Qwen3.5 Gafe min bɛ fɛnw labɛn ka ɲɛ

daminɛ : AI Fine-Tuning nɔgɔyali ni Unsloth ye

kanba misali dafalenw (LLM) diɲɛ bɛ ka taa ɲɛ ni teliya ye min bɛ mɔgɔ ninakili bɔ , wa Qwen3.5 jɔlen bɛ nin jiginni teliya in seereya la . A bɛ baara kɛcogo danfaralen di hakilinata, kodɔn, ani kan caman baarakɛcogo bɛɛ la, a bɛ jusigilan barikama jira jagokɛlaw bolo minnu b’a fɛ ka AI nafa. Nka, o misali camanba sugu labɛnni ka ɲɛ walasa a ka bɛn jago mago kɛrɛnkɛrɛnnenw ma — i n’a fɔ fɛntigi kan kɛrɛnkɛrɛnnen, mɔgɔ ta ka kunnafoniw, walima baarakɛcogo kɛrɛnkɛrɛnnenw — kabini tuma jan, o kɛra baara gɛlɛn ye, wa a bɛ nafolo caman ta. O yɔrɔ de la Unsloth bɛ don ja in na, ka sigida labɛncogo nɔgɔman di, min bɛ teliya kosɛbɛ, min bɛ sɛgɛsɛgɛli kɛcogo nɔgɔya kosɛbɛ ani k’a teliya. Ka ɲɛsin plateformew ma i n’a fɔ Mewayz, n’o jɔlen bɛ modulari baarakɛcogo ɲuman sariyakolo kan, Qwen3.5 modɛli min labɛnna ka ɲɛ, o bɛ se ka otomatiki, kunnafonidilanw sɛgɛsɛgɛli, ani kiliyanw ka jɛɲɔgɔnya moduluw supercharge, ka jagokɛcogo hakilitigi lakika dɔ da.

Mun na Qwen3.5 bɛ fin?

K’a sɔrɔ modɛli minnu kalanna ka kɔn i n’a fɔ Qwen3.5, olu bɛ se kosɛbɛ ka bɔ kɛnɛ kan, u ye jeneraliw ye. Dɔnniya kɛrɛnkɛrɛnnen ni sigida faamuyali t’u la min bɛ jagokɛla dɔ dɛmɛ a ka se ka ɲɔgɔn sɔrɔ. Fɛnɲɛnɛma-ko ye fɛɛrɛ ye min bɛ modeli dege ka taa a fɛ kunnafonidilan kɛrɛnkɛrɛnnen dɔ kan, k’a to a bɛ se ka yɔrɔ kɛrɛnkɛrɛnnen dɔ dɔn. O bɛ se ka kɛ k’a dege i ka sosiyete kɔnɔna sɛbɛnw kan, dɛmɛn tikiti tarikuw kan, walima fɛn dilannenw ka gafew kan. O kɔlɔlɔ ye AI ye min tɛ sɛbɛnni jɛnɛya dɔrɔn Bɔ; a bɛ kɛ i ka jago dɔnbaga ye. Modular platform i n’a fɔ Mewayz, Qwen3.5 modɛli min labɛnna ka ɲɛ, o bɛ se ka don ɲɔgɔn na walasa ka fanga di chatbots tiɲɛnenw ma kosɛbɛ kiliyanw dɛmɛni kama, ka kunnafoni tigitigiw dilan ka bɔ kɔnɔna kunnafoniw na, walima hali ka dɛmɛ don baarakɛcogo otomatiki gɛlɛnw na n’i y’i ka baarakɛyɔrɔ ka kumasen kɛrɛnkɛrɛnnenw n’a taabolo faamuya.

Ka daminɛ ni unsloth ye : A sanfɛla lajɛlen

Unsloth dabɔra walasa ka laadala buteliw bɔ fɛnw na minnu bɛ kɛ ka fɛnw labɛn ka ɲɛ : jatebɔ musaka caman, kalan waati sumaya, ani hakilijagabɔ wajibiyalenbaw. A b’o Sɔrɔ kernels optimisés fɛ, hakilijagabɔ-fɛɛrɛw fɛ, ani jɛ-ka-baara ni frameworks (dakunw) minnu bɛ Fɔ kosɛbɛ i n’a fɔ Hugging Face’s Transformers ani TRL. A ka c’a la, daminɛ bɛ kɛ ni fɛɛrɛ jɔnjɔn damadɔw ye:

