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322 lines
10 KiB
Python

load("@rules_cc//cc:cc_binary.bzl", "cc_binary")
load("@rules_cc//cc:cc_library.bzl", "cc_library")
load("@rules_cc//cc:cc_test.bzl", "cc_test")
load("//tensorflow:tensorflow.bzl", "tf_cc_binary")
load("//tensorflow/lite:build_def.bzl", "tflite_copts", "tflite_copts_warnings", "tflite_linkopts")
load("//tensorflow/lite:special_rules.bzl", "tflite_portable_test_suite")
package(
# copybara:uncomment default_applicable_licenses = ["//tensorflow:LICENSE"],
default_visibility = [
"//visibility:public",
],
licenses = ["notice"],
)
common_copts = tflite_copts() + tflite_copts_warnings()
# We create a library for benchmark_main.cc to faciliate the creation of a
# customized benchmark model binary that only needs linking with extra
# dependency, e.g., enabling creating of benchmark binaries with a custom
# delegate provider.
cc_library(
name = "benchmark_model_main",
srcs = [
"benchmark_main.cc",
],
copts = common_copts,
deps = [
":benchmark_tflite_model_lib",
"//tensorflow/lite/tools:logging",
],
)
cc_binary(
name = "benchmark_model",
copts = common_copts,
linkopts = tflite_linkopts() + select({
"//tensorflow:android": [
"-pie", # Android 5.0 and later supports only PIE
"-lm", # some builtin ops, e.g., tanh, need -lm
"-Wl,--rpath=/data/local/tmp/", # Hexagon delegate libraries should be in /data/local/tmp
],
"//conditions:default": [],
}),
tags = ["builder_default_android_arm64"],
deps = [
":benchmark_model_main",
],
)
cc_binary(
name = "benchmark_model_performance_options",
srcs = [
"benchmark_tflite_performance_options_main.cc",
],
copts = common_copts,
linkopts = tflite_linkopts() + select({
"//tensorflow:android": [
"-pie", # Android 5.0 and later supports only PIE
"-lm", # some builtin ops, e.g., tanh, need -lm
"-Wl,--rpath=/data/local/tmp/", # Hexagon delegate libraries should be in /data/local/tmp
],
"//conditions:default": [],
}),
tags = ["builder_default_android_arm64"],
deps = [
":benchmark_performance_options",
":benchmark_tflite_model_lib",
"//tensorflow/lite/tools:logging",
],
)
# As with most target binaries that use flex, this should be built with the
# `--config=monolithic` build flag, e.g.,
# bazel build --config=monolithic --config=android_arm64 \
# -c opt --cxxopt='--std=c++17' :benchmark_model_plus_flex
tf_cc_binary(
name = "benchmark_model_plus_flex",
srcs = [
"benchmark_plus_flex_main.cc",
],
copts = common_copts,
linkopts = tflite_linkopts() + select({
"//tensorflow:android": [
"-pie", # Android 5.0 and later supports only PIE
"-lm", # some builtin ops, e.g., tanh, need -lm
],
"//conditions:default": [],
}),
deps = [
":benchmark_tflite_model_lib",
"//tensorflow/lite/delegates/flex:delegate",
"//tensorflow/lite/testing:init_tensorflow",
"//tensorflow/lite/tools:logging",
],
)
cc_test(
name = "benchmark_test",
srcs = ["benchmark_test.cc"],
args = [
"--fp32_graph=$(location //tensorflow/lite:testdata/multi_add.bin)",
"--int8_graph=$(location //tensorflow/lite:testdata/add_quantized_int8.bin)",
"--string_graph_with_signature=$(location //tensorflow/lite:testdata/string_input_model_with_signature.bin)",
"--string_graph_without_signature=$(location //tensorflow/lite:testdata/string_input_model.bin)",
"--multi_signature_graph=$(location //tensorflow/lite:testdata/multi_signatures.bin)",
],
data = [
"//tensorflow/lite:testdata/add_quantized_int8.bin",
"//tensorflow/lite:testdata/multi_add.bin",
"//tensorflow/lite:testdata/multi_signatures.bin",
"//tensorflow/lite:testdata/string_input_model.bin",
"//tensorflow/lite:testdata/string_input_model_with_signature.bin",
],
tags = [
"tflite_not_portable_android",
"tflite_not_portable_ios",
],
deps = [
":benchmark_performance_options",
":benchmark_tflite_model_lib",
"//tensorflow/lite:framework",
"//tensorflow/lite:string_util",
"//tensorflow/lite/core/c:c_api_types",
"//tensorflow/lite/core/c:common",
"//tensorflow/lite/testing:util",
"//tensorflow/lite/tools:command_line_flags",
"//tensorflow/lite/tools:logging",
"//tensorflow/lite/tools/benchmark/proto:benchmark_result_cc",
"//tensorflow/lite/tools/delegates:delegate_provider_hdr",
"@com_google_absl//absl/algorithm",
"@com_google_absl//absl/log",
"@com_google_absl//absl/strings:str_format",
"@com_google_absl//absl/strings:string_view",
"@com_google_googletest//:gtest",
],
)
cc_library(
name = "profiling_listener",
srcs = ["profiling_listener.cc"],
