Memory Liveness

This commit is contained in:
ilgeco
2026-06-03 18:15:30 +02:00
parent 2a8faf9c6b
commit 20cf40c9ba
15 changed files with 1263 additions and 112 deletions
+189 -14
View File
@@ -2,7 +2,6 @@
#include "mlir/Dialect/Func/IR/FuncOps.h"
#include "mlir/Dialect/MemRef/IR/MemRef.h"
#include "mlir/Dialect/SCF/IR/SCF.h"
#include "mlir/IR/AsmState.h"
#include "mlir/IR/Attributes.h"
#include "mlir/IR/BuiltinAttributes.h"
#include "mlir/IR/BuiltinTypes.h"
@@ -23,11 +22,11 @@
#include <absl/types/compare.h>
#include <algorithm>
#include <cassert>
#include <climits>
#include <cstdint>
#include <fstream>
#include <limits>
#include <memory>
#include <numeric>
#include <string>
#include <utility>
@@ -38,10 +37,12 @@
#include "Conversion/ONNXToSpatial/Common/Common.hpp"
#include "src/Accelerators/PIM/Common/IR/BatchCoreUtils.hpp"
#include "src/Accelerators/PIM/Common/IR/WeightUtils.hpp"
#include "src/Accelerators/PIM/Common/Support/FileSystemUtils.hpp"
#include "src/Accelerators/PIM/Compiler/PimArtifactWriter.hpp"
#include "src/Accelerators/PIM/Compiler/PimBinaryFormat.hpp"
#include "src/Accelerators/PIM/Compiler/PimCodeGen.hpp"
#include "src/Accelerators/PIM/Compiler/PimCompilerOptions.hpp"
#include "src/Accelerators/PIM/Compiler/PimMemoryLiveness.hpp"
#include "src/Accelerators/PIM/Compiler/PimWeightEmitter.hpp"
#include "src/Accelerators/PIM/Dialect/Pim/PimOps.hpp"
@@ -97,6 +98,51 @@ static int32_t getVectorByteSizeOrCrash(ShapedType type) {
return pim::checkedI32OrCrash(*byteSize, "vector byte size");
}
static Operation *getDiagnosticAnchor(mlir::Value value) {
if (Operation *definingOp = value.getDefiningOp())
return definingOp;
if (auto blockArg = dyn_cast<BlockArgument>(value))
return blockArg.getOwner()->getParentOp();
return nullptr;
}
// PIM instruction immediates are serialized as signed int32_t fields today
// (`sldi` goes through checkedI32OrCrash), so local addresses must stay within
// the non-negative int32_t range.
static constexpr size_t kPimAddressLimit = static_cast<size_t>(std::numeric_limits<int32_t>::max());
static FailureOr<size_t> checkedAlignTo(size_t value, size_t alignment, Operation *anchor, StringRef fieldName) {
if (alignment == 0)
return value;
size_t remainder = value % alignment;
if (remainder == 0)
return value;
return pim::checkedAdd(value, alignment - remainder, anchor, fieldName);
}
static void printMemoryOverflowDiagnostic(mlir::Value value,
const MemoryValueKey &key,
size_t requestedSize,
size_t currentFirstAvailableAddress,
size_t alignedEndAddress) {
llvm::errs() << "PIM local memory allocation overflow\n";
llvm::errs() << "Requested allocation size: " << requestedSize << " bytes\n";
llvm::errs() << "Current firstAvailableAddress: " << currentFirstAvailableAddress << "\n";
llvm::errs() << "Aligned end address: " << alignedEndAddress << "\n";
llvm::errs() << "Address limit: " << kPimAddressLimit << " (signed int32_t immediate range)\n";
if (key.lane)
llvm::errs() << "Lane: " << *key.lane << "\n";
llvm::errs() << "Value: ";
value.print(llvm::errs());
llvm::errs() << "\n";
llvm::errs() << "Value type: " << value.getType() << "\n";
if (Operation *definingOp = value.getDefiningOp()) {
llvm::errs() << "Defining op:\n";
definingOp->print(llvm::errs());