• Lamini sigicogo : Unsloth pake n' a dabɔlenw sigi sen kan , o ye tilennen ye ni pip ye .
• Modèle Loading : Baara kɛ ni Unsloth ka baarakɛcogo nɔgɔmanw ye walasa ka basigi Qwen3.5 modeli doni, ka optimisations kɛ a yɛrɛma.
• Dɔnniyasɛbɛn labɛnni : Aw ye aw ka kunnafonidilanw labɛn ka kɛ sigicogo ye min bɛ bɛn ɲɔgɔn ma, tuma caman na, aw bɛ baara kɛ ni cikanw tugucogo misaliw ye.
• Kalanko labɛncogo : Aw bɛ paramɛtiriw sigi i n' a fɔ kalan hakɛ , kulu hakɛ , ani waati hakɛ . Unsloth ka defaults ka teli ka kɛ daminɛba ye.
• Run Fine-Tuning : Kalanbolodacogo daminɛ ani k' a lajɛ Unsloth bɛ kunnafoniw baara teliya la kosɛbɛ ka tɛmɛ fɛɛrɛ jɔnjɔnw kan .

O wale ɲuman in kɔrɔ ye ko jagokɛlaw bɛ se ka segin-ka-bɔnye kɛ joona, ka kunnafonidilanw ni paramɛtiriw danfaralenw kɔrɔbɔ walasa ka misali ɲuman dilan u magow kama k’a sɔrɔ u ma tile makɔnɔ jaabiw la.

I ka modɛli finmanw donli Mewayz kɔnɔ

Qwen3.5 modɛli ladamulen nafa lakika bɛ sɔrɔ ni a donna i ka baarakɛcogo la cogo la min tɛ fɛn tiɲɛ. Mewayz, iko modular business OS, dabɔra nin ko tigitigi in kama. Ni i ka modɛli labɛnna ka ɲɛ ani k’a mara, a bɛ se ka bila sen kan i n’a fɔ API labanyɔrɔ. O kɔfɛ, Mewayz moduluw bɛ se ka labɛn walasa ka nin API in wele, ka AI hakililata pikiri kɛ i ka jago yɔrɔ caman na. Miiri k’a filɛ, i ka feerelikɛla ka modulu bɛ baara kɛ ni modɛli ye walasa ka i yɛrɛ ka laseli batakiw dilan, walima i ka poroze ɲɛnabɔli modulu bɛ baara kɛ n’a ye walasa ka lajɛ sɛbɛnw lajɛ ani ka wale nataw sugandi ka da poroze tariku kunnafoniw kan. Mewayz ka modularite b’a to i bɛ se ka nin AI seko barikama in don yɔrɔ kɛrɛnkɛrɛnnenw na, a bɛna nɔba bila yɔrɔ minnu na, ka ɲɛnamaya kɛcogo jɛlen ni hakilitigi dɔ da sanni ka baarakɛminɛnw dalajɛ minnu tigɛlen don.

Fine-tuning tɛ dɔrɔn ka modɛli kɛ hakilitigi ye ; o ye k' a kɛ i ta ye . O ye i ka tɔn ka dɔnniya ni taabolo kɛrɛnkɛrɛnnenw donli ye AI kɔnɔ k’a ɲɛsin a ma, k’a sɛmɛntiya ka bɔ baarakɛminɛn ye min bɛ kɛ fɛn bɛɛ ye, ka kɛ nafolo kɛrɛnkɛrɛnnen ye min bɛ baara kɛ ni sigida ni kuntilenna kelenw ye i ka kulu fɛ.

