diff --git a/llvm/test/VISC/DNN_Benchmarks/benchmarks/resnet18/Makefile b/llvm/test/VISC/DNN_Benchmarks/benchmarks/resnet18/Makefile
index 251af78734eea641776a0ce8b44a138a94b1cfc2..cc639d1be157b62ae5fce12c18a3a669beef5247 100644
--- a/llvm/test/VISC/DNN_Benchmarks/benchmarks/resnet18/Makefile
+++ b/llvm/test/VISC/DNN_Benchmarks/benchmarks/resnet18/Makefile
@@ -1,6 +1,7 @@
DNN_BENCHMARK_ROOT = $(LLVM_SRC_ROOT)/test/VISC/DNN_Benchmarks
# NOTE: can configure build directory
-HPVM_BUILD_DIR = $(LLVM_SRC_ROOT)/../build_hpvm/
+#HPVM_BUILD_DIR = $(LLVM_SRC_ROOT)/../build_hpvm/
+HPVM_BUILD_DIR = $(LLVM_BUILD_ROOT)
CC = $(HPVM_BUILD_DIR)/bin/clang++
OPT = $(HPVM_BUILD_DIR)/bin/opt
@@ -15,6 +16,8 @@ APP = resnet18
TENSOR_INCLUDE_DIR = $(DNN_BENCHMARK_ROOT)/common/include
TENSOR_RT_INCLUDE_DIR = $(LLVM_SRC_ROOT)/projects/hpvm-tensor-rt/tensor_runtime/include
TENSOR_LIB_DIR = $(LLVM_SRC_ROOT)/projects/hpvm-tensor-rt/lib/libtensor_runtime.a
+PROFILER_LIB_DIR = $(LLVM_SRC_ROOT)/projects/gpu_profiler/lib/libgpu_profiler.a
+SOC_SIMULATOR_LIB_DIR = $(LLVM_SRC_ROOT)/projects/soc_simulator/lib/libpromise_profiler.a
TENSOR_AUTOTUNER_DIR = $(LLVM_SRC_ROOT)/projects/hpvm-tensor-rt/lib/libtensor_autotuner.a
CC_FLAGS = -I $(LLVM_INCLUDE_DIR) -I $(TENSOR_INCLUDE_DIR) -I $(TENSOR_RT_INCLUDE_DIR) -I $(CUDA_INCLUDE_PATH) -fno-exceptions -ffast-math -std=c++11 -O3
@@ -27,10 +30,14 @@ HPVM_LIB_DIR = $(HPVM_BUILD_DIR)/lib
VISC_OPTFLAGS = -load $(HPVM_LIB_DIR)/LLVMBuildDFG.so -load $(HPVM_LIB_DIR)/LLVMInPlaceDFGAnalysis.so -load $(HPVM_LIB_DIR)/LLVMDFG2LLVM_CUDNN.so -load $(HPVM_LIB_DIR)/LLVMDFG2LLVM_X86.so -load $(HPVM_LIB_DIR)/LLVMClearDFG.so -inplace -dfg2llvm-cudnn -dfg2llvm-x86 -clearDFG
-QUANT_FILE_PATH=/home/hsharif3/Gitlab/hpvm/llvm/test/VISC/DNN_Benchmarks/benchmarks/resnet18/data/quant_ranges.txt
+PROMISE_QUANT_FILE_PATH=$(LLVM_SRC_ROOT)/test/VISC/DNN_Benchmarks/benchmarks/$(APP)/data/quant_ranges.txt
-VISC_OPTFLAGS2 = -load $(HPVM_LIB_DIR)/LLVMBuildDFG.so -load $(HPVM_LIB_DIR)/LLVMInPlaceDFGAnalysis.so -load $(HPVM_LIB_DIR)/LLVMDFG2LLVM_PROMISE.so -load $(HPVM_LIB_DIR)/LLVMDFG2LLVM_CUDNN.so -load $(HPVM_LIB_DIR)/LLVMDFG2LLVM_X86.so -load $(HPVM_LIB_DIR)/LLVMFuseHPVMTensorNodes.so -load $(HPVM_LIB_DIR)/LLVMClearDFG.so -inplace -hpvm-fuse -dfg2llvm-promise -quantization-levels-filename=$(QUANT_FILE_PATH) -dfg2llvm-cudnn -dfg2llvm-x86 -clearDFG
+VISC_OPTFLAGS2 = -load $(HPVM_LIB_DIR)/LLVMBuildDFG.so -load $(HPVM_LIB_DIR)/LLVMInPlaceDFGAnalysis.so -load $(HPVM_LIB_DIR)/LLVMDFG2LLVM_PROMISE.so -load $(HPVM_LIB_DIR)/LLVMDFG2LLVM_CUDNN.so -load $(HPVM_LIB_DIR)/LLVMDFG2LLVM_X86.so -load $(HPVM_LIB_DIR)/LLVMFuseHPVMTensorNodes.so -load $(HPVM_LIB_DIR)/LLVMClearDFG.so -inplace -hpvm-fuse -dfg2llvm-promise -quantization-levels-filename=$(PROMISE_QUANT_FILE_PATH) -dfg2llvm-cudnn -dfg2llvm-x86 -clearDFG
+WRAPPER_API_QUANT_FILE_PATH=$(LLVM_SRC_ROOT)/test/VISC/DNN_Benchmarks/benchmarks/$(APP)/data/quant_ranges_rt.txt
+CONF_FILE_PATH=$(LLVM_SRC_ROOT)/test/VISC/DNN_Benchmarks/benchmarks/$(APP)/data/tuner_confs_base.txt
+
+VISC_OPTFLAGS3 = -load $(HPVM_LIB_DIR)/LLVMBuildDFG.so -load $(HPVM_LIB_DIR)/LLVMInPlaceDFGAnalysis.so -load $(HPVM_LIB_DIR)/LLVMDFG2LLVM_WrapperAPI.so -load $(HPVM_LIB_DIR)/LLVMDFG2LLVM_X86.so -load $(HPVM_LIB_DIR)/LLVMFuseHPVMTensorNodes.so -load $(HPVM_LIB_DIR)/LLVMClearDFG.so -inplace -hpvm-fuse -dfg2llvm-wrapperapi -quantization-levels-filename=$(WRAPPER_API_QUANT_FILE_PATH) -configuration-inputs-filename=$(CONF_FILE_PATH) -dfg2llvm-x86 -clearDFG
TARGET = $(BUILD_DIR)/$(APP).opt.bc
@@ -45,18 +52,25 @@ default: $(BUILD_DIR) $(TARGET)
$(BUILD_DIR)/%.ll: $(SRC_DIR)/%.cpp
$(CC) $(CC_FLAGS) -emit-llvm src/$(APP).cpp -S -o $(BUILD_DIR)/$(APP).ll
$(CC) $(CC_FLAGS) -emit-llvm src/$(APP)_promise.cpp -S -o $(BUILD_DIR)/$(APP)_promise.ll
+ $(CC) $(CC_FLAGS) -emit-llvm src/$(APP)_loop.cpp -S -o $(BUILD_DIR)/$(APP)_loop.ll
$(BUILD_DIR)/%.opt.bc: $(BUILD_DIR)/%.ll
$(OPT) -load LLVMGenVISC.so -genvisc -globaldce $(BUILD_DIR)/$(APP).ll -S -o $(BUILD_DIR)/$(APP).visc.ll
$(OPT) -load LLVMGenVISC.so -genvisc -globaldce $(BUILD_DIR)/$(APP)_promise.ll -S -o $(BUILD_DIR)/$(APP)_promise.visc.ll
+ $(OPT) -load LLVMGenVISC.so -genvisc -globaldce $(BUILD_DIR)/$(APP)_loop.ll -S -o $(BUILD_DIR)/$(APP)_loop.visc.ll
$(OPT) $(VISC_OPTFLAGS) $(BUILD_DIR)/$(APP).visc.ll -o $(BUILD_DIR)/$(APP)_cudnn.bc
- $(OPT) $(VISC_OPTFLAGS2) $(BUILD_DIR)/$(APP)_promise.visc.ll -o $(BUILD_DIR)/$(APP)_promise.bc
+ #$(OPT) $(VISC_OPTFLAGS2) $(BUILD_DIR)/$(APP)_promise.visc.ll -o $(BUILD_DIR)/$(APP)_promise.bc
+ $(OPT) $(VISC_OPTFLAGS3) $(BUILD_DIR)/$(APP)_promise.visc.ll -o $(BUILD_DIR)/$(APP)_wrapperapi.bc
+ $(OPT) $(VISC_OPTFLAGS3) $(BUILD_DIR)/$(APP)_loop.visc.ll -o $(BUILD_DIR)/$(APP)_loop_wrapperapi.bc
$(LLVM_LINK) $(BUILD_DIR)/$(APP)_cudnn.bc $(VISC_RT_PATH) -o $(BUILD_DIR)/$(APP)_cudnn_linked.bc
- $(LLVM_LINK) $(BUILD_DIR)/$(APP)_promise.bc $(VISC_RT_PATH) -o $(BUILD_DIR)/$(APP)_promise_linked.bc
- $(CC) $(BUILD_DIR)/$(APP)_cudnn_linked.bc $(TENSOR_LIB_DIR) -o $(BUILD_DIR)/$(APP)_cudnn_linked $(LINKER_FLAGS)
- $(CC) $(BUILD_DIR)/$(APP)_promise_linked.bc $(TENSOR_LIB_DIR) -o $(BUILD_DIR)/$(APP)_promise_linked $(LINKER_FLAGS)
- #$(CC) $(BUILD_DIR)/$(APP)_cudnn_linked.bc $(TENSOR_AUTOTUNER_DIR) -o $(BUILD_DIR)/lenet_tune $(LINKER_FLAGS)
+ #$(LLVM_LINK) $(BUILD_DIR)/$(APP)_promise.bc $(VISC_RT_PATH) -o $(BUILD_DIR)/$(APP)_promise_linked.bc
+ $(LLVM_LINK) $(BUILD_DIR)/$(APP)_wrapperapi.bc $(VISC_RT_PATH) -o $(BUILD_DIR)/$(APP)_wrapperapi_linked.bc
+ $(LLVM_LINK) $(BUILD_DIR)/$(APP)_loop_wrapperapi.bc $(VISC_RT_PATH) -o $(BUILD_DIR)/$(APP)_loop_wrapperapi_linked.bc
+ $(CC) $(BUILD_DIR)/$(APP)_cudnn_linked.bc $(TENSOR_LIB_DIR) $(PROFILER_LIB_DIR) $(SOC_SIMULATOR_LIB_DIR) -o $(BUILD_DIR)/$(APP)_cudnn_linked $(LINKER_FLAGS)
+ #$(CC) $(BUILD_DIR)/$(APP)_promise_linked.bc $(TENSOR_LIB_DIR) $(PROFILER_LIB_DIR) $(SOC_SIMULATOR_LIB_DIR) -o $(BUILD_DIR)/$(APP)_promise_linked $(LINKER_FLAGS)
+ $(CC) $(BUILD_DIR)/$(APP)_wrapperapi_linked.bc $(TENSOR_LIB_DIR) $(PROFILER_LIB_DIR) $(SOC_SIMULATOR_LIB_DIR) -o $(BUILD_DIR)/$(APP)_wrapperapi_linked $(LINKER_FLAGS)
+ $(CC) $(BUILD_DIR)/$(APP)_loop_wrapperapi_linked.bc $(TENSOR_LIB_DIR) $(PROFILER_LIB_DIR) $(SOC_SIMULATOR_LIB_DIR) -o $(BUILD_DIR)/$(APP)_loop_wrapperapi_linked $(LINKER_FLAGS)
$(BUILD_DIR):
mkdir -p $@
diff --git a/llvm/test/VISC/DNN_Benchmarks/benchmarks/resnet18/src/resnet18_loop.cpp b/llvm/test/VISC/DNN_Benchmarks/benchmarks/resnet18/src/resnet18_loop.cpp
new file mode 100644
index 0000000000000000000000000000000000000000..1f81dba0c7ca6d5334565b34d7081b6155fa0569
--- /dev/null
+++ b/llvm/test/VISC/DNN_Benchmarks/benchmarks/resnet18/src/resnet18_loop.cpp
@@ -0,0 +1,1471 @@
+
+
+#include <stdio.h>
+#include <stdlib.h>
+#include <unistd.h>
+#include <fcntl.h>
+#include <sys/stat.h>
+#include <cstring>
+#include <visc.h>
+#include <tensorTypes.h>
+#include <tensorUtils.h>
+
+void var_0_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_convolution(t1, t2, 1, 1, 1, 1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_1_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_add(t1, t2);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_2_node(void* t1, size_t bytes_t1) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(1, t1, 0);
+
+ void* r = __visc__tensor_relu(t1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_3_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_convolution(t1, t2, 1, 1, 1, 1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_4_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_add(t1, t2);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_5_node(void* t1, size_t bytes_t1) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(1, t1, 0);
+
+ void* r = __visc__tensor_relu(t1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_6_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_convolution(t1, t2, 1, 1, 1, 1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_7_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_add(t1, t2);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_8_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::CUDNN_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_add(t1, t2);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_9_node(void* t1, size_t bytes_t1) {
+ __visc__hint(visc::CUDNN_TARGET);
+ __visc__attributes(1, t1, 0);
+
+ void* r = __visc__tensor_relu(t1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_10_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_convolution(t1, t2, 1, 1, 1, 1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_11_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_add(t1, t2);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_12_node(void* t1, size_t bytes_t1) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(1, t1, 0);
+
+ void* r = __visc__tensor_relu(t1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_13_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_convolution(t1, t2, 1, 1, 1, 1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_14_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_add(t1, t2);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_15_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::CUDNN_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_add(t1, t2);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_16_node(void* t1, size_t bytes_t1) {
+ __visc__hint(visc::CUDNN_TARGET);
+ __visc__attributes(1, t1, 0);
+
+ void* r = __visc__tensor_relu(t1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_17_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_convolution(t1, t2, 1, 1, 1, 1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_18_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_add(t1, t2);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_19_node(void* t1, size_t bytes_t1) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(1, t1, 0);
+
+ void* r = __visc__tensor_relu(t1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_20_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_convolution(t1, t2, 1, 1, 1, 1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_21_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_add(t1, t2);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_22_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::CUDNN_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_add(t1, t2);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_23_node(void* t1, size_t bytes_t1) {
+ __visc__hint(visc::CUDNN_TARGET);
+ __visc__attributes(1, t1, 0);
+
