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Clean up various autoscheduler tool issues #7483

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Apr 11, 2023
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20 changes: 15 additions & 5 deletions Makefile
Original file line number Diff line number Diff line change
Expand Up @@ -2374,23 +2374,33 @@ ifeq ($(UNAME), Darwin)
install_name_tool -id @rpath/$(@F) $(CURDIR)/$@
endif

# Build some common tools
$(DISTRIB_DIR)/bin/featurization_to_sample $(DISTRIB_DIR)/bin/get_host_target: $(DISTRIB_DIR)/lib/libHalide.$(SHARED_EXT)
@mkdir -p $(@D)
$(MAKE) -f $(SRC_DIR)/autoschedulers/common/Makefile $(BIN_DIR)/featurization_to_sample $(BIN_DIR)/get_host_target HALIDE_DISTRIB_PATH=$(CURDIR)/$(DISTRIB_DIR)
for TOOL in featurization_to_sample get_host_target; do \
cp $(BIN_DIR)/$${TOOL} $(DISTRIB_DIR)/bin/; \
done

# Adams2019 also includes autotuning tools
$(DISTRIB_DIR)/lib/libautoschedule_adams2019.$(PLUGIN_EXT): $(BIN_DIR)/libautoschedule_adams2019.$(PLUGIN_EXT)
@mkdir -p $(@D)
$(MAKE) -f $(SRC_DIR)/autoschedulers/adams2019/Makefile $(BIN_DIR)/retrain_cost_model $(BIN_DIR)/featurization_to_sample $(BIN_DIR)/get_host_target HALIDE_DISTRIB_PATH=$(CURDIR)/$(DISTRIB_DIR)
$(MAKE) -f $(SRC_DIR)/autoschedulers/adams2019/Makefile $(BIN_DIR)/adams2019_retrain_cost_model $(BIN_DIR)/adams2019_weightsdir_to_weightsfile HALIDE_DISTRIB_PATH=$(CURDIR)/$(DISTRIB_DIR)
cp $< $(DISTRIB_DIR)/lib/
for TOOL in retrain_cost_model featurization_to_sample get_host_target; do \
cp $(BIN_DIR)/$${TOOL} $(DISTRIB_DIR)/bin/; \
for TOOL in adams2019_retrain_cost_model adams2019_weightsdir_to_weightsfile; do \
cp $(BIN_DIR)/$${TOOL} $(DISTRIB_DIR)/bin/; \
done
cp $(SRC_DIR)/autoschedulers/adams2019/autotune_loop.sh $(DISTRIB_DIR)/tools/
cp $(SRC_DIR)/autoschedulers/adams2019/adams2019_autotune_loop.sh $(DISTRIB_DIR)/tools/
ifeq ($(UNAME), Darwin)
install_name_tool -id @rpath/$(@F) $(CURDIR)/$@
endif

autoschedulers: \
$(DISTRIB_DIR)/lib/libautoschedule_mullapudi2016.$(PLUGIN_EXT) \
$(DISTRIB_DIR)/lib/libautoschedule_li2018.$(PLUGIN_EXT) \
$(DISTRIB_DIR)/lib/libautoschedule_adams2019.$(PLUGIN_EXT)
$(DISTRIB_DIR)/lib/libautoschedule_adams2019.$(PLUGIN_EXT) \
$(DISTRIB_DIR)/bin/featurization_to_sample \
$(DISTRIB_DIR)/bin/get_host_target

.PHONY: distrib
distrib: $(DISTRIB_DIR)/lib/libHalide.$(SHARED_EXT) autoschedulers
Expand Down
12 changes: 9 additions & 3 deletions packaging/CMakeLists.txt
Original file line number Diff line number Diff line change
Expand Up @@ -32,7 +32,7 @@ install(TARGETS Halide Halide_Generator Halide_LanguageOptions
INCLUDES DESTINATION ${CMAKE_INSTALL_INCLUDEDIR})

if (TARGET Halide_Adams2019)
install(TARGETS Halide_Adams2019 Halide_Li2018 Halide_Mullapudi2016
install(TARGETS Halide_Adams2019 Halide_Li2018 Halide_Mullapudi2016 Halide_Anderson2021
EXPORT Halide_Interfaces
LIBRARY DESTINATION ${Halide_INSTALL_PLUGINDIR} COMPONENT Halide_Runtime
NAMELINK_COMPONENT Halide_Development)
Expand Down Expand Up @@ -79,7 +79,12 @@ else ()
set(rbase $ORIGIN)
endif ()

