Yala LLM farali hakɛw tɛ ka ɲɛ wa?

Yala LLM farali hakɛw tɛ ka ɲɛ wa ?

Boli min bɛ kɛ walasa ka kanba misaliw (LLM) fanga ni baarakɛcogo ɲuman jɔ, o tɛ ban. Fɛɛrɛ jɔnjɔn dɔ min bɛ nin marifako in na, o ye misali farali ye ɲɔgɔn kan — ka LLM fila walima caman fara ɲɔgɔn kan minnu kalanna ka kɔn o ɲɛ walasa ka misali kura dilan min ka fisa ka a bangebagaw ka seko ɲumanw ciyɛn ta. Laɲinibagaw ye layidu ta ko sira teliya bɛna kɛ ka taa modeli ɲumanw na, k’a sɔrɔ degeliw musakaba tɛna kɛ ka bɔ fɛn fɔlɔ la. O bɛɛ n’a ta, dusukunnata min bɛ ka bonya AI sigida la, o ye ɲɛtaa ye min bɛ ka bonya. Yala LLM farali hakɛw — ɲɛtaa sumanikɛlan min bɛ sɔrɔ farali fɛ — o tɛ ka ɲɛ dɔrɔn, walima an bɛ ka sanfɛla jɔnjɔn dɔ gosi wa?

layidu fɔlɔ ni kɔsegin dɔgɔyali sariya

Kɔrɔbɔli fɔlɔ minnu kɛra modɛli farali la, i n’a fɔ ka baara kɛ ni girinya hakɛ danmadɔ nɔgɔmanw ye walima fɛɛrɛ minnu ka gɛlɛn kosɛbɛ i n’a fɔ Task Arithmetic ani DARE, olu ye nɔ kabakomaw jira. Ɲininikalaw tun bɛ se ka misaliw dilan minnu bɛ baara kɛ ka tɛmɛ u danyɔrɔw kan dantigɛli kɛrɛnkɛrɛnnenw kan, ka kodɔn seko fara ɲɔgɔn kan ka bɔ misali dɔ la ni daɲɛw sɛbɛnni ye min bɔra misali wɛrɛ la. O ye jigiya bila yiriwali siratigɛ kura la, min bɛ teliya. Nka, foro in kɔgɔra cogo min na, tɔnɔ minnu bɛ sɔrɔ sanfɛla la, olu faralen ɲɔgɔn kan, olu kɛra danma ye ka taa a fɛ. Jiriden fɔlɔ minnu bɛ jɛgɛn duguma, olu tigɛra. Ni an ye misali fila fara ɲɔgɔn kan minnu bɛ se kosɛbɛ, minnu bɛ baara kɛ ni fɛn bɛɛ ye, tuma caman na, o bɛ na ni sekow "ɲɛnabɔli" ye sanni ka kɛ fɛn ye min bɛ se ka tiɲɛ, tuma dɔw la, o yɛrɛ bɛ na ni ɲinɛni ye min bɛ kɛ ni balawu ye seko fɔlɔw la. A bɛ iko nafa dɔgɔyali sariya bɛ baara la kosɛbɛ, o b’a jira ko an bɛ ka ɲɛtaa kɛ ɲɛnabɔli yɔrɔ danma kɔnɔ sanni ka seko kura sɔrɔ.

Gɛlɛya koloma : fɛn dilanni ni hakililata sinsinni

Fɛɛrɛbɔ hakɛ gɛlɛya kɔnɔ, bɛnkan ɲininkali bɛ yen — nafaw dɔrɔn tɛ, nka fɛn dilanni ni dɔnniya jɔnjɔnw de kan. LLMw tɛ kunnafonidilan nɔgɔmanw ye; u ye ɲɛnamaya kɛcogo gɛlɛnw ye minnu bɛ kɛ ni misali kalanlenw ni jiracogo ye. Gɛlɛyaba minnu bɛ yen olu ye :

