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authorSai Praveen Bangaru <31557731+saipraveenb25@users.noreply.github.com>2023-06-07 00:16:19 -0400
committerGitHub <noreply@github.com>2023-06-07 00:16:19 -0400
commit7561ffb3e7d4d55f1a4cf786319e7a07f204a9e3 (patch)
tree579bb546e882558c556495293e85ced59d8f002f
parent52f27e4c35a42f5b6796a8f1ef5c51937f175d82 (diff)
AD: Fix out-of-scope indexing rules for insts in loop header blocks during the primal-inst availability pass (#2918)
* add test case * Fix out-of-scope indexing rules for loop header blocks --------- Co-authored-by: Yong He <yhe@nvidia.com> Co-authored-by: Yong He <yonghe@outlook.com>
-rw-r--r--source/slang/slang-ir-autodiff-primal-hoist.cpp28
-rw-r--r--source/slang/slang-ir-autodiff-primal-hoist.h6
-rw-r--r--tests/autodiff/high-order-backward-diff-4.slang64
-rw-r--r--tests/autodiff/high-order-backward-diff-4.slang.expected.txt5
4 files changed, 96 insertions, 7 deletions
diff --git a/source/slang/slang-ir-autodiff-primal-hoist.cpp b/source/slang/slang-ir-autodiff-primal-hoist.cpp
index 0016f25e3..6947fd7c5 100644
--- a/source/slang/slang-ir-autodiff-primal-hoist.cpp
+++ b/source/slang/slang-ir-autodiff-primal-hoist.cpp
@@ -961,6 +961,7 @@ IRInst* emitIndexedStoreAddressForVar(
IRInst* emitIndexedLoadAddressForVar(
IRBuilder* builder,
IRVar* localVar,
+ IRBlock* defBlock,
const List<IndexTrackingInfo>& defBlockIndices,
const List<IndexTrackingInfo>& useBlockIndices)
{
@@ -986,12 +987,15 @@ IRInst* emitIndexedLoadAddressForVar(
{
// If the use-block is outside this region, use the
// last available value (by indexing with primal counter minus 1)
+ // An exception is if the stored inst is in a loop header block where
+ // we use counter directly (since that block runs N+1 times)
//
auto primalCounterCurrValue = index.primalCountParam;
- auto primalCounterLastValue = builder->emitSub(
- primalCounterCurrValue->getDataType(),
- primalCounterCurrValue,
- builder->getIntValue(builder->getIntType(), 1));
+ auto primalCounterLastValue = (index.loopHeaderBlock == defBlock) ? primalCounterCurrValue :
+ builder->emitSub(
+ primalCounterCurrValue->getDataType(),
+ primalCounterCurrValue,
+ builder->getIntValue(builder->getIntType(), 1));
loadAddr = builder->emitElementAddress(
builder->getPtrType(currType),
@@ -1021,10 +1025,11 @@ IRVar* storeIndexedValue(
IRInst* loadIndexedValue(
IRBuilder* builder,
IRVar* localVar,
+ IRBlock* defBlock,
const List<IndexTrackingInfo>& defBlockIndices,
const List<IndexTrackingInfo>& useBlockIndices)
{
- IRInst* addr = emitIndexedLoadAddressForVar(builder, localVar, defBlockIndices, useBlockIndices);
+ IRInst* addr = emitIndexedLoadAddressForVar(builder, localVar, defBlock, defBlockIndices, useBlockIndices);
return builder->emitLoad(addr);
}
@@ -1292,7 +1297,12 @@ RefPtr<HoistedPrimalsInfo> ensurePrimalAvailability(
List<IndexTrackingInfo>& useBlockIndices = indexedBlockInfo[getBlock(use->getUser())];
- IRInst* loadAddr = emitIndexedLoadAddressForVar(&builder, localVar, defBlockIndices, useBlockIndices);
+ IRInst* loadAddr = emitIndexedLoadAddressForVar(
+ &builder,
+ localVar,
+ defBlock,
+ defBlockIndices,
+ useBlockIndices);
builder.replaceOperand(use, loadAddr);
}
