''' Authors: Nishant Kumar. Copyright: Copyright (c) 2020 Microsoft Research Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. ''' import AST.AST as AST from AST.ASTVisitor import ASTVisitor from AST.MtdAST import MtdAST #In the below analysis, each node saves what all unbound variables # are used in its sub-tree. If the set is empty, nothing is saved. # A subsequent pass then finds the variables # wnich can be cleared. class LivenessAnalysis(ASTVisitor): optidictKey = "LivenessAnalysis" #This key will be used to store in optidict of the ASTNode # list of all variables which are unbound in that sub-tree. def visitInt(self, node:AST.Int, args): return [] def visitFloat(self, node:AST.Float, args): return [] def visitId(self, node:AST.ID, args): unboundVars = [node.name] node.optidict[self.optidictKey] = unboundVars return unboundVars def visitDecl(self, node:AST.Decl, args): return [] def visitTranspose(self, node:AST.Transpose, args): unboundVars = self.visit(node.expr, args) node.optidict[self.optidictKey] = unboundVars return unboundVars def visitSlice(self, node:AST.Slice, args): unboundVars = self.visit(node.expr, args) node.optidict[self.optidictKey] = unboundVars return unboundVars def visitReshape(self, node:AST.Reshape, args): unboundVars = self.visit(node.expr, args) node.optidict[self.optidictKey] = unboundVars return unboundVars def visitPool(self, node:AST.Pool, args): unboundVars = self.visit(node.expr, args) node.optidict[self.optidictKey] = unboundVars return unboundVars def visitUOp(self, node:AST.UOp, args): unboundVars = self.visit(node.expr, args) node.optidict[self.optidictKey] = unboundVars return unboundVars def visitBOp(self, node:AST.BOp, args): unboundVars = list(set(self.visit(node.expr1, args) + self.visit(node.expr2, args))) node.optidict[self.optidictKey] = unboundVars return unboundVars def visitFunc(self, node:AST.Func, args): unboundVars = self.visit(node.expr, args) node.optidict[self.optidictKey] = unboundVars return unboundVars def visitLet(self, node:AST.Let, args): declVars = self.visit(node.decl, args) exprVars = self.visit(node.expr, args) unboundVars = list((set(declVars)|set(exprVars))-set([node.name.name])) if isinstance(node.decl, AST.ID): #This is of the type let J1 = J2 in J1. # Since J1 and J2 refer to the same variable, J2 should remain bounded. unboundVars = list(set(unboundVars) - set([node.decl.name])) node.optidict[self.optidictKey] = unboundVars return unboundVars def visitUninterpFuncCall(self, node:AST.UninterpFuncCall, args): unboundVarsSet = set([]) for elem in node.argsList: unboundVarsSet |= set(self.visit(elem, args)) unboundVars = list(unboundVarsSet) node.optidict[self.optidictKey] = unboundVars return unboundVars def visitArgMax(self, node:AST.ArgMax, args): unboundVars = list(set(self.visit(node.expr, args) + self.visit(node.dim, args))) node.optidict[self.optidictKey] = unboundVars return unboundVars def visitReduce(self, node:AST.Reduce, args): unboundVars = list(set(self.visit(node.expr, args) + self.visit(node.dim, args) + self.visit(node.keepdims, args))) node.optidict[self.optidictKey] = unboundVars return unboundVars def visitInput(self, node:AST.Input, args): return [] def visitFusedBatchNorm(self, node:AST.FusedBatchNorm, args): unboundVars = list(set(self.visit(node.expr, args) + self.visit(node.multExpr, args) + self.visit(node.addExpr, args))) node.optidict[self.optidictKey] = unboundVars return unboundVars class LivenessOpti(ASTVisitor): def visitLet(self, node:AST.Let, args): assert(isinstance(args, list)) assert(isinstance(args[0], MtdAST)) assert(isinstance(args[1], int)) assert(isinstance(args[2], dict)) #dict {variable name string -> isSecretVariable bool} curUnboundVars = [] exprUnboundVars = [] if LivenessAnalysis.optidictKey in node.optidict: curUnboundVars = node.optidict[LivenessAnalysis.optidictKey] if LivenessAnalysis.optidictKey in node.expr.optidict: exprUnboundVars = node.expr.optidict[LivenessAnalysis.optidictKey] varsToDeAllocate = list(set(curUnboundVars)-set(exprUnboundVars)) origNodeExpr = node.expr astSubTree = node.expr mtdForNewASTNodes = {AST.ASTNode.mtdKeyTFOpName : "No-op: ClearMem", AST.ASTNode.mtdKeyTFNodeName : ""} for ii, curVarName in enumerate(varsToDeAllocate): assert(curVarName in args[2]) newSubTree = AST.Let(AST.ID("cv"+str(args[1]+ii)), AST.Func(AST.Operators.ClearMemSecret if args[2][curVarName] else AST.Operators.ClearMemPublic, AST.ID(curVarName)), AST.ID("")) args[0].visit(newSubTree, mtdForNewASTNodes) newSubTree.expr = astSubTree node.expr = newSubTree astSubTree = node.expr self.visit(node.name, [args[0], args[1]+len(varsToDeAllocate), args[2]]) self.visit(node.decl, [args[0], args[1]+len(varsToDeAllocate), args[2]]) isCurrentLetDeclarationSecret = True if hasattr(node.decl, 'isSecret'): isCurrentLetDeclarationSecret = node.decl.isSecret assert(type(isCurrentLetDeclarationSecret)==bool) self.visit(origNodeExpr, [args[0], args[1]+len(varsToDeAllocate), {**args[2], **{node.name.name: isCurrentLetDeclarationSecret}}])