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+architecture.+Specifically%252C+Jamba+interleaves+blocks+of+Transformer+and+Mamba+layers%252C+enjoying+the+benefits+of+both+model+families.+MoE+is+added+in+some+of+these+layers+to+increase+model+capacity+while+keeping+active+parameter+usage+manageable.+This+flexible+architecture+allows+resource-+and+objective-specific+configurations.+In+the+particular+configuration+we+have+implemented%252C+we+end+up+with+a+powerful+model+that+fits+in+a+single+80GB+GPU.+Built+at+large+scale%252C+Jamba+provides+high+throughput+and+small+memory+footprint+compared+to+vanilla+Transformers%252C+and+at+the+same+time+state-of-the-art+performance+on+standard+language+model+benchmarks+and+long-context+evaluations.+Remarkably%252C+the+model+presents+strong+results+for+up+to+256K+tokens+context+length.+We+study+various+architectural+decisions%252C+such+as+how+to+combine+Transformer+and+Mamba+layers%252C+and+how+to+mix+experts%252C+and+show+that+some+of+them+are+crucial+in+large+scale+modeling.+We+also+describe+several+interesting+properties+of+these+architectures+which+the+training+and+evaluation+of+Jamba+have+revealed%252C+and+plan+to+release+checkpoints+from+various+ablation+runs%252C+to+encourage+further+exploration+of+this+novel+architecture.+We+make+the+weights+of+our+implementation+of+Jamba+publicly+available+under+a+permissive+license.&cdnurl=https%3a%2f%2fth.bing.com%2fth%2fid%2fR.fe7714a97081d8d7b400d36dfc53ad8d%3frik%3d7EJcg6Mj%252bu8j9g%26pid%3dImgRaw%26r%3d0&exph=630&expw=1200&q=Mamba+Large+Language+Model&FORM=IRPRST&ck=DE867A68D8346B599557FB7D0ABB93E0&selectedIndex=5&itb=0)
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