foreach (util IN ITEMS adams2019_retrain_cost_model adams2019_featurization_to_sample adams2019_get_host_target adams2019_weightsdir_to_weightsfile)
foreach (util IN ITEMS adams2019_retrain_cost_model
adams2019_weightsdir_to_weightsfile
anderson2021_retrain_cost_model
anderson2021_weightsdir_to_weightsfile
featurization_to_sample
get_host_target)
if (TARGET ${util})
if (NOT CMAKE_INSTALL_RPATH)
set_target_properties(${util} PROPERTIES INSTALL_RPATH "${rbase};${rbase}/${lib_dir}")
Expand Down Expand Up @@ -121,7 +126,8 @@ install(DIRECTORY ${Halide_SOURCE_DIR}/tools/
PATTERN "build_halide_h.cpp" EXCLUDE
PATTERN "find_inverse.cpp" EXCLUDE)

install(PROGRAMS ${Halide_SOURCE_DIR}/src/autoschedulers/adams2019/autotune_loop.sh
install(PROGRAMS ${Halide_SOURCE_DIR}/src/autoschedulers/adams2019/adams2019_autotune_loop.sh
${Halide_SOURCE_DIR}/src/autoschedulers/anderson2021/anderson2021_autotune_loop.sh
DESTINATION ${Halide_INSTALL_TOOLSDIR}
COMPONENT Halide_Development)

Expand Down
25 changes: 6 additions & 19 deletions src/autoschedulers/adams2019/CMakeLists.txt
Original file line number Diff line number Diff line change
Expand Up @@ -73,11 +73,11 @@ if (APPLE AND num_archs GREATER 1)
)
endif ()

# retrain_cost_model
# adams2019_retrain_cost_model
if (WITH_UTILS)
add_executable(adams2019_retrain_cost_model
DefaultCostModel.cpp
${COMMON_DIR}/Weights.cpp
Weights.cpp
retrain_cost_model.cpp
$<TARGET_OBJECTS:adams2019_weights_obj>)
target_include_directories(adams2019_retrain_cost_model PRIVATE "${Halide_SOURCE_DIR}/src/autoschedulers/adams2019")
Expand All @@ -98,7 +98,7 @@ add_autoscheduler(
FunctionDAG.cpp
LoopNest.cpp
State.cpp
${COMMON_DIR}/Weights.cpp
Weights.cpp
$<TARGET_OBJECTS:adams2019_weights_obj>
)

Expand All @@ -107,16 +107,10 @@ target_link_libraries(Halide_Adams2019 PRIVATE ASLog ParamParser adams2019_cost_

# ====================================================
# Auto-tuning support utilities.
# TODO(#4053): implement auto-tuning support in CMake?

if (WITH_UTILS)
add_executable(adams2019_featurization_to_sample ${COMMON_DIR}/featurization_to_sample.cpp)

add_executable(adams2019_get_host_target ${COMMON_DIR}/get_host_target.cpp)
target_link_libraries(adams2019_get_host_target PRIVATE Halide::Halide)

add_executable(adams2019_weightsdir_to_weightsfile ${COMMON_DIR}/weightsdir_to_weightsfile.cpp ${COMMON_DIR}/Weights.cpp)
target_include_directories(adams2019_weightsdir_to_weightsfile PRIVATE "${Halide_SOURCE_DIR}/src/autoschedulers/adams2019" ${COMMON_DIR})
add_executable(adams2019_weightsdir_to_weightsfile weightsdir_to_weightsfile.cpp Weights.cpp)
target_include_directories(adams2019_weightsdir_to_weightsfile PRIVATE ${COMMON_DIR})
target_link_libraries(adams2019_weightsdir_to_weightsfile PRIVATE Halide::Runtime)
endif ()

