɛnamaya kɛcogo kɔnɔ. An dalen b’a la ko jago nata bɛ sɔrɔ baarakɛminɛnw na minnu bɛ se ka baara kɛ ɲɔgɔn fɛ, minnu bɛ fanga di jɛkuluw ma walasa u ka baarakɛcogo barikamaw jɔ k’a sɔrɔ u ma datugu feerekɛla kelen kɔnɔ. RunAnywhere ka fɛɛrɛbɔ bɛ bɛn nin yelifɛn in ma kosɛbɛ, a bɛ jusigilan dɔ di min bɛ se ka fanga di AI baarakɛminɛnw bɔnsɔn kura ma min bɛ kɛ ni baarakɛminɛnw kan, jagokɛyɔrɔ OS modulari kɔnɔ.
Mun na On-Device AI Inference ye tulonkɛfɛn ye
Laada la, AI modɛli gɛlɛnw bolicogo tun bɛ kunnafoniw ci yɔrɔjan baarakɛminɛn barikamaw ma sankaba kɔnɔ. Hali n’a bɛ se ka kɛ, nin fɛɛrɛ in bɛ na ni dɛsɛw ye minnu bɛ sɔrɔ a kɔnɔ: latɛmɛni k’a sɔrɔ i bɛ jaabi makɔnɔ, baarakɛcogo musakaw minnu bɛ taa ɲɛ, minnu bɛ bonya ni baarakɛcogo ye, ani kunnafoniw dogolen haminankow minnu bɛ se ka kɛ. Apple Silicon Macs, n’u ka hakilijagabɔ kɛcogo kelen ani Neural Engines barikamaw, olu bɛ fɛɛrɛ wɛrɛ jira min bɛ mɔgɔ bila ka miiri. Nka, baarakɛlaw ye gɛlɛya sɔrɔ walasa ka nin fɛnɲɛnɛma in nafa bɛrɛbɛrɛ, tuma caman na, u y’u sigi baarakɛcogo ɲuman na. RunAnywhere bɛ o ɲɛnabɔ ni porogaramuw layɛrɛ caman dili ye min bɛ modɛliw ɲɛnabɔ ka ɲɛ walasa u ka baara kɛ natively Apple ka fɛnɲɛnɛmaw kan, ka teliya ni baarakɛcogo ɲuman caya.
Jagokɛlaw minnu bɛ baara kɛ ni yɔrɔ ye i n’a fɔ Mewayz walasa k’u ka porozɛw ɲɛnabɔli, CRM, ani kumaɲɔgɔnya baarakɛminɛnw fara ɲɔgɔn kan, o kɔrɔ ye ko AI fanga bɛ kuma kuncɛlenw, kunnafoniw sɛgɛsɛgɛli, ani kiliyanw ka hakilinaw kan, olu bɛ se ka kɛ o yɔrɔnin bɛɛ la ani lakana la baarakɛla dɔ ka sigida masin kan. A bɛ dɔ bɔ jigi da kɛnɛma APIw kan ani ka kunnafoni nafamaw mara sosiyete ka fanga kɔnɔ.
RunAnywhere bɛ baarakɛcogo kuncɛlen da wuli cogo min
RunAnywhere tɛ dakun nɔgɔman dɔrɔn ye karamɔgɔya kɔrɔw kama. Ekipu in ye a yɛrɛ sɛgɛsɛgɛ kosɛbɛ Apple ka puwɛntiw jɔcogo la walasa ka daɲɛgafe ni baarakɛcogo dɔ Dabɔ min bɛ baarakɛcogo gɛlɛyaw Bɔ. U ka gundo sosɛti bɛ tali kɛ fɛɛrɛ caman na :
- Advanced Kernel Fusion : Ka baara caman fara ɲɔgɔn kan ka kɛ kernel kelen ye, min bɛ ɲɛ walasa ka hakilijagabɔ lamagacogo dɔgɔya ani ka jatebɔ kɛcogo ɲuman caya GPU ni Neural Engine kan.
- Hakilijagabɔ hakilitigi : Ka Apple Silicon ka hakilijagabɔ kelen kɛ a dafalen na, ka dɔ bɔ kosɛbɛ musakaw la minnu bɛ tali kɛ kunnafonidilanw lamagacogo la CPU ni GPU cɛ.
- Hardware-Specific Optimizations : Jateminɛw kɛli ka kɛɲɛ ni M-series puce kelen-kelen bɛɛ kɔnɔna kɛrɛnkɛrɛnnenw (CPU, GPU, NE) ye, ka a lajɛ ko baara hakɛ bɛnnen bɛ taa puce kinin fɛ waati bɛnnen na.