+ void* r = __visc__tensor_relu(t1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_24_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_convolution(t1, t2, 1, 1, 2, 2);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_25_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_add(t1, t2);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_26_node(void* t1, size_t bytes_t1) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(1, t1, 0);
+
+ void* r = __visc__tensor_relu(t1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_27_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_convolution(t1, t2, 1, 1, 1, 1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_28_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_add(t1, t2);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_29_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_convolution(t1, t2, 0, 0, 2, 2);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_30_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_add(t1, t2);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_31_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::CUDNN_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_add(t1, t2);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_32_node(void* t1, size_t bytes_t1) {
+ __visc__hint(visc::CUDNN_TARGET);
+ __visc__attributes(1, t1, 0);
+
+ void* r = __visc__tensor_relu(t1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_33_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_convolution(t1, t2, 1, 1, 1, 1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_34_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_add(t1, t2);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_35_node(void* t1, size_t bytes_t1) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(1, t1, 0);
+
+ void* r = __visc__tensor_relu(t1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_36_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_convolution(t1, t2, 1, 1, 1, 1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_37_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_add(t1, t2);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_38_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::CUDNN_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_add(t1, t2);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_39_node(void* t1, size_t bytes_t1) {
+ __visc__hint(visc::CUDNN_TARGET);
+ __visc__attributes(1, t1, 0);
+
+ void* r = __visc__tensor_relu(t1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_40_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_convolution(t1, t2, 1, 1, 1, 1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_41_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_add(t1, t2);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_42_node(void* t1, size_t bytes_t1) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(1, t1, 0);
+
+ void* r = __visc__tensor_relu(t1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_43_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_convolution(t1, t2, 1, 1, 1, 1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_44_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_add(t1, t2);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_45_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::CUDNN_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_add(t1, t2);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_46_node(void* t1, size_t bytes_t1) {
+ __visc__hint(visc::CUDNN_TARGET);
+ __visc__attributes(1, t1, 0);
+
+ void* r = __visc__tensor_relu(t1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_47_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_convolution(t1, t2, 1, 1, 2, 2);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_48_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_add(t1, t2);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_49_node(void* t1, size_t bytes_t1) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(1, t1, 0);
+
+ void* r = __visc__tensor_relu(t1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_50_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_convolution(t1, t2, 1, 1, 1, 1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_51_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_add(t1, t2);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_52_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_convolution(t1, t2, 0, 0, 2, 2);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_53_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_add(t1, t2);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_54_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::CUDNN_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_add(t1, t2);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_55_node(void* t1, size_t bytes_t1) {
+ __visc__hint(visc::CUDNN_TARGET);
+ __visc__attributes(1, t1, 0);
+
+ void* r = __visc__tensor_relu(t1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_56_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_convolution(t1, t2, 1, 1, 1, 1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_57_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_add(t1, t2);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_58_node(void* t1, size_t bytes_t1) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(1, t1, 0);
+
+ void* r = __visc__tensor_relu(t1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_59_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_convolution(t1, t2, 1, 1, 1, 1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_60_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_add(t1, t2);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_61_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::CUDNN_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_add(t1, t2);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_62_node(void* t1, size_t bytes_t1) {
+ __visc__hint(visc::CUDNN_TARGET);
+ __visc__attributes(1, t1, 0);
+
+ void* r = __visc__tensor_relu(t1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_63_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_convolution(t1, t2, 1, 1, 1, 1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_64_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_add(t1, t2);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_65_node(void* t1, size_t bytes_t1) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(1, t1, 0);
+
+ void* r = __visc__tensor_relu(t1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_66_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_convolution(t1, t2, 1, 1, 1, 1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_67_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_add(t1, t2);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_68_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::CUDNN_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_add(t1, t2);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_69_node(void* t1, size_t bytes_t1) {
+ __visc__hint(visc::CUDNN_TARGET);
+ __visc__attributes(1, t1, 0);
+
+ void* r = __visc__tensor_relu(t1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_70_node(void* t1, size_t bytes_t1) {
+ __visc__hint(visc::CUDNN_TARGET);
+ __visc__attributes(1, t1, 0);
+
+ void* r = __visc__tensor_pool_mean(t1, 8, 8, 0, 0, 8, 8);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_71_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_mul(t1, t2);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_72_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_add(t1, t2);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_73_node(void* t1, size_t bytes_t1) {
+ __visc__hint(visc::CUDNN_TARGET);
+ __visc__attributes(1, t1, 0);
+
+ void* r = __visc__tensor_softmax(t1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void root(void* input, size_t input_bytes,
+ void* conv2d_1_w, size_t conv2d_1_w_bytes,
+ void* conv2d_1_b, size_t conv2d_1_b_bytes,
+ void* conv2d_2_w, size_t conv2d_2_w_bytes,
+ void* conv2d_2_b, size_t conv2d_2_b_bytes,
+ void* conv2d_3_w, size_t conv2d_3_w_bytes,
+ void* conv2d_3_b, size_t conv2d_3_b_bytes,
+ void* conv2d_4_w, size_t conv2d_4_w_bytes,
+ void* conv2d_4_b, size_t conv2d_4_b_bytes,
+ void* conv2d_5_w, size_t conv2d_5_w_bytes,
+ void* conv2d_5_b, size_t conv2d_5_b_bytes,
+ void* conv2d_6_w, size_t conv2d_6_w_bytes,
+ void* conv2d_6_b, size_t conv2d_6_b_bytes,
+ void* conv2d_7_w, size_t conv2d_7_w_bytes,
+ void* conv2d_7_b, size_t conv2d_7_b_bytes,
+ void* conv2d_8_w, size_t conv2d_8_w_bytes,
+ void* conv2d_8_b, size_t conv2d_8_b_bytes,
+ void* conv2d_10_w, size_t conv2d_10_w_bytes,
+ void* conv2d_10_b, size_t conv2d_10_b_bytes,
+ void* conv2d_9_w, size_t conv2d_9_w_bytes,
+ void* conv2d_9_b, size_t conv2d_9_b_bytes,
+ void* conv2d_11_w, size_t conv2d_11_w_bytes,
+ void* conv2d_11_b, size_t conv2d_11_b_bytes,
+ void* conv2d_12_w, size_t conv2d_12_w_bytes,
+ void* conv2d_12_b, size_t conv2d_12_b_bytes,
+ void* conv2d_13_w, size_t conv2d_13_w_bytes,
+ void* conv2d_13_b, size_t conv2d_13_b_bytes,
+ void* conv2d_14_w, size_t conv2d_14_w_bytes,
+ void* conv2d_14_b, size_t conv2d_14_b_bytes,
+ void* conv2d_15_w, size_t conv2d_15_w_bytes,
+ void* conv2d_15_b, size_t conv2d_15_b_bytes,
+ void* conv2d_17_w, size_t conv2d_17_w_bytes,
+ void* conv2d_17_b, size_t conv2d_17_b_bytes,
+ void* conv2d_16_w, size_t conv2d_16_w_bytes,
+ void* conv2d_16_b, size_t conv2d_16_b_bytes,
+ void* conv2d_18_w, size_t conv2d_18_w_bytes,
+ void* conv2d_18_b, size_t conv2d_18_b_bytes,
+ void* conv2d_19_w, size_t conv2d_19_w_bytes,
+ void* conv2d_19_b, size_t conv2d_19_b_bytes,
+ void* conv2d_20_w, size_t conv2d_20_w_bytes,
+ void* conv2d_20_b, size_t conv2d_20_b_bytes,
+ void* conv2d_21_w, size_t conv2d_21_w_bytes,
+ void* conv2d_21_b, size_t conv2d_21_b_bytes,
+ void* dense_1_w, size_t dense_1_w_bytes,
+ void* dense_1_b, size_t dense_1_b_bytes){
+
+
+ __visc__hint(visc::CPU_TARGET);
+ __visc__attributes(45, input, conv2d_1_w, conv2d_1_b, conv2d_2_w, conv2d_2_b, conv2d_3_w, conv2d_3_b, conv2d_4_w, conv2d_4_b, conv2d_5_w, conv2d_5_b, conv2d_6_w, conv2d_6_b, conv2d_7_w, conv2d_7_b, conv2d_8_w, conv2d_8_b, conv2d_10_w, conv2d_10_b, conv2d_9_w, conv2d_9_b, conv2d_11_w, conv2d_11_b, conv2d_12_w, conv2d_12_b, conv2d_13_w, conv2d_13_b, conv2d_14_w, conv2d_14_b, conv2d_15_w, conv2d_15_b, conv2d_17_w, conv2d_17_b, conv2d_16_w, conv2d_16_b, conv2d_18_w, conv2d_18_b, conv2d_19_w, conv2d_19_b, conv2d_20_w, conv2d_20_b, conv2d_21_w, conv2d_21_b, dense_1_w, dense_1_b, 0);
+
+
+ void* var_0 = __visc__createNodeND(0, var_0_node);
+
+ __visc__bindIn(var_0, 0, 0, 0);
+ __visc__bindIn(var_0, 1, 1, 0);
+ __visc__bindIn(var_0, 2, 2, 0);
+ __visc__bindIn(var_0, 3, 3, 0);
+
+ void* var_1 = __visc__createNodeND(0, var_1_node);
