[llvm] 9aa2c91 - [mlgo][regalloc] Factor live interval feature calculation
Mircea Trofin via llvm-commits
llvm-commits at lists.llvm.org
Mon Jan 31 15:19:24 PST 2022
Author: Mircea Trofin
Date: 2022-01-31T15:19:15-08:00
New Revision: 9aa2c914b9710f97a9362c10c08aa11cf2df6ce1
URL: https://github.com/llvm/llvm-project/commit/9aa2c914b9710f97a9362c10c08aa11cf2df6ce1
DIFF: https://github.com/llvm/llvm-project/commit/9aa2c914b9710f97a9362c10c08aa11cf2df6ce1.diff
LOG: [mlgo][regalloc] Factor live interval feature calculation
Factoring it out so we can subsequently cache it. This should be a NFC,
however, for the float quantities, we see small errors in the least
significant digits. This is because, before, we were summing up one by
one. Now, we sum up results of sums.
This shouldn't matter for ML, and will require rework when we do
quantization (avoiding floats altogether), but meanwhile, it did require
an update to the reference file used for testing.
The patch also bumps the precision of the variables involved in this, to
reduce the error (note they are casted back to float at the end by the
SET macro, since we only work with float and not double in TF)
Differential Revision: https://reviews.llvm.org/D118659
Added:
Modified:
llvm/lib/CodeGen/MLRegallocEvictAdvisor.cpp
llvm/test/CodeGen/MLRegalloc/Inputs/reference-log-noml.txt
Removed:
################################################################################
diff --git a/llvm/lib/CodeGen/MLRegallocEvictAdvisor.cpp b/llvm/lib/CodeGen/MLRegallocEvictAdvisor.cpp
index 061066b64a2d..4e69b9ed82ea 100644
--- a/llvm/lib/CodeGen/MLRegallocEvictAdvisor.cpp
+++ b/llvm/lib/CodeGen/MLRegallocEvictAdvisor.cpp
@@ -220,6 +220,20 @@ void resetInputs(MLModelRunner &Runner) {
#undef _RESET
}
+// Per-live interval components that get aggregated into the feature values that
+// will be passed to the evaluator.
+struct LIFeatureComponents {
+ double R = 0;
+ double W = 0;
+ double RW = 0;
+ double IndVarUpdates = 0;
+ double HintWeights = 0.0;
+ int64_t NrDefsAndUses = 0;
+ float HottestBlockFreq = 0.0;
+ bool HasPreferredReg = false;
+ bool IsRemat = false;
+};
+
using CandidateRegList =
std::array<std::pair<MCRegister, bool>, NumberOfInterferences>;
using FeaturesListNormalizer = std::array<float, FeatureIDs::FeatureCount>;
@@ -277,6 +291,9 @@ class MLEvictAdvisor : public RegAllocEvictionAdvisor {
FixedRegisters);
}
+ const LIFeatureComponents
+ getLIFeatureComponents(const LiveInterval &LI) const;
+
// Hold on to a default advisor for:
// 1) the implementation of canEvictHintInterference, because we didn't learn
// that nuance yet;
@@ -670,6 +687,51 @@ MCRegister MLEvictAdvisor::tryFindEvictionCandidate(
return Regs[CandidatePos].first;
}
+const LIFeatureComponents
+MLEvictAdvisor::getLIFeatureComponents(const LiveInterval &LI) const {
+ LIFeatureComponents Ret;
+ SmallPtrSet<MachineInstr *, 8> Visited;
+ const TargetRegisterInfo &TRI = *MF.getSubtarget().getRegisterInfo();
+ Ret.HasPreferredReg = VRM->hasPreferredPhys(LI.reg());
+
+ for (MachineRegisterInfo::reg_instr_nodbg_iterator
+ I = MRI->reg_instr_nodbg_begin(LI.reg()),
+ E = MRI->reg_instr_nodbg_end();
+ I != E;) {
+ MachineInstr *MI = &*(I++);
+
+ ++Ret.NrDefsAndUses;
+ if (!Visited.insert(MI).second)
+ continue;
+
+ if (MI->isIdentityCopy() || MI->isImplicitDef())
+ continue;
+
+ bool Reads, Writes;
+ std::tie(Reads, Writes) = MI->readsWritesVirtualRegister(LI.reg());
+
+ float Freq = MBFI.getBlockFreqRelativeToEntryBlock(MI->getParent());
+ Ret.HottestBlockFreq = std::max(Freq, Ret.HottestBlockFreq);
+
+ Ret.R += (Reads && !Writes) * Freq;
+ Ret.W += (!Reads && Writes) * Freq;
+ Ret.RW += (Reads && Writes) * Freq;
+
+ auto *MBB = MI->getParent();
+ auto *Loop = Loops.getLoopFor(MBB);
+ bool IsExiting = Loop ? Loop->isLoopExiting(MBB) : false;
+
+ if (Writes && IsExiting && LIS->isLiveOutOfMBB(LI, MBB))
+ Ret.IndVarUpdates += Freq;
+
+ if (MI->isCopy() && VirtRegAuxInfo::copyHint(MI, LI.reg(), TRI, *MRI))
+ Ret.HintWeights += Freq;
+ }
+ Ret.IsRemat = VirtRegAuxInfo::isRematerializable(
+ LI, *LIS, *VRM, *MF.getSubtarget().getInstrInfo());
+ return Ret;
+}
+
// Overall, this currently mimics what we do for weight calculation, but instead
// of accummulating the various features, we keep them separate.