Fɛɛrɛ ɲumanw ka ɲɛsin fɛnɲɛnɛmako ɲuman ma

Walisa i ka Qwen3.5 sɛgɛsɛgɛli porozɛ ka ɲɛtaa sabati, ka tugu wale ɲuman damadɔw kɔ, o nafa ka bon kosɛbɛ. A fɔlɔ, jogoɲumanya kunnafonidilanw de ka bon kosɛbɛ. Misali ɲumanw ka kunnafonidilan fitinin min labɛnna ka ɲɛ, o bɛna nɔ ɲumanw di ka tɛmɛ kunnafoniba kan, min bɛ ɲagami. Aw ye aw jija aw ka kalan misaliw jɛlen don, u bɛ tiɲɛ, ani u bɛ baara minnu jira, modeli bɛna minnu kɛ. Filanan, a daminɛ ni kalan hakɛ dɔgɔman ye. Sloth tɛ teliya, nka kalan hakɛ nɔgɔman bɛ dɛmɛ ka " ɲinɛni balawu" bali, yɔrɔ min na modeli bɛ bɔnɛ a ka dɔnniya bɛɛ lajɛlen nafama na. A laban na, aw ka jaabiw tiɲɛ. Baara kɛ ni dantigɛli kunnafonidilan danfaralen ye walasa ka modɛli ka baarakɛcogo lajɛ kunnafonidilan yebali kan, k’a lajɛ ko a ye misali ɲininenw dege tiɲɛ na, wa a ma kalansenw to a hakili la dɔrɔn. Nin fɛɛrɛ segin-ka-bɔnye in min bɛ kɛ ka sɛgɛsɛgɛli ni tiɲɛni kɛ, o bɛ bɛn kosɛbɛ Mewayz ka hakilitigiya teliyalen, modulari ma, yɔrɔ min na yɔrɔw bɛ ɲɛtaa sɔrɔ tuma bɛɛ.

Ɲininkali minnu bɛ kɛ tuma caman na

daminɛ : AI Fine-Tuning nɔgɔyali ni Unsloth ye

kanba misali dafalenw (LLM) diɲɛ bɛ ka taa ɲɛ ni teliya ye min bɛ mɔgɔ ninakili bɔ , wa Qwen3.5 jɔlen bɛ nin jiginni teliya in seereya la . A bɛ baara kɛcogo danfaralen di hakilinata, kodɔn, ani kan caman baarakɛcogo bɛɛ la, a bɛ jusigilan barikama jira jagokɛlaw bolo minnu b’a fɛ ka AI nafa. Nka, o misali camanba sugu labɛnni ka ɲɛ walasa a ka bɛn jago mago kɛrɛnkɛrɛnnenw ma — i n’a fɔ fɛntigi kan kɛrɛnkɛrɛnnen, mɔgɔ ta ka kunnafoniw, walima baarakɛcogo kɛrɛnkɛrɛnnenw — kabini tuma jan, o kɛra baara gɛlɛn ye, wa a bɛ nafolo caman ta. O yɔrɔ de la Unsloth bɛ don ja in na, ka sigida labɛncogo nɔgɔman di, min bɛ teliya kosɛbɛ, min bɛ sɛgɛsɛgɛli kɛcogo nɔgɔya kosɛbɛ ani k’a teliya. Ka ɲɛsin plateformew ma i n’a fɔ Mewayz, n’o jɔlen bɛ modulari baarakɛcogo ɲuman sariyakolo kan, Qwen3.5 modɛli min labɛnna ka ɲɛ, o bɛ se ka otomatiki, kunnafonidilanw sɛgɛsɛgɛli, ani kiliyanw ka jɛɲɔgɔnya moduluw supercharge, ka jagokɛcogo hakilitigi lakika dɔ da.

Mun na Qwen3.5 bɛ fin?

K’a sɔrɔ modɛli minnu kalanna ka kɔn i n’a fɔ Qwen3.5, olu bɛ se kosɛbɛ ka bɔ kɛnɛ kan, u ye jeneraliw ye. Dɔnniya kɛrɛnkɛrɛnnen ni sigida faamuyali t’u la min bɛ jagokɛla dɔ dɛmɛ a ka se ka ɲɔgɔn sɔrɔ. Fɛnɲɛnɛma-ko ye fɛɛrɛ ye min bɛ modeli dege ka taa a fɛ kunnafonidilan kɛrɛnkɛrɛnnen dɔ kan, k’a to a bɛ se ka yɔrɔ kɛrɛnkɛrɛnnen dɔ dɔn. O bɛ se ka kɛ k’a dege i ka sosiyete kɔnɔna sɛbɛnw kan, dɛmɛn tikiti tarikuw kan, walima fɛn dilannenw ka gafew kan. O kɔlɔlɔ ye AI ye min tɛ sɛbɛnni jɛnɛya dɔrɔn Bɔ; a bɛ kɛ i ka jago dɔnbaga ye. Modular platform i n’a fɔ Mewayz, Qwen3.5 modɛli min labɛnna ka ɲɛ, o bɛ se ka don ɲɔgɔn na walasa ka fanga di chatbots tiɲɛnenw ma kosɛbɛ kiliyanw dɛmɛni kama, ka kunnafoni tigitigiw dilan ka bɔ kɔnɔna kunnafoniw na, walima hali ka dɛmɛ don baarakɛcogo otomatiki gɛlɛnw na n’i y’i ka baarakɛyɔrɔ ka kumasen kɛrɛnkɛrɛnnenw n’a taabolo faamuya.