+
+ __visc__edge(var_0, var_1, 1, 0, 0, 0);
+ __visc__edge(var_0, var_1, 1, 1, 1, 0);
+ __visc__bindIn(var_1, 4, 2, 0);
+ __visc__bindIn(var_1, 5, 3, 0);
+
+ void* var_2 = __visc__createNodeND(0, var_2_node);
+
+ __visc__edge(var_1, var_2, 1, 0, 0, 0);
+ __visc__edge(var_1, var_2, 1, 1, 1, 0);
+
+ void* var_3 = __visc__createNodeND(0, var_3_node);
+
+ __visc__edge(var_2, var_3, 1, 0, 0, 0);
+ __visc__edge(var_2, var_3, 1, 1, 1, 0);
+ __visc__bindIn(var_3, 6, 2, 0);
+ __visc__bindIn(var_3, 7, 3, 0);
+
+ void* var_4 = __visc__createNodeND(0, var_4_node);
+
+ __visc__edge(var_3, var_4, 1, 0, 0, 0);
+ __visc__edge(var_3, var_4, 1, 1, 1, 0);
+ __visc__bindIn(var_4, 8, 2, 0);
+ __visc__bindIn(var_4, 9, 3, 0);
+
+ void* var_5 = __visc__createNodeND(0, var_5_node);
+
+ __visc__edge(var_4, var_5, 1, 0, 0, 0);
+ __visc__edge(var_4, var_5, 1, 1, 1, 0);
+
+ void* var_6 = __visc__createNodeND(0, var_6_node);
+
+ __visc__edge(var_5, var_6, 1, 0, 0, 0);
+ __visc__edge(var_5, var_6, 1, 1, 1, 0);
+ __visc__bindIn(var_6, 10, 2, 0);
+ __visc__bindIn(var_6, 11, 3, 0);
+
+ void* var_7 = __visc__createNodeND(0, var_7_node);
+
+ __visc__edge(var_6, var_7, 1, 0, 0, 0);
+ __visc__edge(var_6, var_7, 1, 1, 1, 0);
+ __visc__bindIn(var_7, 12, 2, 0);
+ __visc__bindIn(var_7, 13, 3, 0);
+
+ void* var_8 = __visc__createNodeND(0, var_8_node);
+
+ __visc__edge(var_2, var_8, 1, 0, 0, 0);
+ __visc__edge(var_2, var_8, 1, 1, 1, 0);
+ __visc__edge(var_7, var_8, 1, 0, 2, 0);
+ __visc__edge(var_7, var_8, 1, 1, 3, 0);
+
+ void* var_9 = __visc__createNodeND(0, var_9_node);
+
+ __visc__edge(var_8, var_9, 1, 0, 0, 0);
+ __visc__edge(var_8, var_9, 1, 1, 1, 0);
+
+ void* var_10 = __visc__createNodeND(0, var_10_node);
+
+ __visc__edge(var_9, var_10, 1, 0, 0, 0);
+ __visc__edge(var_9, var_10, 1, 1, 1, 0);
+ __visc__bindIn(var_10, 14, 2, 0);
+ __visc__bindIn(var_10, 15, 3, 0);
+
+ void* var_11 = __visc__createNodeND(0, var_11_node);
+
+ __visc__edge(var_10, var_11, 1, 0, 0, 0);
+ __visc__edge(var_10, var_11, 1, 1, 1, 0);
+ __visc__bindIn(var_11, 16, 2, 0);
+ __visc__bindIn(var_11, 17, 3, 0);
+
+ void* var_12 = __visc__createNodeND(0, var_12_node);
+
+ __visc__edge(var_11, var_12, 1, 0, 0, 0);
+ __visc__edge(var_11, var_12, 1, 1, 1, 0);
+
+ void* var_13 = __visc__createNodeND(0, var_13_node);
+
+ __visc__edge(var_12, var_13, 1, 0, 0, 0);
+ __visc__edge(var_12, var_13, 1, 1, 1, 0);
+ __visc__bindIn(var_13, 18, 2, 0);
+ __visc__bindIn(var_13, 19, 3, 0);
+
+ void* var_14 = __visc__createNodeND(0, var_14_node);
+
+ __visc__edge(var_13, var_14, 1, 0, 0, 0);
+ __visc__edge(var_13, var_14, 1, 1, 1, 0);
+ __visc__bindIn(var_14, 20, 2, 0);
+ __visc__bindIn(var_14, 21, 3, 0);
+
+ void* var_15 = __visc__createNodeND(0, var_15_node);
+
+ __visc__edge(var_9, var_15, 1, 0, 0, 0);
+ __visc__edge(var_9, var_15, 1, 1, 1, 0);
+ __visc__edge(var_14, var_15, 1, 0, 2, 0);
+ __visc__edge(var_14, var_15, 1, 1, 3, 0);
+
+ void* var_16 = __visc__createNodeND(0, var_16_node);
+
+ __visc__edge(var_15, var_16, 1, 0, 0, 0);
+ __visc__edge(var_15, var_16, 1, 1, 1, 0);
+
+ void* var_17 = __visc__createNodeND(0, var_17_node);
+
+ __visc__edge(var_16, var_17, 1, 0, 0, 0);
+ __visc__edge(var_16, var_17, 1, 1, 1, 0);
+ __visc__bindIn(var_17, 22, 2, 0);
+ __visc__bindIn(var_17, 23, 3, 0);
+
+ void* var_18 = __visc__createNodeND(0, var_18_node);
+
+ __visc__edge(var_17, var_18, 1, 0, 0, 0);
+ __visc__edge(var_17, var_18, 1, 1, 1, 0);
+ __visc__bindIn(var_18, 24, 2, 0);
+ __visc__bindIn(var_18, 25, 3, 0);
+
+ void* var_19 = __visc__createNodeND(0, var_19_node);
+
+ __visc__edge(var_18, var_19, 1, 0, 0, 0);
+ __visc__edge(var_18, var_19, 1, 1, 1, 0);
+
+ void* var_20 = __visc__createNodeND(0, var_20_node);
+
+ __visc__edge(var_19, var_20, 1, 0, 0, 0);
+ __visc__edge(var_19, var_20, 1, 1, 1, 0);
+ __visc__bindIn(var_20, 26, 2, 0);
+ __visc__bindIn(var_20, 27, 3, 0);
+
+ void* var_21 = __visc__createNodeND(0, var_21_node);
+
+ __visc__edge(var_20, var_21, 1, 0, 0, 0);
+ __visc__edge(var_20, var_21, 1, 1, 1, 0);
+ __visc__bindIn(var_21, 28, 2, 0);
+ __visc__bindIn(var_21, 29, 3, 0);
+
+ void* var_22 = __visc__createNodeND(0, var_22_node);
+
+ __visc__edge(var_16, var_22, 1, 0, 0, 0);
+ __visc__edge(var_16, var_22, 1, 1, 1, 0);
+ __visc__edge(var_21, var_22, 1, 0, 2, 0);
+ __visc__edge(var_21, var_22, 1, 1, 3, 0);
+
+ void* var_23 = __visc__createNodeND(0, var_23_node);
+
+ __visc__edge(var_22, var_23, 1, 0, 0, 0);
+ __visc__edge(var_22, var_23, 1, 1, 1, 0);
+
+ void* var_24 = __visc__createNodeND(0, var_24_node);
+
+ __visc__edge(var_23, var_24, 1, 0, 0, 0);
+ __visc__edge(var_23, var_24, 1, 1, 1, 0);
+ __visc__bindIn(var_24, 30, 2, 0);
+ __visc__bindIn(var_24, 31, 3, 0);
+
+ void* var_25 = __visc__createNodeND(0, var_25_node);
+
+ __visc__edge(var_24, var_25, 1, 0, 0, 0);
+ __visc__edge(var_24, var_25, 1, 1, 1, 0);
+ __visc__bindIn(var_25, 32, 2, 0);
+ __visc__bindIn(var_25, 33, 3, 0);
+
+ void* var_26 = __visc__createNodeND(0, var_26_node);
+
+ __visc__edge(var_25, var_26, 1, 0, 0, 0);
+ __visc__edge(var_25, var_26, 1, 1, 1, 0);
+
+ void* var_27 = __visc__createNodeND(0, var_27_node);
+
+ __visc__edge(var_26, var_27, 1, 0, 0, 0);
+ __visc__edge(var_26, var_27, 1, 1, 1, 0);
+ __visc__bindIn(var_27, 38, 2, 0);
+ __visc__bindIn(var_27, 39, 3, 0);
+
+ void* var_28 = __visc__createNodeND(0, var_28_node);
+
+ __visc__edge(var_27, var_28, 1, 0, 0, 0);
+ __visc__edge(var_27, var_28, 1, 1, 1, 0);
+ __visc__bindIn(var_28, 40, 2, 0);
+ __visc__bindIn(var_28, 41, 3, 0);
+
+ void* var_29 = __visc__createNodeND(0, var_29_node);
+
+ __visc__edge(var_23, var_29, 1, 0, 0, 0);
+ __visc__edge(var_23, var_29, 1, 1, 1, 0);
+ __visc__bindIn(var_29, 34, 2, 0);
+ __visc__bindIn(var_29, 35, 3, 0);
+
+ void* var_30 = __visc__createNodeND(0, var_30_node);
+
+ __visc__edge(var_29, var_30, 1, 0, 0, 0);
+ __visc__edge(var_29, var_30, 1, 1, 1, 0);
+ __visc__bindIn(var_30, 36, 2, 0);
+ __visc__bindIn(var_30, 37, 3, 0);
+
+ void* var_31 = __visc__createNodeND(0, var_31_node);
+
+ __visc__edge(var_30, var_31, 1, 0, 0, 0);
+ __visc__edge(var_30, var_31, 1, 1, 1, 0);
+ __visc__edge(var_28, var_31, 1, 0, 2, 0);
+ __visc__edge(var_28, var_31, 1, 1, 3, 0);
+
+ void* var_32 = __visc__createNodeND(0, var_32_node);
+
+ __visc__edge(var_31, var_32, 1, 0, 0, 0);
+ __visc__edge(var_31, var_32, 1, 1, 1, 0);
+
+ void* var_33 = __visc__createNodeND(0, var_33_node);
+
+ __visc__edge(var_32, var_33, 1, 0, 0, 0);
+ __visc__edge(var_32, var_33, 1, 1, 1, 0);
+ __visc__bindIn(var_33, 42, 2, 0);
+ __visc__bindIn(var_33, 43, 3, 0);
+
+ void* var_34 = __visc__createNodeND(0, var_34_node);
+
+ __visc__edge(var_33, var_34, 1, 0, 0, 0);
+ __visc__edge(var_33, var_34, 1, 1, 1, 0);
+ __visc__bindIn(var_34, 44, 2, 0);
+ __visc__bindIn(var_34, 45, 3, 0);
+
+ void* var_35 = __visc__createNodeND(0, var_35_node);
+
+ __visc__edge(var_34, var_35, 1, 0, 0, 0);
+ __visc__edge(var_34, var_35, 1, 1, 1, 0);
+
+ void* var_36 = __visc__createNodeND(0, var_36_node);
+
+ __visc__edge(var_35, var_36, 1, 0, 0, 0);
+ __visc__edge(var_35, var_36, 1, 1, 1, 0);
+ __visc__bindIn(var_36, 46, 2, 0);
+ __visc__bindIn(var_36, 47, 3, 0);
+
+ void* var_37 = __visc__createNodeND(0, var_37_node);
+
+ __visc__edge(var_36, var_37, 1, 0, 0, 0);
+ __visc__edge(var_36, var_37, 1, 1, 1, 0);
+ __visc__bindIn(var_37, 48, 2, 0);
+ __visc__bindIn(var_37, 49, 3, 0);
+
+ void* var_38 = __visc__createNodeND(0, var_38_node);
+
+ __visc__edge(var_32, var_38, 1, 0, 0, 0);
+ __visc__edge(var_32, var_38, 1, 1, 1, 0);
+ __visc__edge(var_37, var_38, 1, 0, 2, 0);
+ __visc__edge(var_37, var_38, 1, 1, 3, 0);
+
+ void* var_39 = __visc__createNodeND(0, var_39_node);
+
+ __visc__edge(var_38, var_39, 1, 0, 0, 0);
+ __visc__edge(var_38, var_39, 1, 1, 1, 0);
+
+ void* var_40 = __visc__createNodeND(0, var_40_node);
+
+ __visc__edge(var_39, var_40, 1, 0, 0, 0);
+ __visc__edge(var_39, var_40, 1, 1, 1, 0);
+ __visc__bindIn(var_40, 50, 2, 0);
+ __visc__bindIn(var_40, 51, 3, 0);
+
+ void* var_41 = __visc__createNodeND(0, var_41_node);
+
+ __visc__edge(var_40, var_41, 1, 0, 0, 0);
+ __visc__edge(var_40, var_41, 1, 1, 1, 0);
+ __visc__bindIn(var_41, 52, 2, 0);
+ __visc__bindIn(var_41, 53, 3, 0);
+
+ void* var_42 = __visc__createNodeND(0, var_42_node);
+
+ __visc__edge(var_41, var_42, 1, 0, 0, 0);
+ __visc__edge(var_41, var_42, 1, 1, 1, 0);
+
+ void* var_43 = __visc__createNodeND(0, var_43_node);
+
+ __visc__edge(var_42, var_43, 1, 0, 0, 0);
+ __visc__edge(var_42, var_43, 1, 1, 1, 0);
+ __visc__bindIn(var_43, 54, 2, 0);
+ __visc__bindIn(var_43, 55, 3, 0);
+
+ void* var_44 = __visc__createNodeND(0, var_44_node);
+
+ __visc__edge(var_43, var_44, 1, 0, 0, 0);
+ __visc__edge(var_43, var_44, 1, 1, 1, 0);
+ __visc__bindIn(var_44, 56, 2, 0);
+ __visc__bindIn(var_44, 57, 3, 0);
+
+ void* var_45 = __visc__createNodeND(0, var_45_node);
+
+ __visc__edge(var_39, var_45, 1, 0, 0, 0);
+ __visc__edge(var_39, var_45, 1, 1, 1, 0);
+ __visc__edge(var_44, var_45, 1, 0, 2, 0);
+ __visc__edge(var_44, var_45, 1, 1, 3, 0);
+
+ void* var_46 = __visc__createNodeND(0, var_46_node);
+
+ __visc__edge(var_45, var_46, 1, 0, 0, 0);
+ __visc__edge(var_45, var_46, 1, 1, 1, 0);
+
+ void* var_47 = __visc__createNodeND(0, var_47_node);
+
+ __visc__edge(var_46, var_47, 1, 0, 0, 0);
+ __visc__edge(var_46, var_47, 1, 1, 1, 0);
+ __visc__bindIn(var_47, 58, 2, 0);
+ __visc__bindIn(var_47, 59, 3, 0);
+
+ void* var_48 = __visc__createNodeND(0, var_48_node);
+
+ __visc__edge(var_47, var_48, 1, 0, 0, 0);
+ __visc__edge(var_47, var_48, 1, 1, 1, 0);
+ __visc__bindIn(var_48, 60, 2, 0);
+ __visc__bindIn(var_48, 61, 3, 0);
+
+ void* var_49 = __visc__createNodeND(0, var_49_node);
+
+ __visc__edge(var_48, var_49, 1, 0, 0, 0);
+ __visc__edge(var_48, var_49, 1, 1, 1, 0);
+
+ void* var_50 = __visc__createNodeND(0, var_50_node);
+
+ __visc__edge(var_49, var_50, 1, 0, 0, 0);
+ __visc__edge(var_49, var_50, 1, 1, 1, 0);
+ __visc__bindIn(var_50, 66, 2, 0);
+ __visc__bindIn(var_50, 67, 3, 0);
+
+ void* var_51 = __visc__createNodeND(0, var_51_node);
+
+ __visc__edge(var_50, var_51, 1, 0, 0, 0);
+ __visc__edge(var_50, var_51, 1, 1, 1, 0);
+ __visc__bindIn(var_51, 68, 2, 0);
+ __visc__bindIn(var_51, 69, 3, 0);
+
+ void* var_52 = __visc__createNodeND(0, var_52_node);
+
+ __visc__edge(var_46, var_52, 1, 0, 0, 0);
+ __visc__edge(var_46, var_52, 1, 1, 1, 0);
+ __visc__bindIn(var_52, 62, 2, 0);
+ __visc__bindIn(var_52, 63, 3, 0);
+
+ void* var_53 = __visc__createNodeND(0, var_53_node);
+
+ __visc__edge(var_52, var_53, 1, 0, 0, 0);
+ __visc__edge(var_52, var_53, 1, 1, 1, 0);
+ __visc__bindIn(var_53, 64, 2, 0);
+ __visc__bindIn(var_53, 65, 3, 0);
+
+ void* var_54 = __visc__createNodeND(0, var_54_node);
+