void MLEvictAdvisor::extractFeatures(
@@ -678,11 +740,11 @@ void MLEvictAdvisor::extractFeatures(
int64_t IsHint, int64_t LocalIntfsCount, float NrUrgent) const {
int64_t NrDefsAndUses = 0;
int64_t NrBrokenHints = 0;
- float R = 0;
- float W = 0;
- float RW = 0;
- float IndVarUpdates = 0;
- float HintWeights = 0.0;
+ double R = 0.0;
+ double W = 0.0;
+ double RW = 0.0;
+ double IndVarUpdates = 0.0;
+ double HintWeights = 0.0;
float StartBBFreq = 0.0;
float EndBBFreq = 0.0;
float HottestBlockFreq = 0.0;
@@ -709,46 +771,19 @@ void MLEvictAdvisor::extractFeatures(
if (LI.endIndex() > EndSI)
EndSI = LI.endIndex();
+ const LIFeatureComponents LIFC = getLIFeatureComponents(LI);
+ NrBrokenHints += LIFC.HasPreferredReg;
- SmallPtrSet<MachineInstr *, 8> Visited;
- const TargetRegisterInfo &TRI = *MF.getSubtarget().getRegisterInfo();
- NrBrokenHints += VRM->hasPreferredPhys(LI.reg());
-
- for (MachineRegisterInfo::reg_instr_nodbg_iterator
- I = MRI->reg_instr_nodbg_begin(LI.reg()),
- E = MRI->reg_instr_nodbg_end();
- I != E;) {
- MachineInstr *MI = &*(I++);
+ NrDefsAndUses += LIFC.NrDefsAndUses;
+ HottestBlockFreq = std::max(HottestBlockFreq, LIFC.HottestBlockFreq);
+ R += LIFC.R;
+ W += LIFC.W;
+ RW += LIFC.RW;
- ++NrDefsAndUses;
- if (!Visited.insert(MI).second)
- continue;
+ IndVarUpdates += LIFC.IndVarUpdates;
- if (MI->isIdentityCopy() || MI->isImplicitDef())
- continue;
-
- bool Reads, Writes;
- std::tie(Reads, Writes) = MI->readsWritesVirtualRegister(LI.reg());
-
- float Freq = MBFI.getBlockFreqRelativeToEntryBlock(MI->getParent());
- if (Freq > HottestBlockFreq)
- HottestBlockFreq = Freq;
- R += (Reads && !Writes) * Freq;
- W += (!Reads && Writes) * Freq;
- RW += (Reads && Writes) * Freq;
-
- auto *MBB = MI->getParent();
- auto *Loop = Loops.getLoopFor(MBB);
- bool IsExiting = Loop ? Loop->isLoopExiting(MBB) : false;
-
- if (Writes && IsExiting && LIS->isLiveOutOfMBB(LI, MBB))
- IndVarUpdates += Freq;
-
- if (MI->isCopy() && VirtRegAuxInfo::copyHint(MI, LI.reg(), TRI, *MRI))
- HintWeights += Freq;
- }
- NrRematerializable += VirtRegAuxInfo::isRematerializable(
- LI, *LIS, *VRM, *MF.getSubtarget().getInstrInfo());
+ HintWeights += LIFC.HintWeights;
+ NrRematerializable += LIFC.IsRemat;
}
size_t Size = 0;
if (!Intervals.empty()) {
diff --git a/llvm/test/CodeGen/MLRegalloc/Inputs/reference-log-noml.txt b/llvm/test/CodeGen/MLRegalloc/Inputs/reference-log-noml.txt
index e1f7d9ab1d36..d49b86112b79 100644
--- a/llvm/test/CodeGen/MLRegalloc/Inputs/reference-log-noml.txt
+++ b/llvm/test/CodeGen/MLRegalloc/Inputs/reference-log-noml.txt
@@ -41,17 +41,17 @@ fields {
feature { float_list { value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 1 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 } }
feature { float_list { value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0.420772523 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 1 } }
feature { float_list { value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0.992761 value: 1 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 } }
- feature { float_list { value: 1 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0.140257508 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0.333333373 } }
+ feature { float_list { value: 1 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0.140257493 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0.333333313 } }
feature { float_list { value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0.420772523 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 1 } }
feature { float_list { value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 1 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 } }
- feature { float_list { value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0.999999821 value: 0.140257493 value: 0 value: 0 value: 1 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0.182143316 } }
- feature { float_list { value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 1 value: 0 value: 0 value: 0 value: 0.877776504 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0.0410382412 } }
- feature { float_list { value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 1 value: 0.479216278 value: 0 value: 0 value: 0.876994908 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0.0259402078 } }
+ feature { float_list { value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 1 value: 0.140257493 value: 0 value: 0 value: 1 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0.182143345 } }
+ feature { float_list { value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 1 value: 0 value: 0 value: 0 value: 0.877776504 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0.041038245 } }
