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-rw-r--r--source/slang/slang-ir-diff-jvp.cpp104
1 files changed, 103 insertions, 1 deletions
diff --git a/source/slang/slang-ir-diff-jvp.cpp b/source/slang/slang-ir-diff-jvp.cpp
index 00210daaa..5b77d483d 100644
--- a/source/slang/slang-ir-diff-jvp.cpp
+++ b/source/slang/slang-ir-diff-jvp.cpp
@@ -38,6 +38,16 @@ struct JVPTranscriber
return instMapD[instP];
}
+ IRInst* getDifferentialInst(IRInst* instP, IRInst* defaultInst)
+ {
+ return (hasDifferentialInst(instP)) ? instMapD[instP] : defaultInst;
+ }
+
+ bool hasDifferentialInst(IRInst* instP)
+ {
+ return instMapD.ContainsKey(instP);
+ }
+
IRFuncType* differentiateFunctionType(IRBuilder* builder, IRFuncType* funcType)
{
List<IRType*> parameterTypesD;
@@ -74,7 +84,8 @@ struct JVPTranscriber
case kIROp_FloatType:
case kIROp_DoubleType:
return builder->getType(typeP->getOp());
-
+ case kIROp_VectorType:
+ return as<IRVectorType>(typeP);
default:
return nullptr;
}
@@ -252,6 +263,94 @@ struct JVPTranscriber
return nullptr;
}
+ // Differentiating a call instruction here is primarily about generating
+ // an appropriate call list based on whichever parameters have differentials
+ // in the current transcription context.
+ // Note(sai): Currently we don't look at modifiers (in, out, const etc..) in the function
+ // type, and so only support 'plain' parameters. We need to validte this somewhere to
+ // avoid weird behaviour
+ //
+ IRInst* differentiateCall(IRBuilder* builder, IRCall* callP)
+ {
+ if (auto calleeP = as<IRFunc>(callP->getCallee()))
+ {
+
+ // Build the differential callee
+ IRInst* calleeD = builder->emitJVPDifferentiateInst(
+ differentiateFunctionType(builder, as<IRFuncType>(calleeP->getFullType())),
+ calleeP);
+
+ List<IRInst*> args;
+ // Go over the parameter list and all primal arguments.
+ for (UIndex ii = 0; ii < callP->getArgCount(); ii++)
+ {
+ args.add(callP->getArg(ii));
+ }
+
+ {
+ IRParam* param = calleeP->getFirstParam();
+ // Go over the parameter list again and arguments for types that need differentials.
+ for (UIndex ii = 0; ii < callP->getArgCount(); ii++)
+ {
+ // Look the parameter up in the callee's signature. If it requires a derivative, proceed.
+ // Otherwise, continue.
+ //
+ if (differentiateType(builder, param->getDataType()))
+ {
+ // If the corresponding argument does not have a differential, create and place a
+ // 0 argument.
+ //
+ auto argP = callP->getArg(ii);
+ if (auto argD = getDifferentialInst(argP, nullptr))
+ args.add(argD);
+ else
+ args.add(getZeroOfType(builder, argP->getDataType()));
+ }
+
+ param = param->getNextParam();
+ }
+ }
+
+ return builder->emitCallInst(differentiateType(builder, callP->getFullType()),
+ calleeD,
+ args);
+ }
+ else
+ {
+ // Note that this can only happen if the callee is a result
+ // of a higher-order operation. For now, we assume that we cannot
+ // differentiate such calls safely.
+ // TODO(sai): Should probably get checked in the front-end.
+ //
+ getSink()->diagnose(callP->sourceLoc,
+ Diagnostics::internalCompilerError,
+ "attempting to differentiate unresolved callee");
+ }
+ return nullptr;
+ }
+
+ // In differential computation, the 'default' differential value is always zero.
+ // This is a consequence of differential computing being inherently linear. As a
+ // result, it's useful to have a method to generate zero literals of any (arithmetic) type.
+ //
+ IRInst* getZeroOfType(IRBuilder* builder, IRType* type)
+ {
+ switch (type->getOp())
+ {
+ case kIROp_FloatType:
+ case kIROp_HalfType:
+ case kIROp_DoubleType:
+ return builder->getFloatValue(type, 0.0);
+ case kIROp_IntType:
+ return builder->getIntValue(type, 0);
+ default:
+ getSink()->diagnose(type->sourceLoc,
+ Diagnostics::internalCompilerError,
+ "could not generate zero value for given type");
+ return nullptr;
+ }
+ }
+
// Logic for whether a primal instruction needs to be replicated
// in the differential function. For puerly functional blocks with
// no side-effects, it's safe to replicate everything except the
@@ -307,6 +406,9 @@ struct JVPTranscriber
case kIROp_Construct:
return differentiateConstruct(builder, instP);
+
+ case kIROp_Call:
+ return differentiateCall(builder, as<IRCall>(instP));
default:
getSink()->diagnose(instP->sourceLoc,