+ __visc__edge(var_53, var_54, 1, 0, 0, 0);
+ __visc__edge(var_53, var_54, 1, 1, 1, 0);
+ __visc__edge(var_51, var_54, 1, 0, 2, 0);
+ __visc__edge(var_51, var_54, 1, 1, 3, 0);
+
+ void* var_55 = __visc__createNodeND(0, var_55_node);
+
+ __visc__edge(var_54, var_55, 1, 0, 0, 0);
+ __visc__edge(var_54, var_55, 1, 1, 1, 0);
+
+ void* var_56 = __visc__createNodeND(0, var_56_node);
+
+ __visc__edge(var_55, var_56, 1, 0, 0, 0);
+ __visc__edge(var_55, var_56, 1, 1, 1, 0);
+ __visc__bindIn(var_56, 70, 2, 0);
+ __visc__bindIn(var_56, 71, 3, 0);
+
+ void* var_57 = __visc__createNodeND(0, var_57_node);
+
+ __visc__edge(var_56, var_57, 1, 0, 0, 0);
+ __visc__edge(var_56, var_57, 1, 1, 1, 0);
+ __visc__bindIn(var_57, 72, 2, 0);
+ __visc__bindIn(var_57, 73, 3, 0);
+
+ void* var_58 = __visc__createNodeND(0, var_58_node);
+
+ __visc__edge(var_57, var_58, 1, 0, 0, 0);
+ __visc__edge(var_57, var_58, 1, 1, 1, 0);
+
+ void* var_59 = __visc__createNodeND(0, var_59_node);
+
+ __visc__edge(var_58, var_59, 1, 0, 0, 0);
+ __visc__edge(var_58, var_59, 1, 1, 1, 0);
+ __visc__bindIn(var_59, 74, 2, 0);
+ __visc__bindIn(var_59, 75, 3, 0);
+
+ void* var_60 = __visc__createNodeND(0, var_60_node);
+
+ __visc__edge(var_59, var_60, 1, 0, 0, 0);
+ __visc__edge(var_59, var_60, 1, 1, 1, 0);
+ __visc__bindIn(var_60, 76, 2, 0);
+ __visc__bindIn(var_60, 77, 3, 0);
+
+ void* var_61 = __visc__createNodeND(0, var_61_node);
+
+ __visc__edge(var_55, var_61, 1, 0, 0, 0);
+ __visc__edge(var_55, var_61, 1, 1, 1, 0);
+ __visc__edge(var_60, var_61, 1, 0, 2, 0);
+ __visc__edge(var_60, var_61, 1, 1, 3, 0);
+
+ void* var_62 = __visc__createNodeND(0, var_62_node);
+
+ __visc__edge(var_61, var_62, 1, 0, 0, 0);
+ __visc__edge(var_61, var_62, 1, 1, 1, 0);
+
+ void* var_63 = __visc__createNodeND(0, var_63_node);
+
+ __visc__edge(var_62, var_63, 1, 0, 0, 0);
+ __visc__edge(var_62, var_63, 1, 1, 1, 0);
+ __visc__bindIn(var_63, 78, 2, 0);
+ __visc__bindIn(var_63, 79, 3, 0);
+
+ void* var_64 = __visc__createNodeND(0, var_64_node);
+
+ __visc__edge(var_63, var_64, 1, 0, 0, 0);
+ __visc__edge(var_63, var_64, 1, 1, 1, 0);
+ __visc__bindIn(var_64, 80, 2, 0);
+ __visc__bindIn(var_64, 81, 3, 0);
+
+ void* var_65 = __visc__createNodeND(0, var_65_node);
+
+ __visc__edge(var_64, var_65, 1, 0, 0, 0);
+ __visc__edge(var_64, var_65, 1, 1, 1, 0);
+
+ void* var_66 = __visc__createNodeND(0, var_66_node);
+
+ __visc__edge(var_65, var_66, 1, 0, 0, 0);
+ __visc__edge(var_65, var_66, 1, 1, 1, 0);
+ __visc__bindIn(var_66, 82, 2, 0);
+ __visc__bindIn(var_66, 83, 3, 0);
+
+ void* var_67 = __visc__createNodeND(0, var_67_node);
+
+ __visc__edge(var_66, var_67, 1, 0, 0, 0);
+ __visc__edge(var_66, var_67, 1, 1, 1, 0);
+ __visc__bindIn(var_67, 84, 2, 0);
+ __visc__bindIn(var_67, 85, 3, 0);
+
+ void* var_68 = __visc__createNodeND(0, var_68_node);
+
+ __visc__edge(var_62, var_68, 1, 0, 0, 0);
+ __visc__edge(var_62, var_68, 1, 1, 1, 0);
+ __visc__edge(var_67, var_68, 1, 0, 2, 0);
+ __visc__edge(var_67, var_68, 1, 1, 3, 0);
+
+ void* var_69 = __visc__createNodeND(0, var_69_node);
+
+ __visc__edge(var_68, var_69, 1, 0, 0, 0);
+ __visc__edge(var_68, var_69, 1, 1, 1, 0);
+
+ void* var_70 = __visc__createNodeND(0, var_70_node);
+
+ __visc__edge(var_69, var_70, 1, 0, 0, 0);
+ __visc__edge(var_69, var_70, 1, 1, 1, 0);
+
+ void* var_71 = __visc__createNodeND(0, var_71_node);
+
+ __visc__edge(var_70, var_71, 1, 0, 0, 0);
+ __visc__edge(var_70, var_71, 1, 1, 1, 0);
+ __visc__bindIn(var_71, 86, 2, 0);
+ __visc__bindIn(var_71, 87, 3, 0);
+
+ void* var_72 = __visc__createNodeND(0, var_72_node);
+
+ __visc__edge(var_71, var_72, 1, 0, 0, 0);
+ __visc__edge(var_71, var_72, 1, 1, 1, 0);
+ __visc__bindIn(var_72, 88, 2, 0);
+ __visc__bindIn(var_72, 89, 3, 0);
+
+ void* var_73 = __visc__createNodeND(0, var_73_node);
+
+ __visc__edge(var_72, var_73, 1, 0, 0, 0);
+ __visc__edge(var_72, var_73, 1, 1, 1, 0);
+
+ __visc__bindOut(var_73, 0, 0, 0);
+ __visc__bindOut(var_73, 1, 1, 0);
+
+}
+
+struct ret_t {
+ void* tensor;
+ size_t bytes;
+};
+
+typedef struct __attribute__((__packed__)) {
+ void* input;
+ size_t input_bytes;
+ void* conv2d_1_w;
+ size_t conv2d_1_w_bytes;
+ void* conv2d_1_b;
+ size_t conv2d_1_b_bytes;
+ void* conv2d_2_w;
+ size_t conv2d_2_w_bytes;
+ void* conv2d_2_b;
+ size_t conv2d_2_b_bytes;
+ void* conv2d_3_w;
+ size_t conv2d_3_w_bytes;
+ void* conv2d_3_b;
+ size_t conv2d_3_b_bytes;
+ void* conv2d_4_w;
+ size_t conv2d_4_w_bytes;
+ void* conv2d_4_b;
+ size_t conv2d_4_b_bytes;
+ void* conv2d_5_w;
+ size_t conv2d_5_w_bytes;
+ void* conv2d_5_b;
+ size_t conv2d_5_b_bytes;
+ void* conv2d_6_w;
+ size_t conv2d_6_w_bytes;
+ void* conv2d_6_b;
+ size_t conv2d_6_b_bytes;
+ void* conv2d_7_w;
+ size_t conv2d_7_w_bytes;
+ void* conv2d_7_b;
+ size_t conv2d_7_b_bytes;
+ void* conv2d_8_w;
+ size_t conv2d_8_w_bytes;
+ void* conv2d_8_b;
+ size_t conv2d_8_b_bytes;
+ void* conv2d_10_w;
+ size_t conv2d_10_w_bytes;
+ void* conv2d_10_b;
+ size_t conv2d_10_b_bytes;
+ void* conv2d_9_w;
+ size_t conv2d_9_w_bytes;
+ void* conv2d_9_b;
+ size_t conv2d_9_b_bytes;
+ void* conv2d_11_w;
+ size_t conv2d_11_w_bytes;
+ void* conv2d_11_b;
+ size_t conv2d_11_b_bytes;
+ void* conv2d_12_w;
+ size_t conv2d_12_w_bytes;
+ void* conv2d_12_b;
+ size_t conv2d_12_b_bytes;
+ void* conv2d_13_w;
+ size_t conv2d_13_w_bytes;
+ void* conv2d_13_b;
+ size_t conv2d_13_b_bytes;
+ void* conv2d_14_w;
+ size_t conv2d_14_w_bytes;
+ void* conv2d_14_b;
+ size_t conv2d_14_b_bytes;
+ void* conv2d_15_w;
+ size_t conv2d_15_w_bytes;
+ void* conv2d_15_b;
+ size_t conv2d_15_b_bytes;
+ void* conv2d_17_w;
+ size_t conv2d_17_w_bytes;
+ void* conv2d_17_b;
+ size_t conv2d_17_b_bytes;
+ void* conv2d_16_w;
+ size_t conv2d_16_w_bytes;
+ void* conv2d_16_b;
+ size_t conv2d_16_b_bytes;
+ void* conv2d_18_w;
+ size_t conv2d_18_w_bytes;
+ void* conv2d_18_b;
+ size_t conv2d_18_b_bytes;
+ void* conv2d_19_w;
+ size_t conv2d_19_w_bytes;
+ void* conv2d_19_b;
+ size_t conv2d_19_b_bytes;
+ void* conv2d_20_w;
+ size_t conv2d_20_w_bytes;
+ void* conv2d_20_b;
+ size_t conv2d_20_b_bytes;
+ void* conv2d_21_w;
+ size_t conv2d_21_w_bytes;
+ void* conv2d_21_b;
+ size_t conv2d_21_b_bytes;
+ void* dense_1_w;
+ size_t dense_1_w_bytes;
+ void* dense_1_b;
+ size_t dense_1_b_bytes;
+
+ struct ret_t r;
+}
+RootIn;
+
+int main(){
+ std::string dir_prefix = std::string("../../../../../../projects/hpvm-tensor-rt/model_params/resnet18_cifar10_promise/");
+
+ std::string input_path = dir_prefix + std::string("input.bin");
+ //void* input = readTrainedWeights(input_path.c_str(), 0,5000,3,32,32);
+ std::string labels_path = dir_prefix + std::string("labels32.bin");
+ //uint32_t* labels = readLabels3(labels_path.c_str(),5000);
+
+ std::string conv2d_1_w_path = dir_prefix + std::string("conv2d_1_w.bin");
+ void* conv2d_1_w = readTrainedWeights(conv2d_1_w_path.c_str(), 0,16,3,3,3);
+ std::string conv2d_1_b_path = dir_prefix + std::string("conv2d_1_b.bin");
+ void* conv2d_1_b = readTrainedWeights(conv2d_1_b_path.c_str(), 0,1,16,1,1);
+ std::string conv2d_2_w_path = dir_prefix + std::string("conv2d_2_w.bin");
+ void* conv2d_2_w = readTrainedWeights(conv2d_2_w_path.c_str(), 0,16,16,3,3);
+ std::string conv2d_2_b_path = dir_prefix + std::string("conv2d_2_b.bin");
+ void* conv2d_2_b = readTrainedWeights(conv2d_2_b_path.c_str(), 0,1,16,1,1);
+ std::string conv2d_3_w_path = dir_prefix + std::string("conv2d_3_w.bin");
+ void* conv2d_3_w = readTrainedWeights(conv2d_3_w_path.c_str(), 0,16,16,3,3);
+ std::string conv2d_3_b_path = dir_prefix + std::string("conv2d_3_b.bin");
+ void* conv2d_3_b = readTrainedWeights(conv2d_3_b_path.c_str(), 0,1,16,1,1);
+ std::string conv2d_4_w_path = dir_prefix + std::string("conv2d_4_w.bin");
+ void* conv2d_4_w = readTrainedWeights(conv2d_4_w_path.c_str(), 0,16,16,3,3);
+ std::string conv2d_4_b_path = dir_prefix + std::string("conv2d_4_b.bin");
+ void* conv2d_4_b = readTrainedWeights(conv2d_4_b_path.c_str(), 0,1,16,1,1);
+ std::string conv2d_5_w_path = dir_prefix + std::string("conv2d_5_w.bin");
+ void* conv2d_5_w = readTrainedWeights(conv2d_5_w_path.c_str(), 0,16,16,3,3);
+ std::string conv2d_5_b_path = dir_prefix + std::string("conv2d_5_b.bin");
+ void* conv2d_5_b = readTrainedWeights(conv2d_5_b_path.c_str(), 0,1,16,1,1);
+ std::string conv2d_6_w_path = dir_prefix + std::string("conv2d_6_w.bin");
+ void* conv2d_6_w = readTrainedWeights(conv2d_6_w_path.c_str(), 0,16,16,3,3);
+ std::string conv2d_6_b_path = dir_prefix + std::string("conv2d_6_b.bin");
+ void* conv2d_6_b = readTrainedWeights(conv2d_6_b_path.c_str(), 0,1,16,1,1);
+ std::string conv2d_7_w_path = dir_prefix + std::string("conv2d_7_w.bin");
+ void* conv2d_7_w = readTrainedWeights(conv2d_7_w_path.c_str(), 0,16,16,3,3);
+ std::string conv2d_7_b_path = dir_prefix + std::string("conv2d_7_b.bin");
+ void* conv2d_7_b = readTrainedWeights(conv2d_7_b_path.c_str(), 0,1,16,1,1);
+ std::string conv2d_8_w_path = dir_prefix + std::string("conv2d_8_w.bin");
+ void* conv2d_8_w = readTrainedWeights(conv2d_8_w_path.c_str(), 0,32,16,3,3);
+ std::string conv2d_8_b_path = dir_prefix + std::string("conv2d_8_b.bin");
+ void* conv2d_8_b = readTrainedWeights(conv2d_8_b_path.c_str(), 0,1,32,1,1);
+ std::string conv2d_10_w_path = dir_prefix + std::string("conv2d_10_w.bin");
+ void* conv2d_10_w = readTrainedWeights(conv2d_10_w_path.c_str(), 0,32,16,1,1);
+ std::string conv2d_10_b_path = dir_prefix + std::string("conv2d_10_b.bin");
+ void* conv2d_10_b = readTrainedWeights(conv2d_10_b_path.c_str(), 0,1,32,1,1);
+ std::string conv2d_9_w_path = dir_prefix + std::string("conv2d_9_w.bin");
+ void* conv2d_9_w = readTrainedWeights(conv2d_9_w_path.c_str(), 0,32,32,3,3);
+ std::string conv2d_9_b_path = dir_prefix + std::string("conv2d_9_b.bin");
+ void* conv2d_9_b = readTrainedWeights(conv2d_9_b_path.c_str(), 0,1,32,1,1);
+ std::string conv2d_11_w_path = dir_prefix + std::string("conv2d_11_w.bin");
+ void* conv2d_11_w = readTrainedWeights(conv2d_11_w_path.c_str(), 0,32,32,3,3);
+ std::string conv2d_11_b_path = dir_prefix + std::string("conv2d_11_b.bin");
+ void* conv2d_11_b = readTrainedWeights(conv2d_11_b_path.c_str(), 0,1,32,1,1);
+ std::string conv2d_12_w_path = dir_prefix + std::string("conv2d_12_w.bin");
+ void* conv2d_12_w = readTrainedWeights(conv2d_12_w_path.c_str(), 0,32,32,3,3);
+ std::string conv2d_12_b_path = dir_prefix + std::string("conv2d_12_b.bin");
+ void* conv2d_12_b = readTrainedWeights(conv2d_12_b_path.c_str(), 0,1,32,1,1);
+ std::string conv2d_13_w_path = dir_prefix + std::string("conv2d_13_w.bin");
+ void* conv2d_13_w = readTrainedWeights(conv2d_13_w_path.c_str(), 0,32,32,3,3);
+ std::string conv2d_13_b_path = dir_prefix + std::string("conv2d_13_b.bin");
+ void* conv2d_13_b = readTrainedWeights(conv2d_13_b_path.c_str(), 0,1,32,1,1);