llvm::errs() << "\n";
}
}
} // namespace
MemEntry* PimMemory::gatherMemEntry(mlir::Value value, std::optional<unsigned> lane) {
@@ -124,20 +170,30 @@ void PimMemory::allocateGatheredMemory() {
void PimMemory::allocateMemoryForValue(const MemoryValueKey& key, MemEntry& memEntry, MemoryReportKind reportKind) {
memEntry.address = firstAvailableAddress;
assert(memEntry.address < (size_t) INT_MAX && "Address allocated bigger than 32bit");
firstAvailableAddress += memEntry.size;
// Alignment
if (size_t remainder = firstAvailableAddress % minAlignment)
firstAvailableAddress += minAlignment - remainder;
Operation *anchor = getDiagnosticAnchor(key.value);
auto checkedEnd = pim::checkedAdd(memEntry.address, memEntry.size, anchor, "local memory end");
FailureOr<size_t> checkedAlignedEnd = failure();
if (succeeded(checkedEnd))
checkedAlignedEnd = checkedAlignTo(*checkedEnd, minAlignment, anchor, "local memory alignment");
bool startFits = memEntry.address <= kPimAddressLimit;
bool endFits = succeeded(checkedEnd) && *checkedEnd <= kPimAddressLimit;
bool alignedEndFits = succeeded(checkedAlignedEnd) && *checkedAlignedEnd <= kPimAddressLimit;
if (!startFits || !endFits || !alignedEndFits) {
printMemoryOverflowDiagnostic(
key.value,
key,
memEntry.size,
firstAvailableAddress,
succeeded(checkedAlignedEnd) ? *checkedAlignedEnd : kPimAddressLimit);
llvm_unreachable("PIM local memory allocation overflow");
}
firstAvailableAddress = *checkedAlignedEnd;
ownedMemEntriesMap[key] = memEntry;
globalMemEntriesMap[key] = memEntry;
switch (reportKind) {
case MemoryReportKind::Alloca:
++reportRow.numAlloca;
reportRow.sizeAlloca += memEntry.size;
break;
case MemoryReportKind::Alloca: break;
case MemoryReportKind::Global:
++reportRow.numGlobal;
reportRow.sizeGlobal += memEntry.size;
@@ -147,6 +203,31 @@ void PimMemory::allocateMemoryForValue(const MemoryValueKey& key, MemEntry& memE
}
}
PhysicalSlotInfo PimMemory::allocatePhysicalSlot(size_t slotSize, const MemoryValueKey& key) {
PhysicalSlotInfo slot;
slot.id = nextPhysicalSlotId++;
slot.address = firstAvailableAddress;
slot.size = slotSize;
Operation *anchor = getDiagnosticAnchor(key.value);
auto checkedEnd = pim::checkedAdd(slot.address, slot.size, anchor, "local memory end");
FailureOr<size_t> checkedAlignedEnd = failure();
if (succeeded(checkedEnd))
checkedAlignedEnd = checkedAlignTo(*checkedEnd, minAlignment, anchor, "local memory alignment");
bool startFits = slot.address <= kPimAddressLimit;
bool endFits = succeeded(checkedEnd) && *checkedEnd <= kPimAddressLimit;
bool alignedEndFits = succeeded(checkedAlignedEnd) && *checkedAlignedEnd <= kPimAddressLimit;
if (!startFits || !endFits || !alignedEndFits) {
printMemoryOverflowDiagnostic(
key.value, key, slot.size, firstAvailableAddress, succeeded(checkedAlignedEnd) ? *checkedAlignedEnd : kPimAddressLimit);
llvm_unreachable("PIM local memory allocation overflow");
}
firstAvailableAddress = *checkedAlignedEnd;
localPhysicalSlots.push_back(slot);
return slot;
}
void PimMemory::allocateHost(ModuleOp moduleOp, func::FuncOp funcOp) {
SmallDenseMap<memref::GlobalOp, mlir::Value, 8> globalConstants;
SmallVector<std::pair<mlir::Value, mlir::Value>, 16> globalAliases;
@@ -186,9 +267,71 @@ void PimMemory::allocateHost(ModuleOp moduleOp, func::FuncOp funcOp) {