• Paramɛtiriw ka ɲɔgɔndɛmɛ : Ni misaliw faralen don ɲɔgɔn kan , u girinya matiriyaliw bɛ se ka ɲɔgɔn sɔsɔ , o bɛ kɛ sababu ye ka dankarili tiɲɛni kɛ min bɛ baara kɛcogo dɔgɔya baara minnu na modɛli kelen-kelen bɛɛ tun ka fisa ni minnu ye fɔlɔ .
• Jɛɲɔgɔnya bɔnɛ : misali faralen ɲɔgɔn kan, o bɛ se ka bɔli kɛ minnu tɛ bɛn ɲɔgɔn ma walima "cɛmancɛ" minnu tɛ a bangebagaw ka misaliw jɛya latigɛlen ye.
• Kalan danfara : misali minnu kalanna kunnafonidilanw tilatilali danfaralenw kan walima minnu kuntilenna tɛ kelen ye, olu kɔnɔna jiracogo bɛ ɲɔgɔn sɔsɔ minnu bɛ kelenya saniyalen kɛlɛ .

O bɛ tali kɛ a la k’a ɲini ka tɔnw ka laadalakow danfaralen fila fara ɲɔgɔn kan ni org charts faralen ye ɲɔgɔn kan dɔrɔn — ni sigida kelen tɛ, ɲagami bɛ na. Jago siratigɛ la, jɔyɔrɔ min bɛ i n’a fɔ Mewayz, o bɛ ɲɛtaa sɔrɔ ni baarakɛminɛn modulari ye min bɛ baarakɛminɛn suguya caman fara ɲɔgɔn kan ka kɛ baarakɛcogo jɛlen ye, a tɛ kɛ k’u wajibiya ka yɔrɔ kelen ta ni sariyaw tɛ.

Beyond Simple Merging : Paradigme kura ɲinini

Jɛkulu nɔgɔmanw farali hakɛ jɔli bɛ ɲininikɛlaw bila ka taa fɛɛrɛw la minnu ka nɔgɔn kosɛbɛ . A ka c’a la, siniɲɛsigi tɛ brute-force parameter blending na, nka a bɛ sɔrɔ integration hakilitigi, sugandilen na. Fɛɛrɛ minnu bɛ i n’a fɔ Mixture of Experts (MoE), n’o ye ɛntɛrinɛti yɔrɔ suguya caman bɛ baara kɛ baara suguya wɛrɛw kama, olu bɛ ka mɔgɔw sama. O ka ca ni "fusion" ye ka tɛmɛ "merge" kan, ka baara kɛrɛnkɛrɛnnenw lakana sigida kelen kɔnɔ. O cogo kelen na, hakilina minnu bɛ i n’a fɔ model grafting ani progressive stacking, olu laɲini ye ka opereli jɛɲɔgɔnya caman kɛ. Nin jiginni in bɛ jagokɛlaw ka fɛɛrɛbɔ jiginni jira : nafa tɛ baarakɛminɛn caman sɔrɔli la tugun, nka nafa bɛ sɔrɔ ka kɛ ni sigida ye i n’a fɔ Mewayz min bɛ se ka modulu kɛrɛnkɛrɛnnenw labɛn ni hakili ye — a kɛra CRM ye, a kɛra poroze ɲɛnabɔli ye, walima AI cidenw ye — walasa u ka baara kɛ ɲɔgɔn fɛ, k’u fanga mara k’a sɔrɔ u bɛ ɲɔgɔn sɔsɔ.

Laɲini tɛ tugun ka modɛli kelen dilan, min bɛ kɛ fɛn kelen ye, min ka ɲi fɛn bɛɛ la, nka ka sistɛmuw dilan minnu bɛ se ka dɔnniyaw labɛn ni fanga ye. O farali bɛ ka kɛ wale ye min bɛ taa ɲɛ, min bɛ labɛn, a tɛ kɛ siɲɛ kelen ko ye.