+ std::string conv2d_14_w_path = dir_prefix + std::string("conv2d_14_w.bin");
+ void* conv2d_14_w = readTrainedWeights(conv2d_14_w_path.c_str(), 0,32,32,3,3);
+ std::string conv2d_14_b_path = dir_prefix + std::string("conv2d_14_b.bin");
+ void* conv2d_14_b = readTrainedWeights(conv2d_14_b_path.c_str(), 0,1,32,1,1);
+ std::string conv2d_15_w_path = dir_prefix + std::string("conv2d_15_w.bin");
+ void* conv2d_15_w = readTrainedWeights(conv2d_15_w_path.c_str(), 0,64,32,3,3);
+ std::string conv2d_15_b_path = dir_prefix + std::string("conv2d_15_b.bin");
+ void* conv2d_15_b = readTrainedWeights(conv2d_15_b_path.c_str(), 0,1,64,1,1);
+ std::string conv2d_17_w_path = dir_prefix + std::string("conv2d_17_w.bin");
+ void* conv2d_17_w = readTrainedWeights(conv2d_17_w_path.c_str(), 0,64,32,1,1);
+ std::string conv2d_17_b_path = dir_prefix + std::string("conv2d_17_b.bin");
+ void* conv2d_17_b = readTrainedWeights(conv2d_17_b_path.c_str(), 0,1,64,1,1);
+ std::string conv2d_16_w_path = dir_prefix + std::string("conv2d_16_w.bin");
+ void* conv2d_16_w = readTrainedWeights(conv2d_16_w_path.c_str(), 0,64,64,3,3);
+ std::string conv2d_16_b_path = dir_prefix + std::string("conv2d_16_b.bin");
+ void* conv2d_16_b = readTrainedWeights(conv2d_16_b_path.c_str(), 0,1,64,1,1);
+ std::string conv2d_18_w_path = dir_prefix + std::string("conv2d_18_w.bin");
+ void* conv2d_18_w = readTrainedWeights(conv2d_18_w_path.c_str(), 0,64,64,3,3);
+ std::string conv2d_18_b_path = dir_prefix + std::string("conv2d_18_b.bin");
+ void* conv2d_18_b = readTrainedWeights(conv2d_18_b_path.c_str(), 0,1,64,1,1);
+ std::string conv2d_19_w_path = dir_prefix + std::string("conv2d_19_w.bin");
+ void* conv2d_19_w = readTrainedWeights(conv2d_19_w_path.c_str(), 0,64,64,3,3);
+ std::string conv2d_19_b_path = dir_prefix + std::string("conv2d_19_b.bin");
+ void* conv2d_19_b = readTrainedWeights(conv2d_19_b_path.c_str(), 0,1,64,1,1);
+ std::string conv2d_20_w_path = dir_prefix + std::string("conv2d_20_w.bin");
+ void* conv2d_20_w = readTrainedWeights(conv2d_20_w_path.c_str(), 0,64,64,3,3);
+ std::string conv2d_20_b_path = dir_prefix + std::string("conv2d_20_b.bin");
+ void* conv2d_20_b = readTrainedWeights(conv2d_20_b_path.c_str(), 0,1,64,1,1);
+ std::string conv2d_21_w_path = dir_prefix + std::string("conv2d_21_w.bin");
+ void* conv2d_21_w = readTrainedWeights(conv2d_21_w_path.c_str(), 0,64,64,3,3);
+ std::string conv2d_21_b_path = dir_prefix + std::string("conv2d_21_b.bin");
+ void* conv2d_21_b = readTrainedWeights(conv2d_21_b_path.c_str(), 0,1,64,1,1);
+ std::string dense_1_w_path = dir_prefix + std::string("dense_1_w.bin");
+ void* dense_1_w = readTrainedWeights(dense_1_w_path.c_str(), 0,1,1,64,10);
+ std::string dense_1_b_path = dir_prefix + std::string("dense_1_b.bin");
+ void* dense_1_b = readTrainedWeights(dense_1_b_path.c_str(), 0,1,10,1,1);
+
+ __visc__init();
+ RootIn* args = static_cast<RootIn*>(malloc(sizeof(RootIn)));
+
+ //args->input = input;
+ //args->input_bytes = 0;
+ args->conv2d_1_w = conv2d_1_w;
+ args->conv2d_1_w_bytes = 0;
+ args->conv2d_1_b = conv2d_1_b;
+ args->conv2d_1_b_bytes = 0;
+ args->conv2d_2_w = conv2d_2_w;
+ args->conv2d_2_w_bytes = 0;
+ args->conv2d_2_b = conv2d_2_b;
+ args->conv2d_2_b_bytes = 0;
+ args->conv2d_3_w = conv2d_3_w;
+ args->conv2d_3_w_bytes = 0;
+ args->conv2d_3_b = conv2d_3_b;
+ args->conv2d_3_b_bytes = 0;
+ args->conv2d_4_w = conv2d_4_w;
+ args->conv2d_4_w_bytes = 0;
+ args->conv2d_4_b = conv2d_4_b;
+ args->conv2d_4_b_bytes = 0;
+ args->conv2d_5_w = conv2d_5_w;
+ args->conv2d_5_w_bytes = 0;
+ args->conv2d_5_b = conv2d_5_b;
+ args->conv2d_5_b_bytes = 0;
+ args->conv2d_6_w = conv2d_6_w;
+ args->conv2d_6_w_bytes = 0;
+ args->conv2d_6_b = conv2d_6_b;
+ args->conv2d_6_b_bytes = 0;
+ args->conv2d_7_w = conv2d_7_w;
+ args->conv2d_7_w_bytes = 0;
+ args->conv2d_7_b = conv2d_7_b;
+ args->conv2d_7_b_bytes = 0;
+ args->conv2d_8_w = conv2d_8_w;
+ args->conv2d_8_w_bytes = 0;
+ args->conv2d_8_b = conv2d_8_b;
+ args->conv2d_8_b_bytes = 0;
+ args->conv2d_10_w = conv2d_10_w;
+ args->conv2d_10_w_bytes = 0;
+ args->conv2d_10_b = conv2d_10_b;
+ args->conv2d_10_b_bytes = 0;
+ args->conv2d_9_w = conv2d_9_w;
+ args->conv2d_9_w_bytes = 0;
+ args->conv2d_9_b = conv2d_9_b;
+ args->conv2d_9_b_bytes = 0;
+ args->conv2d_11_w = conv2d_11_w;
+ args->conv2d_11_w_bytes = 0;
+ args->conv2d_11_b = conv2d_11_b;
+ args->conv2d_11_b_bytes = 0;
+ args->conv2d_12_w = conv2d_12_w;
+ args->conv2d_12_w_bytes = 0;
+ args->conv2d_12_b = conv2d_12_b;
+ args->conv2d_12_b_bytes = 0;
+ args->conv2d_13_w = conv2d_13_w;
+ args->conv2d_13_w_bytes = 0;
+ args->conv2d_13_b = conv2d_13_b;
+ args->conv2d_13_b_bytes = 0;
+ args->conv2d_14_w = conv2d_14_w;
+ args->conv2d_14_w_bytes = 0;
+ args->conv2d_14_b = conv2d_14_b;
+ args->conv2d_14_b_bytes = 0;
+ args->conv2d_15_w = conv2d_15_w;
+ args->conv2d_15_w_bytes = 0;
+ args->conv2d_15_b = conv2d_15_b;
+ args->conv2d_15_b_bytes = 0;
+ args->conv2d_17_w = conv2d_17_w;
+ args->conv2d_17_w_bytes = 0;
+ args->conv2d_17_b = conv2d_17_b;
+ args->conv2d_17_b_bytes = 0;
+ args->conv2d_16_w = conv2d_16_w;
+ args->conv2d_16_w_bytes = 0;
+ args->conv2d_16_b = conv2d_16_b;
+ args->conv2d_16_b_bytes = 0;
+ args->conv2d_18_w = conv2d_18_w;
+ args->conv2d_18_w_bytes = 0;
+ args->conv2d_18_b = conv2d_18_b;
+ args->conv2d_18_b_bytes = 0;
+ args->conv2d_19_w = conv2d_19_w;
+ args->conv2d_19_w_bytes = 0;
+ args->conv2d_19_b = conv2d_19_b;
+ args->conv2d_19_b_bytes = 0;
+ args->conv2d_20_w = conv2d_20_w;
+ args->conv2d_20_w_bytes = 0;
+ args->conv2d_20_b = conv2d_20_b;
+ args->conv2d_20_b_bytes = 0;
+ args->conv2d_21_w = conv2d_21_w;
+ args->conv2d_21_w_bytes = 0;
+ args->conv2d_21_b = conv2d_21_b;
+ args->conv2d_21_b_bytes = 0;
+ args->dense_1_w = dense_1_w;
+ args->dense_1_w_bytes = 0;
+ args->dense_1_b = dense_1_b;
+ args->dense_1_b_bytes = 0;
+
+ int batch_size = 500;
+ int test_input_size = 10000;
+ int batch_count = test_input_size / batch_size;
+
+ // NOTE-HASHIM: commented out
+ //void* input = create4DTensor(0,nchw,batch_size,3,32,32);
+
+ startMemTracking();
+ startProfiling();
+
+ for (int i = 0; i < batch_count; i++){
+
+ int start = i * batch_size;
+ int end = (i + 1) * batch_size;
+
+ //copyInputBatch(input_path.c_str(),start,end,3,32,32, input);
+
+ // NOTE-HASHIM: Commented out above line and line that does create4DTensor
+ void* input = readInputBatch(input_path.c_str(), 0,
+ start, end,
+ 3, 32, 32);
+
+ args->input = input;
+ args->input_bytes = 0;
+
+ void* dfg = __visc__launch(0, root, (void*) args);
+
+ __visc__wait(dfg);
+
+ void *result = static_cast<RootIn*>(args)->input;
+ hpvm_request_tensor(result, 0);
+
+ llvm_hpvm_invokeRtControl(result, labels_path.c_str(), start, end);
+
+ printf("RUNNING BATCH = %d \n", i);
+
+ freeBatchMemory();
+ }
+
+ stopProfiling();
+ __visc__cleanup();
+ return 0;
+}
diff --git a/llvm/test/VISC/DNN_Benchmarks/benchmarks/vgg16_cifar10/Makefile b/llvm/test/VISC/DNN_Benchmarks/benchmarks/vgg16_cifar10/Makefile
index 486c78e05789b7b4c0c7da81a70dc0f3240642be..8da42984120f62077add32aa4ab0fc5f91b59742 100644
--- a/llvm/test/VISC/DNN_Benchmarks/benchmarks/vgg16_cifar10/Makefile
+++ b/llvm/test/VISC/DNN_Benchmarks/benchmarks/vgg16_cifar10/Makefile
@@ -1,6 +1,7 @@
DNN_BENCHMARK_ROOT = $(LLVM_SRC_ROOT)/test/VISC/DNN_Benchmarks
# NOTE: can configure build directory
-HPVM_BUILD_DIR = $(LLVM_SRC_ROOT)/../build_hpvm/
+#HPVM_BUILD_DIR = $(LLVM_SRC_ROOT)/../build_hpvm/
+HPVM_BUILD_DIR = $(LLVM_BUILD_ROOT)
CC = $(HPVM_BUILD_DIR)/bin/clang++
OPT = $(HPVM_BUILD_DIR)/bin/opt
@@ -12,9 +13,12 @@ SRC_DIR = src
BUILD_DIR = build
APP = vgg16_cifar10
+
TENSOR_INCLUDE_DIR = $(DNN_BENCHMARK_ROOT)/common/include
TENSOR_RT_INCLUDE_DIR = $(LLVM_SRC_ROOT)/projects/hpvm-tensor-rt/tensor_runtime/include
TENSOR_LIB_DIR = $(LLVM_SRC_ROOT)/projects/hpvm-tensor-rt/lib/libtensor_runtime.a
+PROFILER_LIB_DIR = $(LLVM_SRC_ROOT)/projects/gpu_profiler/lib/libgpu_profiler.a
+SOC_SIMULATOR_LIB_DIR = $(LLVM_SRC_ROOT)/projects/soc_simulator/lib/libpromise_profiler.a
TENSOR_AUTOTUNER_DIR = $(LLVM_SRC_ROOT)/projects/hpvm-tensor-rt/lib/libtensor_autotuner.a
CC_FLAGS = -I $(LLVM_INCLUDE_DIR) -I $(TENSOR_INCLUDE_DIR) -I $(TENSOR_RT_INCLUDE_DIR) -I $(CUDA_INCLUDE_PATH) -fno-exceptions -ffast-math -std=c++11 -O3
@@ -27,10 +31,15 @@ HPVM_LIB_DIR = $(HPVM_BUILD_DIR)/lib
VISC_OPTFLAGS = -load $(HPVM_LIB_DIR)/LLVMBuildDFG.so -load $(HPVM_LIB_DIR)/LLVMInPlaceDFGAnalysis.so -load $(HPVM_LIB_DIR)/LLVMDFG2LLVM_CUDNN.so -load $(HPVM_LIB_DIR)/LLVMDFG2LLVM_X86.so -load $(HPVM_LIB_DIR)/LLVMClearDFG.so -inplace -dfg2llvm-cudnn -dfg2llvm-x86 -clearDFG
-QUANT_FILE_PATH=/home/hsharif3/Gitlab/hpvm/llvm/test/VISC/DNN_Benchmarks/benchmarks/vgg16_cifar10/data/quant_ranges.txt
+PROMISE_QUANT_FILE_PATH=$(LLVM_SRC_ROOT)/test/VISC/DNN_Benchmarks/benchmarks/$(APP)/data/quant_ranges.txt
+
+VISC_OPTFLAGS2 = -load $(HPVM_LIB_DIR)/LLVMBuildDFG.so -load $(HPVM_LIB_DIR)/LLVMInPlaceDFGAnalysis.so -load $(HPVM_LIB_DIR)/LLVMDFG2LLVM_PROMISE.so -load $(HPVM_LIB_DIR)/LLVMDFG2LLVM_CUDNN.so -load $(HPVM_LIB_DIR)/LLVMDFG2LLVM_X86.so -load $(HPVM_LIB_DIR)/LLVMFuseHPVMTensorNodes.so -load $(HPVM_LIB_DIR)/LLVMClearDFG.so -inplace -hpvm-fuse -dfg2llvm-promise -quantization-levels-filename=$(PROMISE_QUANT_FILE_PATH) -dfg2llvm-cudnn -dfg2llvm-x86 -clearDFG
+
+WRAPPER_API_QUANT_FILE_PATH=$(LLVM_SRC_ROOT)/test/VISC/DNN_Benchmarks/benchmarks/$(APP)/data/quant_ranges_rt.txt
-VISC_OPTFLAGS2 = -load $(HPVM_LIB_DIR)/LLVMBuildDFG.so -load $(HPVM_LIB_DIR)/LLVMInPlaceDFGAnalysis.so -load $(HPVM_LIB_DIR)/LLVMDFG2LLVM_PROMISE.so -load $(HPVM_LIB_DIR)/LLVMDFG2LLVM_CUDNN.so -load $(HPVM_LIB_DIR)/LLVMDFG2LLVM_X86.so -load $(HPVM_LIB_DIR)/LLVMFuseHPVMTensorNodes.so -load $(HPVM_LIB_DIR)/LLVMClearDFG.so -inplace -hpvm-fuse -dfg2llvm-promise -quantization-levels-filename=$(QUANT_FILE_PATH) -dfg2llvm-cudnn -dfg2llvm-x86 -clearDFG
+CONF_FILE_PATH=$(LLVM_SRC_ROOT)/test/VISC/DNN_Benchmarks/benchmarks/$(APP)/data/tuner_confs_base.txt
+VISC_OPTFLAGS3 = -load $(HPVM_LIB_DIR)/LLVMBuildDFG.so -load $(HPVM_LIB_DIR)/LLVMInPlaceDFGAnalysis.so -load $(HPVM_LIB_DIR)/LLVMDFG2LLVM_WrapperAPI.so -load $(HPVM_LIB_DIR)/LLVMDFG2LLVM_X86.so -load $(HPVM_LIB_DIR)/LLVMFuseHPVMTensorNodes.so -load $(HPVM_LIB_DIR)/LLVMClearDFG.so -inplace -hpvm-fuse -dfg2llvm-wrapperapi -quantization-levels-filename=$(WRAPPER_API_QUANT_FILE_PATH) -configuration-inputs-filename=$(CONF_FILE_PATH) -dfg2llvm-x86 -clearDFG
TARGET = $(BUILD_DIR)/$(APP).opt.bc
@@ -45,18 +54,25 @@ default: $(BUILD_DIR) $(TARGET)
$(BUILD_DIR)/%.ll: $(SRC_DIR)/%.cpp
$(CC) $(CC_FLAGS) -emit-llvm src/$(APP).cpp -S -o $(BUILD_DIR)/$(APP).ll
$(CC) $(CC_FLAGS) -emit-llvm src/$(APP)_promise.cpp -S -o $(BUILD_DIR)/$(APP)_promise.ll