Expand All @@ -125,15 +119,8 @@ endif ()
# which is handled in tests/autoschedulers/Adams2019)

if (WITH_TESTS)

add_executable(adams2019_test_perfect_hash_map ${COMMON_DIR}/test_perfect_hash_map.cpp)
add_test(NAME adams2019_test_perfect_hash_map COMMAND adams2019_test_perfect_hash_map)
set_tests_properties(adams2019_test_perfect_hash_map PROPERTIES LABELS "adams2019;autoschedulers;auto_schedule")

add_executable(adams2019_test_function_dag ${COMMON_DIR}/test_function_dag.cpp FunctionDAG.cpp)
target_include_directories(adams2019_test_function_dag PRIVATE "${Halide_SOURCE_DIR}/src/autoschedulers/adams2019" ${COMMON_DIR})
add_executable(adams2019_test_function_dag test_function_dag.cpp FunctionDAG.cpp)
target_link_libraries(adams2019_test_function_dag PRIVATE ASLog Halide::Halide Halide::Tools Halide::Plugin)
add_test(NAME adams2019_test_function_dag COMMAND adams2019_test_function_dag)
set_tests_properties(adams2019_test_function_dag PROPERTIES LABELS "adams2019;autoschedulers;auto_schedule")

endif()
19 changes: 6 additions & 13 deletions src/autoschedulers/adams2019/Makefile
Original file line number Diff line number Diff line change
Expand Up @@ -68,8 +68,8 @@ $(BIN)/libautoschedule_adams2019.$(PLUGIN_EXT): \
$(SRC)/Cache.cpp \
$(SRC)/DefaultCostModel.h \
$(SRC)/DefaultCostModel.cpp \
$(COMMON_DIR)/Weights.h \
$(COMMON_DIR)/Weights.cpp \
$(SRC)/Weights.h \
$(SRC)/Weights.cpp \
$(SRC)/FunctionDAG.h \
$(SRC)/FunctionDAG.cpp \
$(SRC)/LoopNest.h \
Expand All @@ -87,12 +87,12 @@ $(BIN)/libautoschedule_adams2019.$(PLUGIN_EXT): \
@mkdir -p $(@D)
$(CXX) -shared $(USE_EXPORT_DYNAMIC) -fPIC -fvisibility=hidden -fvisibility-inlines-hidden $(CXXFLAGS) $(OPTIMIZE) -I $(BIN)/cost_model $(filter-out %.h $(LIBHALIDE_LDFLAGS),$^) -o $@ $(HALIDE_SYSTEM_LIBS) $(HALIDE_RPATH_FOR_LIB) -I $(SRC)

$(BIN)/retrain_cost_model: $(SRC)/retrain_cost_model.cpp \
$(BIN)/adams2019_retrain_cost_model: $(SRC)/retrain_cost_model.cpp \
$(COMMON_DIR)/ASLog.cpp \
$(SRC)/DefaultCostModel.h \
$(SRC)/DefaultCostModel.cpp \
$(COMMON_DIR)/Weights.h \
$(COMMON_DIR)/Weights.cpp \
$(SRC)/Weights.h \
$(SRC)/Weights.cpp \
$(SRC)/CostModel.h \
$(SRC)/NetworkSize.h \
$(AUTOSCHED_COST_MODEL_LIBS) \
Expand All @@ -101,14 +101,7 @@ $(BIN)/retrain_cost_model: $(SRC)/retrain_cost_model.cpp \
@mkdir -p $(@D)
$(CXX) $(CXXFLAGS) -frtti -Wall -I ../support -I $(BIN)/cost_model $(OPTIMIZE) $(filter-out %.h,$^) -o $@ $(LIBHALIDE_LDFLAGS) $(USE_OPEN_MP) $(HALIDE_RPATH_FOR_BIN) -I $(SRC)

$(BIN)/featurization_to_sample: $(COMMON_DIR)/featurization_to_sample.cpp
@mkdir -p $(@D)
$(CXX) $(CXXFLAGS) $< $(OPTIMIZE) -o $@

$(BIN)/get_host_target: $(COMMON_DIR)/get_host_target.cpp $(LIB_HALIDE) $(HALIDE_DISTRIB_PATH)/include/Halide.h
@mkdir -p $(@D)
$(CXX) $(CXXFLAGS) $(filter %.cpp,$^) $(LIBHALIDE_LDFLAGS) $(OPTIMIZE) -o $@ $(HALIDE_RPATH_FOR_BIN)
$(BIN)/weightsdir_to_weightsfile: $(COMMON_DIR)/weightsdir_to_weightsfile.cpp $(COMMON_DIR)/Weights.cpp
$(BIN)/adams2019_weightsdir_to_weightsfile: $(SRC)/weightsdir_to_weightsfile.cpp $(SRC)/Weights.cpp
@mkdir -p $(@D)
$(CXX) $(CXXFLAGS) $^ $(OPTIMIZE) -o $@ -I $(SRC)

Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -46,7 +46,7 @@ fi
echo Training target is: ${HL_TARGET}

if [ -z ${GENERATOR} ]; then
GENERATOR=./bin/demo.generator
GENERATOR=./bin/adams2019_demo.generator
fi

if [ -z ${PIPELINE} ]; then
Expand Down Expand Up @@ -213,7 +213,7 @@ for ((BATCH_ID=$((FIRST+1));BATCH_ID<$((FIRST+1+NUM_BATCHES));BATCH_ID++)); do
echo Retraining model...

find ${SAMPLES} -name "*.sample" | \
${AUTOSCHED_BIN}/retrain_cost_model \
${AUTOSCHED_BIN}/adams2019_retrain_cost_model \
--epochs=${BATCH_SIZE} \
--rates="0.0001" \
--num_cores=32 \
Expand Down
26 changes: 5 additions & 21 deletions src/autoschedulers/anderson2021/CMakeLists.txt
Original file line number Diff line number Diff line change
Expand Up @@ -32,7 +32,7 @@ add_halide_library(anderson2021_train_cost_model FROM anderson2021_cost_model.ge
if (WITH_UTILS)
add_executable(anderson2021_retrain_cost_model
DefaultCostModel.cpp
${COMMON_DIR}/Weights.cpp
Weights.cpp
retrain_cost_model.cpp
$<TARGET_OBJECTS:anderson2021_weights_obj>)
target_include_directories(anderson2021_retrain_cost_model PRIVATE "${Halide_SOURCE_DIR}/src/autoschedulers/anderson2021")
Expand All @@ -55,7 +55,7 @@ add_autoscheduler(
SearchSpace.cpp
State.cpp
Tiling.cpp
${COMMON_DIR}/Weights.cpp
Weights.cpp
$<TARGET_OBJECTS:anderson2021_weights_obj>
)

Expand All @@ -64,17 +64,9 @@ target_link_libraries(Halide_Anderson2021 PRIVATE ASLog ParamParser
anderson2021_cost_model anderson2021_train_cost_model)

## ====================================================
## Auto-tuning support utilities.
## TODO(#4053): implement auto-tuning support in CMake?

if (WITH_UTILS)
add_executable(anderson2021_featurization_to_sample ${COMMON_DIR}/featurization_to_sample.cpp)

add_executable(anderson2021_get_host_target ${COMMON_DIR}/get_host_target.cpp)
target_link_libraries(anderson2021_get_host_target PRIVATE Halide::Halide)

add_executable(anderson2021_weightsdir_to_weightsfile ${COMMON_DIR}/weightsdir_to_weightsfile.cpp ${COMMON_DIR}/Weights.cpp)
target_include_directories(anderson2021_weightsdir_to_weightsfile PRIVATE "${Halide_SOURCE_DIR}/src/autoschedulers/anderson2021" ${COMMON_DIR})
add_executable(anderson2021_weightsdir_to_weightsfile weightsdir_to_weightsfile.cpp Weights.cpp)
target_include_directories(anderson2021_weightsdir_to_weightsfile PRIVATE ${COMMON_DIR})
target_link_libraries(anderson2021_weightsdir_to_weightsfile PRIVATE Halide::Runtime)
endif ()

Expand All @@ -83,17 +75,9 @@ endif ()
# which is handled in tests/autoschedulers/anderson2021)

if (WITH_TESTS)

add_executable(anderson2021_test_perfect_hash_map ${COMMON_DIR}/test_perfect_hash_map.cpp)

add_test(NAME anderson2021_test_perfect_hash_map COMMAND test_perfect_hash_map)
set_tests_properties(anderson2021_test_perfect_hash_map
PROPERTIES
LABELS Anderson2021)

##

add_executable(anderson2021_test_function_dag ${COMMON_DIR}/test_function_dag.cpp FunctionDAG.cpp)
add_executable(anderson2021_test_function_dag test_function_dag.cpp FunctionDAG.cpp)
target_include_directories(anderson2021_test_function_dag PRIVATE "${Halide_SOURCE_DIR}/src/autoschedulers/anderson2021")
target_link_libraries(anderson2021_test_function_dag PRIVATE ASLog Halide::Halide Halide::Tools Halide::Plugin)

Expand Down
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