O nɔ ye ko ye min tɛ fɛn tiɲɛ yiriwalikɛlaw bolo . U bɛ se ka misali jɔnjɔnw ta ani ni kode caman caman cili ye, u bɛ boli teliya la siɲɛ 2-5 ka tɛmɛ furakɛli kɔrɔw kan. O baarakɛcogo bonya in b’a to a bɛ se ka kɛ ka modɛli belebelebaw, minnu ka bon kosɛbɛ, olu boli sigida la, ka sira kura da mɔgɔw ɲɛ na, ka ɲɛsin lamɛnni ni wideyow baaracogo ma waati yɛrɛ la, kode gɛlɛnw dilanni, ani fɛn wɛrɛw.
RunAnywhere doncogo Modular Business OS kɔnɔ
Mewayz ka hakilina ye ko baarakɛminɛn ɲumanw ka kan ka baara kɛ ɲɔgɔn fɛ cogo la min tɛ fɛn tiɲɛ walasa ka baarakɛminɛn barikama ni fɛn caman dilan i ka jago kama. RunAnywhere ye "module" quintessentiel ye nin yeli in na. Miiri k’a filɛ, kɔnɔkow feereli jɛkulu dɔ bɛ baara kɛ ni Mewayz ye: sɛbɛnnikɛla bɛ se ka baara kɛ ni AI dɛmɛbaga ye, min fanga bɛ sɔrɔ sigida la RunAnywhere fɛ, walasa ka sɛbɛnfura kopi dilan k’a sɔrɔ kɔfɛ foyi ma kɛ. O waati kelen na, feerekɛlaw ka jɛkulu bɛ se ka CRM jɛ-ka-baara kɛ min bɛ baara kɛ ni AI ye min bɛ minɛn kɔnɔ walasa ka weleli sɛbɛnw sɛgɛsɛgɛ ani ka fɛɛrɛ nataw fɔ waati yɛrɛ la, o bɛɛ kɛra k’a sɔrɔ a ma kɛnɛma-sɛrɛkili dɔ gosi abada.
ye "Ni an ye AI inference bɔ sankaba la ka taa da la, an tɛ teliya yiriwa dɔrɔn; an bɛ ka se ka kɛ sababu ye ka baarakɛminɛnw kulu kura dɔ sigi senkan, min ye mɔgɔ kelen ta ye, min bɛ jaabi di, ani min musaka ka dɔgɔ. Nin ye fɛnba ye min bɛ se ka kɛ fɛn dilannikɛlaw ni jagokɛlaw bɛɛ bolo."(Alimankan na)ye
Nin sigida-fɔlɔ fɛɛrɛ in bɛ bɛn kosɛbɛ Mewayz ka cɛsiri ma kunnafonidilanw ka yɛrɛmahɔrɔnya ni baarakɛlaw ka danbeko la. Jagokɛlaw bɛ se ka baarakɛcogo hakilitigiw jɔ k’a dɔn k’u ka kunnafonidilanw bɛ to lakana la u yɛrɛ ka minɛnw kan, k’a sɔrɔ u bɛ nafa sɔrɔ hali bi AI modɛli kɔrɔlenw fanga la.
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RunAnywhere daminɛni ye fɛnba ye AI demokarasi la . Ni u ye Apple Silicon kɛ AI inference (AI inference) jɔyɔrɔ fɔlɔ ye, u bɛ fanga di baarakɛlaw ni tɔnba caman ma walasa u ka se ka hakilitigiw jɔ ani k’u bila sen kan. Ni dɛmɛn modɛliw ka gafemarayɔrɔ bɛ ka bonya ani ka ɲɛtaa kɛ ka taa a fɛ, an bɛ se k’a jira ko an bɛna baarakɛminɛn kuraw bɔli ye minnu teliya ka bon, minnu bɛ kɛ mɔgɔ kelen ta ye, ani minnu musaka man ca ka baara kɛ.
Mewayz sigida la , o kɔrɔ ye ko i bɛ baara kɛ ni baarakɛminɛn minnu ye walasa k' i ka jago ɲɛminɛ , olu bɛna hakili sɔrɔ kosɛbɛ ani ka jaabi di . Fɛnɲɛnɛmako minnu bɛ i n’a fɔ RunAnywhere, olu donli an ka OS modulari kɔnɔ k’a ɲɛsin ekipuw ma, u ka se ka baarakɛminɛnw dilan minnu bɛ kɛ ka kɛɲɛ ni u yɛrɛ sago ye tiɲɛ na ani minnu bɛ hakili sɔrɔ, ka sira dabɔ baara nata kama min bɛ ɲɛ ani min bɛ se ka faamuya. AI min tɛ sɔgɔsɔgɔ, min bɛ minɛn kan, o waati sera yan.