+ $(CC) $(CC_FLAGS) -emit-llvm src/$(APP)_loop.cpp -S -o $(BUILD_DIR)/$(APP)_loop.ll
$(BUILD_DIR)/%.opt.bc: $(BUILD_DIR)/%.ll
$(OPT) -load LLVMGenVISC.so -genvisc -globaldce $(BUILD_DIR)/$(APP).ll -S -o $(BUILD_DIR)/$(APP).visc.ll
$(OPT) -load LLVMGenVISC.so -genvisc -globaldce $(BUILD_DIR)/$(APP)_promise.ll -S -o $(BUILD_DIR)/$(APP)_promise.visc.ll
+ $(OPT) -load LLVMGenVISC.so -genvisc -globaldce $(BUILD_DIR)/$(APP)_loop.ll -S -o $(BUILD_DIR)/$(APP)_loop.visc.ll
$(OPT) $(VISC_OPTFLAGS) $(BUILD_DIR)/$(APP).visc.ll -o $(BUILD_DIR)/$(APP)_cudnn.bc
- $(OPT) $(VISC_OPTFLAGS2) $(BUILD_DIR)/$(APP)_promise.visc.ll -o $(BUILD_DIR)/$(APP)_promise.bc
+ #$(OPT) $(VISC_OPTFLAGS2) $(BUILD_DIR)/$(APP)_promise.visc.ll -o $(BUILD_DIR)/$(APP)_promise.bc
+ $(OPT) $(VISC_OPTFLAGS3) $(BUILD_DIR)/$(APP)_promise.visc.ll -o $(BUILD_DIR)/$(APP)_wrapperapi.bc
+ $(OPT) $(VISC_OPTFLAGS3) $(BUILD_DIR)/$(APP)_loop.visc.ll -o $(BUILD_DIR)/$(APP)_loop_wrapperapi.bc
$(LLVM_LINK) $(BUILD_DIR)/$(APP)_cudnn.bc $(VISC_RT_PATH) -o $(BUILD_DIR)/$(APP)_cudnn_linked.bc
- $(LLVM_LINK) $(BUILD_DIR)/$(APP)_promise.bc $(VISC_RT_PATH) -o $(BUILD_DIR)/$(APP)_promise_linked.bc
- $(CC) $(BUILD_DIR)/$(APP)_cudnn_linked.bc $(TENSOR_LIB_DIR) -o $(BUILD_DIR)/$(APP)_cudnn_linked $(LINKER_FLAGS)
- $(CC) $(BUILD_DIR)/$(APP)_promise_linked.bc $(TENSOR_LIB_DIR) -o $(BUILD_DIR)/$(APP)_promise_linked $(LINKER_FLAGS)
- #$(CC) $(BUILD_DIR)/$(APP)_cudnn_linked.bc $(TENSOR_AUTOTUNER_DIR) -o $(BUILD_DIR)/lenet_tune $(LINKER_FLAGS)
+ #$(LLVM_LINK) $(BUILD_DIR)/$(APP)_promise.bc $(VISC_RT_PATH) -o $(BUILD_DIR)/$(APP)_promise_linked.bc
+ $(LLVM_LINK) $(BUILD_DIR)/$(APP)_wrapperapi.bc $(VISC_RT_PATH) -o $(BUILD_DIR)/$(APP)_wrapperapi_linked.bc
+ $(LLVM_LINK) $(BUILD_DIR)/$(APP)_loop_wrapperapi.bc $(VISC_RT_PATH) -o $(BUILD_DIR)/$(APP)_loop_wrapperapi_linked.bc
+ $(CC) $(BUILD_DIR)/$(APP)_cudnn_linked.bc $(TENSOR_LIB_DIR) $(PROFILER_LIB_DIR) $(SOC_SIMULATOR_LIB_DIR) -o $(BUILD_DIR)/$(APP)_cudnn_linked $(LINKER_FLAGS)
+ #$(CC) $(BUILD_DIR)/$(APP)_promise_linked.bc $(TENSOR_LIB_DIR) $(PROFILER_LIB_DIR) $(SOC_SIMULATOR_LIB_DIR) -o $(BUILD_DIR)/$(APP)_promise_linked $(LINKER_FLAGS)
+ $(CC) $(BUILD_DIR)/$(APP)_wrapperapi_linked.bc $(TENSOR_LIB_DIR) $(PROFILER_LIB_DIR) $(SOC_SIMULATOR_LIB_DIR) -o $(BUILD_DIR)/$(APP)_wrapperapi_linked $(LINKER_FLAGS)
+ $(CC) $(BUILD_DIR)/$(APP)_loop_wrapperapi_linked.bc $(TENSOR_LIB_DIR) $(PROFILER_LIB_DIR) $(SOC_SIMULATOR_LIB_DIR) -o $(BUILD_DIR)/$(APP)_loop_wrapperapi_linked $(LINKER_FLAGS)
$(BUILD_DIR):
mkdir -p $@
diff --git a/llvm/test/VISC/DNN_Benchmarks/benchmarks/vgg16_cifar10/src/vgg16_cifar10_loop.cpp b/llvm/test/VISC/DNN_Benchmarks/benchmarks/vgg16_cifar10/src/vgg16_cifar10_loop.cpp
new file mode 100644
index 0000000000000000000000000000000000000000..a0442904255ba6c6a6399205775693be1952df09
--- /dev/null
+++ b/llvm/test/VISC/DNN_Benchmarks/benchmarks/vgg16_cifar10/src/vgg16_cifar10_loop.cpp
@@ -0,0 +1,1010 @@
+
+#include <stdio.h>
+#include <stdlib.h>
+#include <unistd.h>
+#include <fcntl.h>
+#include <sys/stat.h>
+#include <cstring>
+#include <visc.h>
+#include <tensorTypes.h>
+#include <tensorUtils.h>
+
+void var_0_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_convolution(t1, t2, 1, 1, 1, 1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_1_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_add(t1, t2);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_2_node(void* t1, size_t bytes_t1) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(1, t1, 0);
+
+ void* r = __visc__tensor_relu(t1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_3_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_convolution(t1, t2, 1, 1, 1, 1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_4_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_add(t1, t2);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_5_node(void* t1, size_t bytes_t1) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(1, t1, 0);
+
+ void* r = __visc__tensor_relu(t1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_6_node(void* t1, size_t bytes_t1) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(1, t1, 0);
+
+ void* r = __visc__tensor_pool_max(t1, 2, 2, 0, 0, 2, 2);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_7_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_convolution(t1, t2, 1, 1, 1, 1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_8_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_add(t1, t2);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_9_node(void* t1, size_t bytes_t1) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(1, t1, 0);
+
+ void* r = __visc__tensor_relu(t1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_10_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_convolution(t1, t2, 1, 1, 1, 1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_11_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_add(t1, t2);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_12_node(void* t1, size_t bytes_t1) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(1, t1, 0);
+
+ void* r = __visc__tensor_relu(t1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_13_node(void* t1, size_t bytes_t1) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(1, t1, 0);
+
+ void* r = __visc__tensor_pool_max(t1, 2, 2, 0, 0, 2, 2);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_14_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_convolution(t1, t2, 1, 1, 1, 1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_15_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_add(t1, t2);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_16_node(void* t1, size_t bytes_t1) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(1, t1, 0);
+
+ void* r = __visc__tensor_relu(t1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_17_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_convolution(t1, t2, 1, 1, 1, 1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_18_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_add(t1, t2);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_19_node(void* t1, size_t bytes_t1) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(1, t1, 0);
+
+ void* r = __visc__tensor_relu(t1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_20_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_convolution(t1, t2, 1, 1, 1, 1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_21_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_add(t1, t2);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_22_node(void* t1, size_t bytes_t1) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(1, t1, 0);
+
+ void* r = __visc__tensor_relu(t1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_23_node(void* t1, size_t bytes_t1) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(1, t1, 0);
+
+ void* r = __visc__tensor_pool_max(t1, 2, 2, 0, 0, 2, 2);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_24_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_convolution(t1, t2, 1, 1, 1, 1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_25_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_add(t1, t2);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_26_node(void* t1, size_t bytes_t1) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(1, t1, 0);
+
+ void* r = __visc__tensor_relu(t1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_27_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_convolution(t1, t2, 1, 1, 1, 1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_28_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_add(t1, t2);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_29_node(void* t1, size_t bytes_t1) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(1, t1, 0);
+
+ void* r = __visc__tensor_relu(t1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_30_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_convolution(t1, t2, 1, 1, 1, 1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_31_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_add(t1, t2);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_32_node(void* t1, size_t bytes_t1) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(1, t1, 0);
+
+ void* r = __visc__tensor_relu(t1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_33_node(void* t1, size_t bytes_t1) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(1, t1, 0);
+
+ void* r = __visc__tensor_pool_max(t1, 2, 2, 0, 0, 2, 2);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_34_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_convolution(t1, t2, 1, 1, 1, 1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_35_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_add(t1, t2);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_36_node(void* t1, size_t bytes_t1) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(1, t1, 0);
+
+ void* r = __visc__tensor_relu(t1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_37_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_convolution(t1, t2, 1, 1, 1, 1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_38_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_add(t1, t2);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_39_node(void* t1, size_t bytes_t1) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(1, t1, 0);
+
+ void* r = __visc__tensor_relu(t1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_40_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_convolution(t1, t2, 1, 1, 1, 1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_41_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_add(t1, t2);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_42_node(void* t1, size_t bytes_t1) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(1, t1, 0);
+
+ void* r = __visc__tensor_relu(t1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_43_node(void* t1, size_t bytes_t1) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(1, t1, 0);
+
+ void* r = __visc__tensor_pool_max(t1, 2, 2, 0, 0, 2, 2);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_44_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_mul(t1, t2);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_45_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_add(t1, t2);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_46_node(void* t1, size_t bytes_t1) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(1, t1, 0);
+
+ void* r = __visc__tensor_relu(t1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_47_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_mul(t1, t2);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_48_node(void* t1, size_t bytes_t1, void* t2, size_t bytes_t2) {