}
void PimMemory::allocateCore(Operation* op, std::optional<unsigned> lane) {
op->walk([&](memref::AllocOp allocOp) { gatherMemEntry(allocOp, lane); });
auto intervals = buildLocalAllocIntervals(op, lane);
SmallVector<PlannedPhysicalSlot> plannedSlots = planPhysicalSlots(intervals);
allocateGatheredMemory();
SmallVector<size_t> slotOrder(plannedSlots.size());
std::iota(slotOrder.begin(), slotOrder.end(), 0);
llvm::stable_sort(slotOrder, [&](size_t lhsIndex, size_t rhsIndex) {
const PlannedPhysicalSlot &lhs = plannedSlots[lhsIndex];
const PlannedPhysicalSlot &rhs = plannedSlots[rhsIndex];
if (lhs.requiredSize != rhs.requiredSize)
return lhs.requiredSize > rhs.requiredSize;
return lhs.id < rhs.id;
});
SmallVector<bool, 16> usedExistingSlots(localPhysicalSlots.size(), false);
for (size_t slotIndex : slotOrder) {
PlannedPhysicalSlot &slot = plannedSlots[slotIndex];
size_t bestExistingIndex = std::numeric_limits<size_t>::max();
auto bestKey = std::tuple<size_t, size_t, size_t>(
std::numeric_limits<size_t>::max(), std::numeric_limits<size_t>::max(), std::numeric_limits<size_t>::max());
for (size_t existingIndex = 0; existingIndex < localPhysicalSlots.size(); ++existingIndex) {
if (usedExistingSlots[existingIndex])
continue;
const PhysicalSlotInfo &existingSlot = localPhysicalSlots[existingIndex];
if (existingSlot.size < slot.requiredSize)
continue;
auto candidateKey = std::tuple<size_t, size_t, size_t>(
existingSlot.size - slot.requiredSize, existingSlot.size, existingSlot.id);
if (candidateKey < bestKey) {
bestKey = candidateKey;
bestExistingIndex = existingIndex;
}
}
if (bestExistingIndex != std::numeric_limits<size_t>::max()) {
const PhysicalSlotInfo &existingSlot = localPhysicalSlots[bestExistingIndex];
slot.id = existingSlot.id;
slot.address = existingSlot.address;
slot.size = existingSlot.size;
usedExistingSlots[bestExistingIndex] = true;
}
else {
PhysicalSlotInfo newSlot = allocatePhysicalSlot(slot.requiredSize, intervals[slot.intervalIndices.front()].key);
slot.id = newSlot.id;
slot.address = newSlot.address;
slot.size = newSlot.size;
usedExistingSlots.push_back(true);
}
for (size_t intervalIndex : slot.intervalIndices) {
LocalAllocInterval &interval = intervals[intervalIndex];
interval.physicalSlotId = slot.id;
interval.assignedAddress = slot.address;
interval.physicalSlotSize = slot.size;
MemEntry memEntry {slot.address, interval.size};
ownedMemEntriesMap[interval.key] = memEntry;
globalMemEntriesMap[interval.key] = memEntry;
}
}
if (pimMemoryReport != PimMemoryReportNone) {
MemoryPlanArtifacts artifacts =
buildMemoryPlanArtifacts(op, lane, intervals, plannedSlots, kPimAddressLimit, pimMemoryReport);
livenessArtifacts.textReport += artifacts.textReport;
}
}
static void printHostMemoryReportRow(raw_ostream& os, const MemoryReportRow& row) {
@@ -228,7 +371,14 @@ static MemoryReportRow addMemoryReportRows(const MemoryReportRow& lhs, const Mem
return result;
}
MemoryReportRow PimMemory::getReportRow() const { return reportRow; }
MemoryReportRow PimMemory::getReportRow() const {
MemoryReportRow row = reportRow;
row.numAlloca = localPhysicalSlots.size();
row.sizeAlloca = 0;
for (const PhysicalSlotInfo &slot : localPhysicalSlots)
row.sizeAlloca += slot.size;
return row;