@@ -1323,7 +1333,9 @@ RefPtr<HoistedPrimalsInfo> ensurePrimalAvailability(
{
List<IndexTrackingInfo> useBlockIndices = indexedBlockInfo[getBlock(use->getUser())];
setInsertBeforeOrdinaryInst(&builder, getInstInBlock(use->getUser()));
- builder.replaceOperand(use, loadIndexedValue(&builder, localVar, defBlockIndices, useBlockIndices));
+ builder.replaceOperand(
+ use,
+ loadIndexedValue(&builder, localVar, defBlock, defBlockIndices, useBlockIndices));
}
if (!isRecomputeInst)
@@ -1512,6 +1524,8 @@ void buildIndexedBlocks(
IndexTrackingInfo indexInfo = {};
lowerIndexedRegion(primalLoop, loop, indexInfo.primalCountParam, indexInfo.diffCountParam);
+ indexInfo.loopHeaderBlock = getLoopConditionBlock(primalLoop);
+
SLANG_RELEASE_ASSERT(indexInfo.primalCountParam);
SLANG_RELEASE_ASSERT(indexInfo.diffCountParam);
diff --git a/source/slang/slang-ir-autodiff-primal-hoist.h b/source/slang/slang-ir-autodiff-primal-hoist.h
index c9377d56b..59c70e862 100644
--- a/source/slang/slang-ir-autodiff-primal-hoist.h
+++ b/source/slang/slang-ir-autodiff-primal-hoist.h
@@ -211,6 +211,12 @@ namespace Slang
IRInst* primalCountParam = nullptr;
IRInst* diffCountParam = nullptr;
+ // Reference to the header block. Note that the header block
+ // typically contains the loop condition and is executed N+1
+ // times if the loop body is executed N times.
+ //
+ IRBlock* loopHeaderBlock = nullptr;
+
enum CountStatus
{
Unresolved,
diff --git a/tests/autodiff/high-order-backward-diff-4.slang b/tests/autodiff/high-order-backward-diff-4.slang
new file mode 100644
index 000000000..9ee9aa4c4
--- /dev/null
+++ b/tests/autodiff/high-order-backward-diff-4.slang
@@ -0,0 +1,64 @@
+//TEST(compute):COMPARE_COMPUTE_EX:-cpu -compute -output-using-type -shaderobj
+//TEST(compute):COMPARE_COMPUTE_EX:-slang -compute -shaderobj -output-using-type
+//TEST(compute, vulkan):COMPARE_COMPUTE_EX:-vk -compute -shaderobj -output-using-type
+
+//TEST_INPUT:ubuffer(data=[0 0 0 0], stride=4):out,name=outputBuffer
+RWStructuredBuffer<float> outputBuffer;
+
+struct A : IDifferentiable
+{
+ float x;
+ int nx;
+}
+
+[BackwardDifferentiable]
+float f(A x)
+{
+ A rs;
+ rs.x = 1.0;
+ for (int i = 0; i < 2; i++)
+ rs.x = rs.x * x.x;
+ return rs.x;
+}
+
+[BackwardDifferentiable]
+float outerF(A x)
+{
+ A nx;
+ nx.x = 1.0;
+ int i = 0;
+ [MaxIters(3)]
+ do
+ {
+ nx.x = nx.x * x.x;
+ i++;
+ }
+ while (i < 2);
+ nx.nx = 2;//x.nx;
+ return f(nx);
+}
+
+[BackwardDifferentiable]
+float df(A x)
+{
+ A.Differential ad;
+ ad.x = 0.0;
+ var p = diffPair(x, ad);
+ __bwd_diff(outerF)(p, 1.0);
+ return p.d.x;
+}
+
+[numthreads(1, 1, 1)]
+void computeMain(uint3 dispatchThreadID : SV_DispatchThreadID)
+{
+ // Given f(x) = x^4,
+ // f''(x) = 12 * x^2
+ // Expect f''(4) = 192
+ A a;
+ a.x = 4.0;
+ a.nx = 54;
+ A.Differential ad;
+ ad.x = 1.0;
+ var p = diffPair(a, ad);
+ outputBuffer[0] = __fwd_diff(df)(p).d;
+}
diff --git a/tests/autodiff/high-order-backward-diff-4.slang.expected.txt b/tests/autodiff/high-order-backward-diff-4.slang.expected.txt
new file mode 100644
index 000000000..0f08247f0
--- /dev/null
+++ b/tests/autodiff/high-order-backward-diff-4.slang.expected.txt
@@ -0,0 +1,5 @@
+type: float
+192.000000
+0.000000
+0.000000
+0.000000