+ __visc__hint(visc::PROMISE_TARGET);
+ __visc__attributes(2, t1, t2, 0);
+
+ void *r = __visc__tensor_add(t1, t2);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void var_49_node(void* t1, size_t bytes_t1) {
+ __visc__hint(visc::CUDNN_TARGET);
+ __visc__attributes(1, t1, 0);
+
+ void* r = __visc__tensor_softmax(t1);
+ __visc__return(2, r, (size_t) 0);
+}
+
+void root(void* input, size_t input_bytes,
+ void* conv2d_1_w, size_t conv2d_1_w_bytes,
+ void* conv2d_1_b, size_t conv2d_1_b_bytes,
+ void* conv2d_2_w, size_t conv2d_2_w_bytes,
+ void* conv2d_2_b, size_t conv2d_2_b_bytes,
+ void* conv2d_3_w, size_t conv2d_3_w_bytes,
+ void* conv2d_3_b, size_t conv2d_3_b_bytes,
+ void* conv2d_4_w, size_t conv2d_4_w_bytes,
+ void* conv2d_4_b, size_t conv2d_4_b_bytes,
+ void* conv2d_5_w, size_t conv2d_5_w_bytes,
+ void* conv2d_5_b, size_t conv2d_5_b_bytes,
+ void* conv2d_6_w, size_t conv2d_6_w_bytes,
+ void* conv2d_6_b, size_t conv2d_6_b_bytes,
+ void* conv2d_7_w, size_t conv2d_7_w_bytes,
+ void* conv2d_7_b, size_t conv2d_7_b_bytes,
+ void* conv2d_8_w, size_t conv2d_8_w_bytes,
+ void* conv2d_8_b, size_t conv2d_8_b_bytes,
+ void* conv2d_9_w, size_t conv2d_9_w_bytes,
+ void* conv2d_9_b, size_t conv2d_9_b_bytes,
+ void* conv2d_10_w, size_t conv2d_10_w_bytes,
+ void* conv2d_10_b, size_t conv2d_10_b_bytes,
+ void* conv2d_11_w, size_t conv2d_11_w_bytes,
+ void* conv2d_11_b, size_t conv2d_11_b_bytes,
+ void* conv2d_12_w, size_t conv2d_12_w_bytes,
+ void* conv2d_12_b, size_t conv2d_12_b_bytes,
+ void* conv2d_13_w, size_t conv2d_13_w_bytes,
+ void* conv2d_13_b, size_t conv2d_13_b_bytes,
+ void* dense_1_w, size_t dense_1_w_bytes,
+ void* dense_1_b, size_t dense_1_b_bytes,
+ void* dense_2_w, size_t dense_2_w_bytes,
+ void* dense_2_b, size_t dense_2_b_bytes){
+
+
+ __visc__hint(visc::CPU_TARGET);
+ __visc__attributes(31, input, conv2d_1_w, conv2d_1_b, conv2d_2_w, conv2d_2_b, conv2d_3_w, conv2d_3_b, conv2d_4_w, conv2d_4_b, conv2d_5_w, conv2d_5_b, conv2d_6_w, conv2d_6_b, conv2d_7_w, conv2d_7_b, conv2d_8_w, conv2d_8_b, conv2d_9_w, conv2d_9_b, conv2d_10_w, conv2d_10_b, conv2d_11_w, conv2d_11_b, conv2d_12_w, conv2d_12_b, conv2d_13_w, conv2d_13_b, dense_1_w, dense_1_b, dense_2_w, dense_2_b, 0);
+
+
+ void* var_0 = __visc__createNodeND(0, var_0_node);
+
+ __visc__bindIn(var_0, 0, 0, 0);
+ __visc__bindIn(var_0, 1, 1, 0);
+ __visc__bindIn(var_0, 2, 2, 0);
+ __visc__bindIn(var_0, 3, 3, 0);
+
+ void* var_1 = __visc__createNodeND(0, var_1_node);
+
+ __visc__edge(var_0, var_1, 1, 0, 0, 0);
+ __visc__edge(var_0, var_1, 1, 1, 1, 0);
+ __visc__bindIn(var_1, 4, 2, 0);
+ __visc__bindIn(var_1, 5, 3, 0);
+
+ void* var_2 = __visc__createNodeND(0, var_2_node);
+
+ __visc__edge(var_1, var_2, 1, 0, 0, 0);
+ __visc__edge(var_1, var_2, 1, 1, 1, 0);
+
+ void* var_3 = __visc__createNodeND(0, var_3_node);
+
+ __visc__edge(var_2, var_3, 1, 0, 0, 0);
+ __visc__edge(var_2, var_3, 1, 1, 1, 0);
+ __visc__bindIn(var_3, 6, 2, 0);
+ __visc__bindIn(var_3, 7, 3, 0);
+
+ void* var_4 = __visc__createNodeND(0, var_4_node);
+
+ __visc__edge(var_3, var_4, 1, 0, 0, 0);
+ __visc__edge(var_3, var_4, 1, 1, 1, 0);
+ __visc__bindIn(var_4, 8, 2, 0);
+ __visc__bindIn(var_4, 9, 3, 0);
+
+ void* var_5 = __visc__createNodeND(0, var_5_node);
+
+ __visc__edge(var_4, var_5, 1, 0, 0, 0);
+ __visc__edge(var_4, var_5, 1, 1, 1, 0);
+
+ void* var_6 = __visc__createNodeND(0, var_6_node);
+
+ __visc__edge(var_5, var_6, 1, 0, 0, 0);
+ __visc__edge(var_5, var_6, 1, 1, 1, 0);
+
+ void* var_7 = __visc__createNodeND(0, var_7_node);
+
+ __visc__edge(var_6, var_7, 1, 0, 0, 0);
+ __visc__edge(var_6, var_7, 1, 1, 1, 0);
+ __visc__bindIn(var_7, 10, 2, 0);
+ __visc__bindIn(var_7, 11, 3, 0);
+
+ void* var_8 = __visc__createNodeND(0, var_8_node);
+
+ __visc__edge(var_7, var_8, 1, 0, 0, 0);
+ __visc__edge(var_7, var_8, 1, 1, 1, 0);
+ __visc__bindIn(var_8, 12, 2, 0);
+ __visc__bindIn(var_8, 13, 3, 0);
+
+ void* var_9 = __visc__createNodeND(0, var_9_node);
+
+ __visc__edge(var_8, var_9, 1, 0, 0, 0);
+ __visc__edge(var_8, var_9, 1, 1, 1, 0);
+
+ void* var_10 = __visc__createNodeND(0, var_10_node);
+
+ __visc__edge(var_9, var_10, 1, 0, 0, 0);
+ __visc__edge(var_9, var_10, 1, 1, 1, 0);
+ __visc__bindIn(var_10, 14, 2, 0);
+ __visc__bindIn(var_10, 15, 3, 0);
+
+ void* var_11 = __visc__createNodeND(0, var_11_node);
+
+ __visc__edge(var_10, var_11, 1, 0, 0, 0);
+ __visc__edge(var_10, var_11, 1, 1, 1, 0);
+ __visc__bindIn(var_11, 16, 2, 0);
+ __visc__bindIn(var_11, 17, 3, 0);
+
+ void* var_12 = __visc__createNodeND(0, var_12_node);
+
+ __visc__edge(var_11, var_12, 1, 0, 0, 0);
+ __visc__edge(var_11, var_12, 1, 1, 1, 0);
+
+ void* var_13 = __visc__createNodeND(0, var_13_node);
+
+ __visc__edge(var_12, var_13, 1, 0, 0, 0);
+ __visc__edge(var_12, var_13, 1, 1, 1, 0);
+
+ void* var_14 = __visc__createNodeND(0, var_14_node);
+
+ __visc__edge(var_13, var_14, 1, 0, 0, 0);
+ __visc__edge(var_13, var_14, 1, 1, 1, 0);
+ __visc__bindIn(var_14, 18, 2, 0);
+ __visc__bindIn(var_14, 19, 3, 0);
+
+ void* var_15 = __visc__createNodeND(0, var_15_node);
+
+ __visc__edge(var_14, var_15, 1, 0, 0, 0);
+ __visc__edge(var_14, var_15, 1, 1, 1, 0);
+ __visc__bindIn(var_15, 20, 2, 0);
+ __visc__bindIn(var_15, 21, 3, 0);
+
+ void* var_16 = __visc__createNodeND(0, var_16_node);
+
+ __visc__edge(var_15, var_16, 1, 0, 0, 0);
+ __visc__edge(var_15, var_16, 1, 1, 1, 0);
+
+ void* var_17 = __visc__createNodeND(0, var_17_node);
+
+ __visc__edge(var_16, var_17, 1, 0, 0, 0);
+ __visc__edge(var_16, var_17, 1, 1, 1, 0);
+ __visc__bindIn(var_17, 22, 2, 0);
+ __visc__bindIn(var_17, 23, 3, 0);
+
+ void* var_18 = __visc__createNodeND(0, var_18_node);
+
+ __visc__edge(var_17, var_18, 1, 0, 0, 0);
+ __visc__edge(var_17, var_18, 1, 1, 1, 0);
+ __visc__bindIn(var_18, 24, 2, 0);
+ __visc__bindIn(var_18, 25, 3, 0);
+
+ void* var_19 = __visc__createNodeND(0, var_19_node);
+
+ __visc__edge(var_18, var_19, 1, 0, 0, 0);
+ __visc__edge(var_18, var_19, 1, 1, 1, 0);
+
+ void* var_20 = __visc__createNodeND(0, var_20_node);
+
+ __visc__edge(var_19, var_20, 1, 0, 0, 0);
+ __visc__edge(var_19, var_20, 1, 1, 1, 0);
+ __visc__bindIn(var_20, 26, 2, 0);
+ __visc__bindIn(var_20, 27, 3, 0);
+
+ void* var_21 = __visc__createNodeND(0, var_21_node);
+
+ __visc__edge(var_20, var_21, 1, 0, 0, 0);
+ __visc__edge(var_20, var_21, 1, 1, 1, 0);
+ __visc__bindIn(var_21, 28, 2, 0);
+ __visc__bindIn(var_21, 29, 3, 0);
+
+ void* var_22 = __visc__createNodeND(0, var_22_node);
+
+ __visc__edge(var_21, var_22, 1, 0, 0, 0);
+ __visc__edge(var_21, var_22, 1, 1, 1, 0);
+
+ void* var_23 = __visc__createNodeND(0, var_23_node);
+
+ __visc__edge(var_22, var_23, 1, 0, 0, 0);
+ __visc__edge(var_22, var_23, 1, 1, 1, 0);
+
+ void* var_24 = __visc__createNodeND(0, var_24_node);
+
+ __visc__edge(var_23, var_24, 1, 0, 0, 0);
+ __visc__edge(var_23, var_24, 1, 1, 1, 0);
+ __visc__bindIn(var_24, 30, 2, 0);
+ __visc__bindIn(var_24, 31, 3, 0);
+
+ void* var_25 = __visc__createNodeND(0, var_25_node);
+
+ __visc__edge(var_24, var_25, 1, 0, 0, 0);
+ __visc__edge(var_24, var_25, 1, 1, 1, 0);
+ __visc__bindIn(var_25, 32, 2, 0);
+ __visc__bindIn(var_25, 33, 3, 0);
+
+ void* var_26 = __visc__createNodeND(0, var_26_node);
+
+ __visc__edge(var_25, var_26, 1, 0, 0, 0);
+ __visc__edge(var_25, var_26, 1, 1, 1, 0);
+
+ void* var_27 = __visc__createNodeND(0, var_27_node);
+
+ __visc__edge(var_26, var_27, 1, 0, 0, 0);
+ __visc__edge(var_26, var_27, 1, 1, 1, 0);
+ __visc__bindIn(var_27, 34, 2, 0);
+ __visc__bindIn(var_27, 35, 3, 0);
+
+ void* var_28 = __visc__createNodeND(0, var_28_node);
+
+ __visc__edge(var_27, var_28, 1, 0, 0, 0);
+ __visc__edge(var_27, var_28, 1, 1, 1, 0);
+ __visc__bindIn(var_28, 36, 2, 0);
+ __visc__bindIn(var_28, 37, 3, 0);
+
+ void* var_29 = __visc__createNodeND(0, var_29_node);
+
+ __visc__edge(var_28, var_29, 1, 0, 0, 0);
+ __visc__edge(var_28, var_29, 1, 1, 1, 0);
+
+ void* var_30 = __visc__createNodeND(0, var_30_node);
+
+ __visc__edge(var_29, var_30, 1, 0, 0, 0);
+ __visc__edge(var_29, var_30, 1, 1, 1, 0);
+ __visc__bindIn(var_30, 38, 2, 0);
+ __visc__bindIn(var_30, 39, 3, 0);
+
+ void* var_31 = __visc__createNodeND(0, var_31_node);
+
+ __visc__edge(var_30, var_31, 1, 0, 0, 0);
+ __visc__edge(var_30, var_31, 1, 1, 1, 0);
+ __visc__bindIn(var_31, 40, 2, 0);
+ __visc__bindIn(var_31, 41, 3, 0);
+
+ void* var_32 = __visc__createNodeND(0, var_32_node);
+
+ __visc__edge(var_31, var_32, 1, 0, 0, 0);
+ __visc__edge(var_31, var_32, 1, 1, 1, 0);
+
+ void* var_33 = __visc__createNodeND(0, var_33_node);
+
+ __visc__edge(var_32, var_33, 1, 0, 0, 0);
+ __visc__edge(var_32, var_33, 1, 1, 1, 0);
+
+ void* var_34 = __visc__createNodeND(0, var_34_node);
+
+ __visc__edge(var_33, var_34, 1, 0, 0, 0);
+ __visc__edge(var_33, var_34, 1, 1, 1, 0);
+ __visc__bindIn(var_34, 42, 2, 0);
+ __visc__bindIn(var_34, 43, 3, 0);
+
+ void* var_35 = __visc__createNodeND(0, var_35_node);
+
+ __visc__edge(var_34, var_35, 1, 0, 0, 0);
+ __visc__edge(var_34, var_35, 1, 1, 1, 0);
+ __visc__bindIn(var_35, 44, 2, 0);
+ __visc__bindIn(var_35, 45, 3, 0);
+
+ void* var_36 = __visc__createNodeND(0, var_36_node);
+
+ __visc__edge(var_35, var_36, 1, 0, 0, 0);
+ __visc__edge(var_35, var_36, 1, 1, 1, 0);
+
+ void* var_37 = __visc__createNodeND(0, var_37_node);
+
+ __visc__edge(var_36, var_37, 1, 0, 0, 0);
+ __visc__edge(var_36, var_37, 1, 1, 1, 0);
+ __visc__bindIn(var_37, 46, 2, 0);
+ __visc__bindIn(var_37, 47, 3, 0);
+
+ void* var_38 = __visc__createNodeND(0, var_38_node);
+
+ __visc__edge(var_37, var_38, 1, 0, 0, 0);
+ __visc__edge(var_37, var_38, 1, 1, 1, 0);
+ __visc__bindIn(var_38, 48, 2, 0);
+ __visc__bindIn(var_38, 49, 3, 0);
+
+ void* var_39 = __visc__createNodeND(0, var_39_node);
+
+ __visc__edge(var_38, var_39, 1, 0, 0, 0);
+ __visc__edge(var_38, var_39, 1, 1, 1, 0);
+
+ void* var_40 = __visc__createNodeND(0, var_40_node);
+
+ __visc__edge(var_39, var_40, 1, 0, 0, 0);
+ __visc__edge(var_39, var_40, 1, 1, 1, 0);
+ __visc__bindIn(var_40, 50, 2, 0);
+ __visc__bindIn(var_40, 51, 3, 0);
+
+ void* var_41 = __visc__createNodeND(0, var_41_node);
+
+ __visc__edge(var_40, var_41, 1, 0, 0, 0);
+ __visc__edge(var_40, var_41, 1, 1, 1, 0);
+ __visc__bindIn(var_41, 52, 2, 0);
+ __visc__bindIn(var_41, 53, 3, 0);
+
+ void* var_42 = __visc__createNodeND(0, var_42_node);
+
+ __visc__edge(var_41, var_42, 1, 0, 0, 0);
+ __visc__edge(var_41, var_42, 1, 1, 1, 0);
+
+ void* var_43 = __visc__createNodeND(0, var_43_node);
+
+ __visc__edge(var_42, var_43, 1, 0, 0, 0);
+ __visc__edge(var_42, var_43, 1, 1, 1, 0);
+
+ void* var_44 = __visc__createNodeND(0, var_44_node);
+
+ __visc__edge(var_43, var_44, 1, 0, 0, 0);
+ __visc__edge(var_43, var_44, 1, 1, 1, 0);