o kɔrɔ ye min ye AI yiriwali nata la

tɔnɔw faralen ɲɔgɔn kan nɔgɔya la plateauing bɛ foro kɔgɔli jira . A b’a jira ko seko ni dɔnko jiginni lakikaw bɛ se ka kɛ ko kura jɔnjɔnw de wajibiya hali bi fɛn dilanni na, kalanko kunnafoniw ani kalanko algorisimuw la — a tɛ kɛ kalan kɔfɛ farali hakilitigiw dɔrɔn ye. Jagokɛlaw minnu bɛ AI ta, nin ye hakilina nafamaba ye. A b’a jira ko se sɔrɔli fɛɛrɛ bɛna kɛ sɛgɛsɛgɛli ni orchestration ye, a tɛna kɛ ka da super-model kelen kan, n’a bɛ fɔ ko "merged" super-model. O yɔrɔ de la, hakilina min bɛ jago OS modulari kɔfɛ, o bɛ kɛ fɛn ye min bɛ tali kɛ kosɛbɛ. I n’a fɔ Mewayz b’a to jagokɛlaw bɛ se ka ladamu cogo min na, n’u ye modulu ɲumanw fara ɲɔgɔn kan k’a sɔrɔ u ma sɛgɛsɛgɛli kɛ cogo min na, AI sitɛmuw bɔnsɔn nataw bɛna mago don ka misali kɛrɛnkɛrɛnnenw labɛn ni fanga ye walasa ka gɛlɛya kɛrɛnkɛrɛnnenw ɲɛnabɔ. Ɲɛtaa sumanikɛlan bɛna bɔ "jɛ-ka-baara hakɛ" la ka taa "jɛ-ka-baara kɛcogo ɲuman" la—AI yɔrɔ caman ka jɛ-ka-baara min tɛ gɛlɛya, min bɛ se ka kɛ, ani min bɛ se ka kɛ, sigida sabatilen kɔnɔ.

Ɲininkali minnu bɛ kɛ tuma caman na

Yala LLM farali hakɛw tɛ ka ɲɛ wa ?

Boli min bɛ kɛ walasa ka kanba misaliw (LLM) fanga ni baarakɛcogo ɲuman jɔ, o tɛ ban. Fɛɛrɛ jɔnjɔn dɔ min bɛ nin marifako in na, o ye misali farali ye ɲɔgɔn kan — ka LLM fila walima caman fara ɲɔgɔn kan minnu kalanna ka kɔn o ɲɛ walasa ka misali kura dilan min ka fisa ka a bangebagaw ka seko ɲumanw ciyɛn ta. Laɲinibagaw ye layidu ta ko sira teliya bɛna kɛ ka taa modeli ɲumanw na, k’a sɔrɔ degeliw musakaba tɛna kɛ ka bɔ fɛn fɔlɔ la. O bɛɛ n’a ta, dusukunnata min bɛ ka bonya AI sigida la, o ye ɲɛtaa ye min bɛ ka bonya. Yala LLM farali hakɛw — ɲɛtaa sumanikɛlan min bɛ sɔrɔ farali fɛ — o tɛ ka ɲɛ dɔrɔn, walima an bɛ ka sanfɛla jɔnjɔn dɔ gosi wa?

layidu fɔlɔ ni kɔsegin dɔgɔyali sariya

Kɔrɔbɔli fɔlɔ minnu kɛra modɛli farali la, i n’a fɔ ka baara kɛ ni girinya hakɛ danmadɔ nɔgɔmanw ye walima fɛɛrɛ minnu ka gɛlɛn kosɛbɛ i n’a fɔ Task Arithmetic ani DARE, olu ye nɔ kabakomaw jira. Ɲininikalaw tun bɛ se ka misaliw dilan minnu bɛ baara kɛ ka tɛmɛ u danyɔrɔw kan dantigɛli kɛrɛnkɛrɛnnenw kan, ka kodɔn seko fara ɲɔgɔn kan ka bɔ misali dɔ la ni daɲɛw sɛbɛnni ye min bɔra misali wɛrɛ la. O ye jigiya bila yiriwali siratigɛ kura la, min bɛ teliya. Nka, foro in kɔgɔra cogo min na, tɔnɔ minnu bɛ sɔrɔ sanfɛla la, olu faralen ɲɔgɔn kan, olu kɛra danma ye ka taa a fɛ. Jiriden fɔlɔ minnu bɛ jɛgɛn duguma, olu tigɛra. Ni an ye misali fila fara ɲɔgɔn kan minnu bɛ se kosɛbɛ, minnu bɛ baara kɛ ni fɛn bɛɛ ye, tuma caman na, o bɛ na ni sekow "ɲɛnabɔli" ye sanni ka kɛ fɛn ye min bɛ se ka tiɲɛ, tuma dɔw la, o yɛrɛ bɛ na ni ɲinɛni ye min bɛ kɛ ni balawu ye seko fɔlɔw la. A bɛ iko nafa dɔgɔyali sariya bɛ baara la kosɛbɛ, o b’a jira ko an bɛ ka ɲɛtaa kɛ ɲɛnabɔli yɔrɔ danma kɔnɔ sanni ka seko kura sɔrɔ.