}
void PimMemory::remove(mlir::Value val) {
for (auto it = ownedMemEntriesMap.begin(); it != ownedMemEntriesMap.end();)
@@ -847,6 +997,7 @@ struct CoreEmissionResult {
OnnxMlirCompilerErrorCodes status = CompilerSuccess;
MemoryReportRow reportRow;
llvm::SmallVector<ResolvedWeightView, 8> usedWeights;
MemoryPlanArtifacts livenessArtifacts;
};
template <typename MapTy>
@@ -1319,6 +1470,7 @@ OnnxMlirCompilerErrorCodes onnx_mlir::compileToPimCode(ModuleOp& moduleOp, std::
assert(processedOperations > 0);
result.reportRow = deviceMemory.getReportRow();
result.usedWeights = std::move(usedWeights);
result.livenessArtifacts = deviceMemory.getLivenessArtifacts();
}
else {
auto coreBatchOp = cast<pim::PimCoreBatchOp>(job.coreLikeOp);
@@ -1349,6 +1501,7 @@ OnnxMlirCompilerErrorCodes onnx_mlir::compileToPimCode(ModuleOp& moduleOp, std::
result.reportRow = deviceMemory.getReportRow();
result.usedWeights = std::move(usedWeights);
result.livenessArtifacts = deviceMemory.getLivenessArtifacts();
}
pim_binary::patchInstructionCount(coreBinaryStream, coreCodeGen.getEmittedInstructionCount());
@@ -1382,6 +1535,18 @@ OnnxMlirCompilerErrorCodes onnx_mlir::compileToPimCode(ModuleOp& moduleOp, std::
auto weightEmission = createAndPopulateWeightFolder(weightRequests, outputDirPath);
memory.setTotalWeightBytes(weightEmission.totalWeightBytes);
auto& mapCoreWeightToFileName = weightEmission.mapCoreWeightToFileName;
if (std::string reportsRoot = getOutputDir(); !reportsRoot.empty()) {
std::string reportsDir = reportsRoot + "/reports";
sys::fs::remove(reportsDir + "/pim_memory_liveness_report.txt");
sys::fs::remove(reportsDir + "/pim_memory_liveness_report.json");
sys::fs::remove(reportsDir + "/pim_memory_liveness_timeline.dot");
}
std::fstream livenessReportFile;
std::unique_ptr<llvm::raw_os_ostream> livenessReportOs;
if (pimMemoryReport != PimMemoryReportNone) {
livenessReportFile = openReportFileWithExtension("pim_memory_liveness_report", "txt");
livenessReportOs = std::make_unique<llvm::raw_os_ostream>(livenessReportFile);
}
for (size_t jobIndex = 0; jobIndex < jobs.size(); ++jobIndex) {
const CoreEmissionJob& job = jobs[jobIndex];
@@ -1393,6 +1558,8 @@ OnnxMlirCompilerErrorCodes onnx_mlir::compileToPimCode(ModuleOp& moduleOp, std::
return err;
xbarsPerArrayGroup["core" + std::to_string(job.emittedCoreId)] = std::move(xbarsPerGroup);
memory.recordCoreReport(job.emittedCoreId, result.reportRow);
if (livenessReportFile.is_open())
*livenessReportOs << "Core " << job.emittedCoreId << ":\n" << result.livenessArtifacts.textReport;
continue;
}
}
@@ -1421,10 +1588,18 @@ OnnxMlirCompilerErrorCodes onnx_mlir::compileToPimCode(ModuleOp& moduleOp, std::
batchPerCoreRow.value_or(MemoryReportRow {}),
batchRow.numAlloca,
batchRow.sizeAlloca);
if (livenessReportFile.is_open())
for (size_t jobIndex : group)
*livenessReportOs << "Batch " << batchReportId << " core " << jobs[jobIndex].emittedCoreId << ":\n"
<< jobResults[jobIndex].livenessArtifacts.textReport;
}
maxCoreId = nextEmittedCoreId == 0 ? 0 : nextEmittedCoreId - 1;
if (livenessReportFile.is_open()) {
livenessReportOs->flush();
livenessReportFile.close();
}
memory.flushReport();
return writeConfigJson(funcOp, memory, maxCoreId, std::move(xbarsPerArrayGroup), outputDirPath);
}