+ __visc__bindIn(var_44, 54, 2, 0);
+ __visc__bindIn(var_44, 55, 3, 0);
+
+ void* var_45 = __visc__createNodeND(0, var_45_node);
+
+ __visc__edge(var_44, var_45, 1, 0, 0, 0);
+ __visc__edge(var_44, var_45, 1, 1, 1, 0);
+ __visc__bindIn(var_45, 56, 2, 0);
+ __visc__bindIn(var_45, 57, 3, 0);
+
+ void* var_46 = __visc__createNodeND(0, var_46_node);
+
+ __visc__edge(var_45, var_46, 1, 0, 0, 0);
+ __visc__edge(var_45, var_46, 1, 1, 1, 0);
+
+ void* var_47 = __visc__createNodeND(0, var_47_node);
+
+ __visc__edge(var_46, var_47, 1, 0, 0, 0);
+ __visc__edge(var_46, var_47, 1, 1, 1, 0);
+ __visc__bindIn(var_47, 58, 2, 0);
+ __visc__bindIn(var_47, 59, 3, 0);
+
+ void* var_48 = __visc__createNodeND(0, var_48_node);
+
+ __visc__edge(var_47, var_48, 1, 0, 0, 0);
+ __visc__edge(var_47, var_48, 1, 1, 1, 0);
+ __visc__bindIn(var_48, 60, 2, 0);
+ __visc__bindIn(var_48, 61, 3, 0);
+
+ void* var_49 = __visc__createNodeND(0, var_49_node);
+
+ __visc__edge(var_48, var_49, 1, 0, 0, 0);
+ __visc__edge(var_48, var_49, 1, 1, 1, 0);
+
+ __visc__bindOut(var_49, 0, 0, 0);
+ __visc__bindOut(var_49, 1, 1, 0);
+
+}
+
+struct ret_t {
+ void* tensor;
+ size_t bytes;
+};
+
+typedef struct __attribute__((__packed__)) {
+ void* input;
+ size_t input_bytes;
+ void* conv2d_1_w;
+ size_t conv2d_1_w_bytes;
+ void* conv2d_1_b;
+ size_t conv2d_1_b_bytes;
+ void* conv2d_2_w;
+ size_t conv2d_2_w_bytes;
+ void* conv2d_2_b;
+ size_t conv2d_2_b_bytes;
+ void* conv2d_3_w;
+ size_t conv2d_3_w_bytes;
+ void* conv2d_3_b;
+ size_t conv2d_3_b_bytes;
+ void* conv2d_4_w;
+ size_t conv2d_4_w_bytes;
+ void* conv2d_4_b;
+ size_t conv2d_4_b_bytes;
+ void* conv2d_5_w;
+ size_t conv2d_5_w_bytes;
+ void* conv2d_5_b;
+ size_t conv2d_5_b_bytes;
+ void* conv2d_6_w;
+ size_t conv2d_6_w_bytes;
+ void* conv2d_6_b;
+ size_t conv2d_6_b_bytes;
+ void* conv2d_7_w;
+ size_t conv2d_7_w_bytes;
+ void* conv2d_7_b;
+ size_t conv2d_7_b_bytes;
+ void* conv2d_8_w;
+ size_t conv2d_8_w_bytes;
+ void* conv2d_8_b;
+ size_t conv2d_8_b_bytes;
+ void* conv2d_9_w;
+ size_t conv2d_9_w_bytes;
+ void* conv2d_9_b;
+ size_t conv2d_9_b_bytes;
+ void* conv2d_10_w;
+ size_t conv2d_10_w_bytes;
+ void* conv2d_10_b;
+ size_t conv2d_10_b_bytes;
+ void* conv2d_11_w;
+ size_t conv2d_11_w_bytes;
+ void* conv2d_11_b;
+ size_t conv2d_11_b_bytes;
+ void* conv2d_12_w;
+ size_t conv2d_12_w_bytes;
+ void* conv2d_12_b;
+ size_t conv2d_12_b_bytes;
+ void* conv2d_13_w;
+ size_t conv2d_13_w_bytes;
+ void* conv2d_13_b;
+ size_t conv2d_13_b_bytes;
+ void* dense_1_w;
+ size_t dense_1_w_bytes;
+ void* dense_1_b;
+ size_t dense_1_b_bytes;
+ void* dense_2_w;
+ size_t dense_2_w_bytes;
+ void* dense_2_b;
+ size_t dense_2_b_bytes;
+
+ struct ret_t r;
+}
+RootIn;
+
+
+int main(){
+
+ std::string dir_prefix = std::string("../../../../../../projects/hpvm-tensor-rt/model_params/vgg16_cifar10_2/");
+ std::string input_path = dir_prefix + std::string("input.bin");
+ std::string labels_path = dir_prefix + std::string("labels32.bin");
+ std::string conv2d_1_w_path = dir_prefix + std::string("conv2d_1_w.bin");
+ void* conv2d_1_w = readTrainedWeights(conv2d_1_w_path.c_str(), 0,64,3,3,3);
+ std::string conv2d_1_b_path = dir_prefix + std::string("conv2d_1_b.bin");
+ void* conv2d_1_b = readTrainedWeights(conv2d_1_b_path.c_str(), 0,1,64,1,1);
+ std::string conv2d_2_w_path = dir_prefix + std::string("conv2d_2_w.bin");
+ void* conv2d_2_w = readTrainedWeights(conv2d_2_w_path.c_str(), 0,64,64,3,3);
+ std::string conv2d_2_b_path = dir_prefix + std::string("conv2d_2_b.bin");
+ void* conv2d_2_b = readTrainedWeights(conv2d_2_b_path.c_str(), 0,1,64,1,1);
+ std::string conv2d_3_w_path = dir_prefix + std::string("conv2d_3_w.bin");
+ void* conv2d_3_w = readTrainedWeights(conv2d_3_w_path.c_str(), 0,128,64,3,3);
+ std::string conv2d_3_b_path = dir_prefix + std::string("conv2d_3_b.bin");
+ void* conv2d_3_b = readTrainedWeights(conv2d_3_b_path.c_str(), 0,1,128,1,1);
+ std::string conv2d_4_w_path = dir_prefix + std::string("conv2d_4_w.bin");
+ void* conv2d_4_w = readTrainedWeights(conv2d_4_w_path.c_str(), 0,128,128,3,3);
+ std::string conv2d_4_b_path = dir_prefix + std::string("conv2d_4_b.bin");
+ void* conv2d_4_b = readTrainedWeights(conv2d_4_b_path.c_str(), 0,1,128,1,1);
+ std::string conv2d_5_w_path = dir_prefix + std::string("conv2d_5_w.bin");
+ void* conv2d_5_w = readTrainedWeights(conv2d_5_w_path.c_str(), 0,256,128,3,3);
+ std::string conv2d_5_b_path = dir_prefix + std::string("conv2d_5_b.bin");
+ void* conv2d_5_b = readTrainedWeights(conv2d_5_b_path.c_str(), 0,1,256,1,1);
+ std::string conv2d_6_w_path = dir_prefix + std::string("conv2d_6_w.bin");
+ void* conv2d_6_w = readTrainedWeights(conv2d_6_w_path.c_str(), 0,256,256,3,3);
+ std::string conv2d_6_b_path = dir_prefix + std::string("conv2d_6_b.bin");
+ void* conv2d_6_b = readTrainedWeights(conv2d_6_b_path.c_str(), 0,1,256,1,1);
+ std::string conv2d_7_w_path = dir_prefix + std::string("conv2d_7_w.bin");
+ void* conv2d_7_w = readTrainedWeights(conv2d_7_w_path.c_str(), 0,256,256,3,3);
+ std::string conv2d_7_b_path = dir_prefix + std::string("conv2d_7_b.bin");
+ void* conv2d_7_b = readTrainedWeights(conv2d_7_b_path.c_str(), 0,1,256,1,1);
+ std::string conv2d_8_w_path = dir_prefix + std::string("conv2d_8_w.bin");
+ void* conv2d_8_w = readTrainedWeights(conv2d_8_w_path.c_str(), 0,512,256,3,3);
+ std::string conv2d_8_b_path = dir_prefix + std::string("conv2d_8_b.bin");
+ void* conv2d_8_b = readTrainedWeights(conv2d_8_b_path.c_str(), 0,1,512,1,1);
+ std::string conv2d_9_w_path = dir_prefix + std::string("conv2d_9_w.bin");
+ void* conv2d_9_w = readTrainedWeights(conv2d_9_w_path.c_str(), 0,512,512,3,3);
+ std::string conv2d_9_b_path = dir_prefix + std::string("conv2d_9_b.bin");
+ void* conv2d_9_b = readTrainedWeights(conv2d_9_b_path.c_str(), 0,1,512,1,1);
+ std::string conv2d_10_w_path = dir_prefix + std::string("conv2d_10_w.bin");
+ void* conv2d_10_w = readTrainedWeights(conv2d_10_w_path.c_str(), 0,512,512,3,3);
+ std::string conv2d_10_b_path = dir_prefix + std::string("conv2d_10_b.bin");
+ void* conv2d_10_b = readTrainedWeights(conv2d_10_b_path.c_str(), 0,1,512,1,1);
+ std::string conv2d_11_w_path = dir_prefix + std::string("conv2d_11_w.bin");
+ void* conv2d_11_w = readTrainedWeights(conv2d_11_w_path.c_str(), 0,512,512,3,3);
+ std::string conv2d_11_b_path = dir_prefix + std::string("conv2d_11_b.bin");
+ void* conv2d_11_b = readTrainedWeights(conv2d_11_b_path.c_str(), 0,1,512,1,1);
+ std::string conv2d_12_w_path = dir_prefix + std::string("conv2d_12_w.bin");
+ void* conv2d_12_w = readTrainedWeights(conv2d_12_w_path.c_str(), 0,512,512,3,3);
+ std::string conv2d_12_b_path = dir_prefix + std::string("conv2d_12_b.bin");
+ void* conv2d_12_b = readTrainedWeights(conv2d_12_b_path.c_str(), 0,1,512,1,1);
+ std::string conv2d_13_w_path = dir_prefix + std::string("conv2d_13_w.bin");
+ void* conv2d_13_w = readTrainedWeights(conv2d_13_w_path.c_str(), 0,512,512,3,3);
+ std::string conv2d_13_b_path = dir_prefix + std::string("conv2d_13_b.bin");
+ void* conv2d_13_b = readTrainedWeights(conv2d_13_b_path.c_str(), 0,1,512,1,1);
+ std::string dense_1_w_path = dir_prefix + std::string("dense_1_w.bin");
+ void* dense_1_w = readTrainedWeights(dense_1_w_path.c_str(), 0,1,1,512,512);
+ std::string dense_1_b_path = dir_prefix + std::string("dense_1_b.bin");
+ void* dense_1_b = readTrainedWeights(dense_1_b_path.c_str(), 0,1,512,1,1);
+ std::string dense_2_w_path = dir_prefix + std::string("dense_2_w.bin");
+ void* dense_2_w = readTrainedWeights(dense_2_w_path.c_str(), 0,1,1,512,10);
+ std::string dense_2_b_path = dir_prefix + std::string("dense_2_b.bin");
+ void* dense_2_b = readTrainedWeights(dense_2_b_path.c_str(), 0,1,10,1,1);
+ //void* input = readTrainedWeights(input_path.c_str(), 0,2000,3,32,32);
+ //uint32_t* labels = readLabels3(labels_path.c_str(),2000);
+
+ __visc__init();
+ RootIn* args = static_cast<RootIn*>(malloc(sizeof(RootIn)));
+
+ //args->input = input;
+ //args->input_bytes = 0;
+ args->conv2d_1_w = conv2d_1_w;
+ args->conv2d_1_w_bytes = 0;
+ args->conv2d_1_b = conv2d_1_b;
+ args->conv2d_1_b_bytes = 0;
+ args->conv2d_2_w = conv2d_2_w;
+ args->conv2d_2_w_bytes = 0;
+ args->conv2d_2_b = conv2d_2_b;
+ args->conv2d_2_b_bytes = 0;
+ args->conv2d_3_w = conv2d_3_w;
+ args->conv2d_3_w_bytes = 0;
+ args->conv2d_3_b = conv2d_3_b;
+ args->conv2d_3_b_bytes = 0;
+ args->conv2d_4_w = conv2d_4_w;
+ args->conv2d_4_w_bytes = 0;
+ args->conv2d_4_b = conv2d_4_b;
+ args->conv2d_4_b_bytes = 0;
+ args->conv2d_5_w = conv2d_5_w;
+ args->conv2d_5_w_bytes = 0;
+ args->conv2d_5_b = conv2d_5_b;
+ args->conv2d_5_b_bytes = 0;
+ args->conv2d_6_w = conv2d_6_w;
+ args->conv2d_6_w_bytes = 0;
+ args->conv2d_6_b = conv2d_6_b;
+ args->conv2d_6_b_bytes = 0;
+ args->conv2d_7_w = conv2d_7_w;
+ args->conv2d_7_w_bytes = 0;
+ args->conv2d_7_b = conv2d_7_b;
+ args->conv2d_7_b_bytes = 0;
+ args->conv2d_8_w = conv2d_8_w;
+ args->conv2d_8_w_bytes = 0;
+ args->conv2d_8_b = conv2d_8_b;
+ args->conv2d_8_b_bytes = 0;
+ args->conv2d_9_w = conv2d_9_w;
+ args->conv2d_9_w_bytes = 0;
+ args->conv2d_9_b = conv2d_9_b;
+ args->conv2d_9_b_bytes = 0;
+ args->conv2d_10_w = conv2d_10_w;
+ args->conv2d_10_w_bytes = 0;
+ args->conv2d_10_b = conv2d_10_b;
+ args->conv2d_10_b_bytes = 0;
+ args->conv2d_11_w = conv2d_11_w;
+ args->conv2d_11_w_bytes = 0;
+ args->conv2d_11_b = conv2d_11_b;
+ args->conv2d_11_b_bytes = 0;
+ args->conv2d_12_w = conv2d_12_w;
+ args->conv2d_12_w_bytes = 0;
+ args->conv2d_12_b = conv2d_12_b;
+ args->conv2d_12_b_bytes = 0;
+ args->conv2d_13_w = conv2d_13_w;
+ args->conv2d_13_w_bytes = 0;
+ args->conv2d_13_b = conv2d_13_b;
+ args->conv2d_13_b_bytes = 0;
+ args->dense_1_w = dense_1_w;
+ args->dense_1_w_bytes = 0;
+ args->dense_1_b = dense_1_b;
+ args->dense_1_b_bytes = 0;
+ args->dense_2_w = dense_2_w;
+ args->dense_2_w_bytes = 0;
+ args->dense_2_b = dense_2_b;
+ args->dense_2_b_bytes = 0;
+
+
+ int batch_size = 500;
+ int test_input_size = 10000;
+ int batch_count = test_input_size / batch_size;
+
+ // void* input = create4DTensor(0,nchw,batch_size,3,32,32);
+
+ startMemTracking();
+ startProfiling();
+
+ for (int i = 0; i < batch_count; i++){
+
+ int start = i * batch_size;
+ int end = (i + 1) * batch_size;
+
+ // copyInputBatch(input_path.c_str(),start,end,3,32,32, input);
+ void* input = readInputBatch(input_path.c_str(), 0,
+ start, end,
+ 3, 32, 32);
+
+ args->input = input;
+ args->input_bytes = 0;
+
+ void* dfg = __visc__launch(0, root, (void*) args);
+
+ __visc__wait(dfg);
+
+ void *result = static_cast<RootIn*>(args)->input;
+ hpvm_request_tensor(result, 0);
+
+ llvm_hpvm_invokeRtControl(result, labels_path.c_str(), start, end);
+
+ freeBatchMemory();
+ }
+ stopProfiling();
+ __visc__cleanup();
+
+ return 0;
+}