Gɛlɛya koloma : fɛn dilanni ni hakililata sinsinni

Fɛɛrɛbɔ hakɛ gɛlɛya kɔnɔ, bɛnkan ɲininkali bɛ yen — nafaw dɔrɔn tɛ, nka fɛn dilanni ni dɔnniya jɔnjɔnw de kan. LLMw tɛ kunnafonidilan nɔgɔmanw ye; u ye ɲɛnamaya kɛcogo gɛlɛnw ye minnu bɛ kɛ ni misali kalanlenw ni jiracogo ye. Gɛlɛyaba minnu bɛ yen olu ye :

Beyond Simple Merging : Paradigme kura ɲinini

Jɛkulu nɔgɔmanw farali hakɛ jɔli bɛ ɲininikɛlaw bila ka taa fɛɛrɛw la minnu ka nɔgɔn kosɛbɛ . A ka c’a la, siniɲɛsigi tɛ brute-force parameter blending na, nka a bɛ sɔrɔ integration hakilitigi, sugandilen na. Fɛɛrɛ minnu bɛ i n’a fɔ Mixture of Experts (MoE), n’o ye ɛntɛrinɛti yɔrɔ suguya caman bɛ baara kɛ baara suguya wɛrɛw kama, olu bɛ ka mɔgɔw sama. O ka ca ni "fusion" ye ka tɛmɛ "merge" kan, ka baara kɛrɛnkɛrɛnnenw lakana sigida kelen kɔnɔ. O cogo kelen na, hakilina minnu bɛ i n’a fɔ model grafting ani progressive stacking, olu laɲini ye ka opereli jɛɲɔgɔnya caman kɛ. Nin jiginni in bɛ jagokɛlaw ka fɛɛrɛbɔ jiginni jira : nafa tɛ baarakɛminɛn caman sɔrɔli la tugun, nka nafa bɛ sɔrɔ ka kɛ ni sigida ye i n’a fɔ Mewayz min bɛ se ka modulu kɛrɛnkɛrɛnnenw labɛn ni hakili ye — a kɛra CRM ye, a kɛra poroze ɲɛnabɔli ye, walima AI cidenw ye — walasa u ka baara kɛ ɲɔgɔn fɛ, k’u fanga mara k’a sɔrɔ u bɛ ɲɔgɔn sɔsɔ.

o kɔrɔ ye min ye AI yiriwali nata la

tɔnɔw faralen ɲɔgɔn kan nɔgɔya la plateauing bɛ foro kɔgɔli jira . A b’a jira ko seko ni dɔnko jiginni lakikaw bɛ se ka kɛ ko kura jɔnjɔnw de wajibiya hali bi fɛn dilanni na, kalanko kunnafoniw ani kalanko algorisimuw la — a tɛ kɛ kalan kɔfɛ farali hakilitigiw dɔrɔn ye. Jagokɛlaw minnu bɛ AI ta, nin ye hakilina nafamaba ye. A b’a jira ko se sɔrɔli fɛɛrɛ bɛna kɛ sɛgɛsɛgɛli ni orchestration ye, a tɛna kɛ ka da super-model kelen kan, n’a bɛ fɔ ko "merged" super-model. O yɔrɔ de la, hakilina min bɛ jago OS modulari kɔfɛ, o bɛ kɛ fɛn ye min bɛ tali kɛ kosɛbɛ. I n’a fɔ Mewayz b’a to jagokɛlaw bɛ se ka ladamu cogo min na, n’u ye modulu ɲumanw fara ɲɔgɔn kan k’a sɔrɔ u ma sɛgɛsɛgɛli kɛ cogo min na, AI sitɛmuw bɔnsɔn nataw bɛna mago don ka misali kɛrɛnkɛrɛnnenw labɛn ni fanga ye walasa ka gɛlɛya kɛrɛnkɛrɛnnenw ɲɛnabɔ. Ɲɛtaa sumanikɛlan bɛna bɔ "jɛ-ka-baara hakɛ" la ka taa "jɛ-ka-baara kɛcogo ɲuman" la—AI yɔrɔ caman ka jɛ-ka-baara min tɛ gɛlɛya, min bɛ se ka kɛ, ani min bɛ se ka kɛ, sigida sabatilen kɔnɔ.