+ feature { float_list { value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 1 value: 0.479216307 value: 0 value: 0 value: 0.876994908 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0.0259402096 } }
feature { float_list { value: 1 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0.333333343 } }
feature { float_list { value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 1 } }
- feature { float_list { value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0.999999821 value: 0.546429932 value: 0 value: 0 value: 1 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0.0154713513 } }
- feature { float_list { value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 1 value: 0.479643375 value: 0 value: 0 value: 0.877776504 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0.0135803893 } }
- feature { float_list { value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 1 value: 0.479643375 value: 0 value: 0 value: 0.877776504 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0.0135803893 } } } }
+ feature { float_list { value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 1 value: 0.54643 value: 0 value: 0 value: 1 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0.0154713532 } }
+ feature { float_list { value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 1 value: 0.479643404 value: 0 value: 0 value: 0.877776504 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0.0135803903 } }
+ feature { float_list { value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 1 value: 0.479643404 value: 0 value: 0 value: 0.877776504 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0.0135803903 } } } }
feature_list {
key: \"hottest_bb_freq_by_max\" value {
feature { float_list { value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 1 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 1 } }
@@ -530,51 +530,51 @@ fields {
feature_list {
key: \"weighed_reads_by_max\" value {
feature { float_list { value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0.700275123 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 1 } }
- feature { float_list { value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 1 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 5.47332839e-11 } }
- feature { float_list { value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 1 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0.115817033 } }
- feature { float_list { value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 1 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0.115817033 } }
+ feature { float_list { value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 1 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 5.47332908e-11 } }
+ feature { float_list { value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 1 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0.115817048 } }
+ feature { float_list { value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 1 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0.115817048 } }
feature { float_list { value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0.213957906 value: 0.213957906 value: 0.224476278 value: 1.93036823e-10 value: 0.408470869 value: 0.408470869 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 1 } }
- feature { float_list { value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 1 value: 0.190942705 value: 0 value: 0.347451121 value: 0.347451121 value: 0.181995615 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 5.47332839e-11 } }
- feature { float_list { value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0.0337726921 value: 0.0337726921 value: 0.0354329869 value: 0.473542124 value: 0.0644760504 value: 0.0644760504 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 1 } }
- feature { float_list { value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0.391873717 value: 0.074825421 value: 1 value: 0 value: 0.136156946 value: 0.0713193 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0.0453856513 } }
- feature { float_list { value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0.0112575646 value: 0.0118109975 value: 0.15784739 value: 1 value: 0.0214920193 value: 0.0112575646 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0.000982483383 } }
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- feature { float_list { value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0.0118109975 value: 0.15784739 value: 1 value: 0 value: 0.0112575646 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0 value: 0.0037525217 } }
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}
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