Ka daminɛ ni unsloth ye : A sanfɛla lajɛlen

Unsloth dabɔra walasa ka laadala buteliw bɔ fɛnw na minnu bɛ kɛ ka fɛnw labɛn ka ɲɛ : jatebɔ musaka caman, kalan waati sumaya, ani hakilijagabɔ wajibiyalenbaw. A b’o Sɔrɔ kernels optimisés fɛ, hakilijagabɔ-fɛɛrɛw fɛ, ani jɛ-ka-baara ni frameworks (dakunw) minnu bɛ Fɔ kosɛbɛ i n’a fɔ Hugging Face’s Transformers ani TRL. A ka c’a la, daminɛ bɛ kɛ ni fɛɛrɛ jɔnjɔn damadɔw ye:

I ka modɛli finmanw donli Mewayz kɔnɔ

Qwen3.5 modɛli ladamulen nafa lakika bɛ sɔrɔ ni a donna i ka baarakɛcogo la cogo la min tɛ fɛn tiɲɛ. Mewayz, iko modular business OS, dabɔra nin ko tigitigi in kama. Ni i ka modɛli labɛnna ka ɲɛ ani k’a mara, a bɛ se ka bila sen kan i n’a fɔ API labanyɔrɔ. O kɔfɛ, Mewayz moduluw bɛ se ka labɛn walasa ka nin API in wele, ka AI hakililata pikiri kɛ i ka jago yɔrɔ caman na. Miiri k’a filɛ, i ka feerelikɛla ka modulu bɛ baara kɛ ni modɛli ye walasa ka i yɛrɛ ka laseli batakiw dilan, walima i ka poroze ɲɛnabɔli modulu bɛ baara kɛ n’a ye walasa ka lajɛ sɛbɛnw lajɛ ani ka wale nataw sugandi ka da poroze tariku kunnafoniw kan. Mewayz ka modularite b’a to i bɛ se ka nin AI seko barikama in don yɔrɔ kɛrɛnkɛrɛnnenw na, a bɛna nɔba bila yɔrɔ minnu na, ka ɲɛnamaya kɛcogo jɛlen ni hakilitigi dɔ da sanni ka baarakɛminɛnw dalajɛ minnu tigɛlen don.

Fɛɛrɛ ɲumanw ka ɲɛsin fɛnɲɛnɛmako ɲuman ma

Walisa i ka Qwen3.5 sɛgɛsɛgɛli porozɛ ka ɲɛtaa sabati, ka tugu wale ɲuman damadɔw kɔ, o nafa ka bon kosɛbɛ. A fɔlɔ, kunnafonidilan ɲumanw de ye ko bɛɛ la belebele ye. Misali ɲumanw ka kunnafonidilan fitinin min labɛnna ka ɲɛ, o bɛna nɔ ɲumanw di ka tɛmɛ kunnafoniba kan, min bɛ ɲagami. Aw ye aw jija aw ka kalan misaliw jɛlen don, u bɛ tiɲɛ, ani u bɛ baara minnu jira, modeli bɛna minnu kɛ. Filanan, a daminɛ ni kalan hakɛ dɔgɔyali ye. Sloth tɛ teliya, nka kalan hakɛ nɔgɔman bɛ dɛmɛ ka " ɲinɛni balawu" bali, yɔrɔ min na modeli bɛ bɔnɛ a ka dɔnniya bɛɛ lajɛlen nafama na. A laban na, i ka jaabiw sinsin. Baara kɛ ni dantigɛli kunnafonidilan danfaralen ye walasa ka modɛli ka baarakɛcogo lajɛ kunnafonidilan yebali kan, k’a lajɛ ko a ye misali ɲininenw dege tiɲɛ na, wa a ma kalansenw to a hakili la dɔrɔn. Nin fɛɛrɛ segin-ka-bɔnye in min bɛ kɛ ka sɛgɛsɛgɛli ni tiɲɛni kɛ, o bɛ bɛn kosɛbɛ Mewayz ka hakilitigiya teliyalen, modulari ma, yɔrɔ min na yɔrɔw bɛ ɲɛtaa sɔrɔ tuma bɛɛ.