hdrs = ["profiling_listener.h"],
copts = common_copts,
deps = [
":benchmark_model_lib",
":benchmark_params",
"//tensorflow/lite:framework_stable",
"//tensorflow/lite/profiling:profile_summarizer",
"//tensorflow/lite/profiling:profile_summary_formatter",
"//tensorflow/lite/profiling:profiler",
"//tensorflow/lite/tools:logging",
],
)
cc_library(
name = "benchmark_tflite_model_lib",
srcs = ["benchmark_tflite_model.cc"],
hdrs = ["benchmark_tflite_model.h"],
copts = common_copts + select({
"//tensorflow:ios": [
"-xobjective-c++",
],
"//conditions:default": [],
}),
deps = [
":benchmark_model_lib",
":benchmark_params",
":benchmark_utils",
":profiling_listener",
"//tensorflow/core/example:example_protos_cc_impl",
"//tensorflow/lite:framework",
"//tensorflow/lite:simple_memory_arena_debug_dump",
"//tensorflow/lite:string_util",
"//tensorflow/lite/core:cc_api_stable",
"//tensorflow/lite/core:framework",
"//tensorflow/lite/core/c:c_api_types",
"//tensorflow/lite/core/c:common",
"//tensorflow/lite/core/kernels:builtin_ops",
"//tensorflow/lite/kernels:cpu_backend_context",
"//tensorflow/lite/profiling:model_runtime_info",
"//tensorflow/lite/profiling:profile_summary_formatter",
"//tensorflow/lite/profiling:profiler",
"//tensorflow/lite/tools:logging",
"//tensorflow/lite/tools:model_loader",
"//tensorflow/lite/tools:utils",
"//tensorflow/lite/tools/benchmark/proto:benchmark_result_cc",
"//tensorflow/lite/tools/delegates:delegate_provider_hdr",
"//tensorflow/lite/tools/delegates:tflite_execution_providers",
"@com_google_absl//absl/base:core_headers",
"@com_google_absl//absl/strings",
"@com_google_absl//absl/strings:string_view",
"@com_google_absl//absl/types:span",
"@ruy//ruy/profiler",
],
)
cc_test(
name = "benchmark_tflite_model_lib_test",
srcs = [
"benchmark_tflite_model_test.cc",
],
data = ["@tflite_mobilenet_float//:mobilenet_v1_1.0_224.tflite"],
tags = [
"no_oss", # TODO: b/361565588 - Re-enable.
],
deps = [
":benchmark_model_lib",
":benchmark_params",
":benchmark_tflite_model_lib",
"//tensorflow/lite/core/c:c_api_types",
"//tensorflow/lite/tools:tool_params",
"@com_google_absl//absl/strings",
"@com_google_googletest//:gtest_main",
],
)
cc_library(
name = "benchmark_multirun_stats_recorder",
hdrs = ["benchmark_multirun_stats_recorder.h"],
copts = common_copts,
deps = [":benchmark_model_lib"],
)
cc_library(
name = "benchmark_performance_options",
srcs = [
"benchmark_performance_options.cc",
],
hdrs = ["benchmark_performance_options.h"],
copts = common_copts,
deps = [
":benchmark_model_lib",
":benchmark_multirun_stats_recorder",
":benchmark_params",
":benchmark_utils",
"//tensorflow/core/util:stats_calculator_portable",
"//tensorflow/lite/core/c:c_api_types",
"//tensorflow/lite/core/c:common",
"//tensorflow/lite/delegates/hexagon:hexagon_delegate",
"//tensorflow/lite/nnapi:nnapi_util",
"//tensorflow/lite/profiling:time",
"//tensorflow/lite/tools:command_line_flags",
"//tensorflow/lite/tools:logging",
"@com_google_absl//absl/memory",
] + select({
"//tensorflow:android": [
"//tensorflow/lite/delegates/gpu:delegate",
],
"//conditions:default": [],
}),
)
cc_library(
name = "benchmark_params",
hdrs = ["benchmark_params.h"],
copts = common_copts,
deps = ["//tensorflow/lite/tools:tool_params"],
)
cc_library(
name = "benchmark_model_lib",
srcs = [
"benchmark_model.cc",
],
hdrs = ["benchmark_model.h"],
copts = common_copts,
deps = [
":benchmark_params",
":benchmark_utils",
"//tensorflow/core/util:stats_calculator_portable",
"//tensorflow/lite:framework",
"//tensorflow/lite/core/c:common",
"//tensorflow/lite/profiling:memory_info",
"//tensorflow/lite/profiling:memory_usage_monitor",
"//tensorflow/lite/profiling:time",
"//tensorflow/lite/tools:command_line_flags",
"//tensorflow/lite/tools:logging",
],
)
cc_library(
name = "register_custom_op",
srcs = [
"register_custom_op.cc",
],
hdrs = [
"register_custom_op.h",
],
copts = common_copts,
deps = [
"//tensorflow/lite:op_resolver",
"@com_google_absl//absl/base:core_headers",
],
alwayslink = 1,
)
exports_files(["register_custom_op.h"])
cc_library(
name = "benchmark_utils",
srcs = [
"benchmark_utils.cc",
],
hdrs = ["benchmark_utils.h"],
copts = common_copts,
deps = ["//tensorflow/lite/profiling:time"],
)
cc_test(
name = "benchmark_utils_test",
srcs = [
"benchmark_utils_test.cc",
],
deps = [
":benchmark_utils",
"//tensorflow/lite/profiling:time",
"@com_google_googletest//:gtest_main",
],
)
tflite_portable_test_suite()