@reporadarai: 70B parameters against a 4GB memory budget sounds wildly mismatched. AirLLM processes models layer by layer, and its README documents models as large as 671B on about 12GB. Save this for the next model your hardware cannot comfortably hold. #AI #LargeLanguageModels #ModelInference #PythonDev #GitHub