"""Retain bounded compiled attention executables across global JAX cache clears.""" from collections import OrderedDict import jax class PersistentCompiled: def __init__(self,function,max_executables=2): self.function=jax.jit(function);self.executables=OrderedDict();self.max_executables=max_executables;self.compilations=0 def __call__(self,*args): leaves,tree=jax.tree_util.tree_flatten(args) signatures=[] for value in leaves: abstract=jax.core.get_aval(value) signatures.append((abstract.shape,str(abstract.dtype),bool(abstract.weak_type))) key=(tree,tuple(signatures)) if key not in self.executables: self.executables[key]=self.function.lower(*args).compile();self.compilations+=1 while len(self.executables)>self.max_executables:self.executables.popitem(last=False) self.executables.move_to_end(key) return self.executables[key](*args)