Qeexid
Tababarku wuxuu baraa moodel; inference-ku wuu isticmaalaa. Marka ChatGPT ka jawaabo su'aashaada ama kala-soocaha ay calaamadeeyo email, taasi waa inference.
Inference-ka production-ka wuxuu ka welwelaa waqtiga sugitaanka, qiimaha, korodhka, iyo la-kalsoonaanta — inta badan gooni ka ah notebook-ka cilmi-baarista ee moodelku ku dhisay.
Si fudud
Tababarku waa daraasadda imtixaanka. Inference-ku waa qaadashada imtixaanka — adeegsiga waxa aad baratay su'aalaha cusub.
Halka aad ka aragto
- Wicitaannada API ee OpenAI waa inference.
- Talooyinka keyboard-ka aaladda ayaa si gudaha ah u socodsiiya inference.
- ASR-ga Soomaaliga oo si toos ah u qoraya codka.
Sida ay u shaqeyso
1.Rar checkpoint-ka
Adeeg miisaanka la tababaray runtime (PyTorch, ONNX, vLLM).
2.Aqbal wax-soo-galka
Batch-garee codsiyada si waxtar ugu yeesho.
3.Forward pass kaliya
Backpropagation ma jirto — way ka dhaqso badan tahay tababarka.
4.Soo celi wax-soo-saarka
Qoraal, calaamado, embedding, ama cod — sida moodelku yahay.
Maxay muhiim u tahay
- Isticmaaleyaasha badankoodu waxay AI kula falgalaan wakhtiga inference-ka — dhaqsaha iyo qiimaha halkan ayaa go'aamiya tayada badeecada.
Inta badan la khaldo
Moodellada waaweyn had iyo jeer si dhaqso ah ayay wax u qabtaan (infer).
Moodellada waaweyni caadi ahaan way ka gaabis badan yihiin; distillation iyo quantization waxay xajmiga ku beddelaan dhaqso.