Merge pull request #37890 from freedomtan:add_xnnpack_to_label_image_again
PiperOrigin-RevId: 304431767 Change-Id: Ieb1370560f7551fd0290d6176f11c618e177233e
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commit
e4efc51256
@ -33,6 +33,7 @@ cc_binary(
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"//tensorflow/lite:framework",
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"//tensorflow/lite:string_util",
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"//tensorflow/lite/delegates/nnapi:nnapi_delegate",
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"//tensorflow/lite/delegates/xnnpack:xnnpack_delegate",
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"//tensorflow/lite/kernels:builtin_ops",
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"//tensorflow/lite/profiling:profiler",
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"//tensorflow/lite/tools/evaluation:utils",
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@ -125,4 +125,13 @@ average time: 8.307 ms 0.729412: 653 military uniform 0.0980392: 907 Windsor tie
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0.0313726: 466 bulletproof vest 0.0313726: 458 bow tie 0.0117647: 700 panpipe
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```
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Run the model with the XNNPACK delegate (`-x 1`), `adb shell
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"/data/local/tmp/label_image \ -m /data/local/tmp/mobilenet_v1_1.0_224.tflite \
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-i /data/local/tmp/grace_hopper.bmp \ -l /data/local/tmp/labels.txt -x 1"` then
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you should see something like the followings: `Loaded model
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/data/local/tmp/mobilenet_v1_1.0_224.tflite resolved reporter INFO: Initialized
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TensorFlow Lite runtime. Applied XNNPACK delegate.invoked average time: 11.0237
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ms 0.90707: 653 military uniform 0.0372418: 907 Windsor tie 0.0073376: 466
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bulletproof vest 0.00592856: 458 bow tie 0.00414093: 514 cornet`
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See the `label_image.cc` source code for other command line options.
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@ -37,6 +37,7 @@ limitations under the License.
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#include "absl/memory/memory.h"
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#include "tensorflow/lite/delegates/nnapi/nnapi_delegate.h"
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#include "tensorflow/lite/delegates/xnnpack/xnnpack_delegate.h"
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#include "tensorflow/lite/examples/label_image/bitmap_helpers.h"
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#include "tensorflow/lite/examples/label_image/get_top_n.h"
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#include "tensorflow/lite/kernels/register.h"
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@ -101,6 +102,15 @@ TfLiteDelegatePtrMap GetDelegates(Settings* s) {
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}
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}
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if (s->xnnpack_delegate) {
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auto delegate = evaluation::CreateXNNPACKDelegate(s->number_of_threads);
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if (!delegate) {
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LOG(INFO) << "XNNPACK acceleration is unsupported on this platform.";
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} else {
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delegates.emplace("XNNPACK", std::move(delegate));
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}
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}
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return delegates;
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}
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@ -360,6 +370,7 @@ void display_usage() {
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<< "--threads, -t: number of threads\n"
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<< "--verbose, -v: [0|1] print more information\n"
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<< "--warmup_runs, -w: number of warmup runs\n"
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<< "--xnnpack_delegate, -x: xnnpack delegate\n"
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<< "\n";
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}
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@ -386,13 +397,14 @@ int Main(int argc, char** argv) {
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{"warmup_runs", required_argument, nullptr, 'w'},
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{"gl_backend", required_argument, nullptr, 'g'},
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{"hexagon_delegate", required_argument, nullptr, 'j'},
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{"xnnpack_delegate", required_argument, nullptr, 'x'},
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{nullptr, 0, nullptr, 0}};
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/* getopt_long stores the option index here. */
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int option_index = 0;
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c = getopt_long(argc, argv,
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"a:b:c:d:e:f:g:i:j:l:m:p:r:s:t:v:w:", long_options,
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"a:b:c:d:e:f:g:i:j:l:m:p:r:s:t:v:w:x:", long_options,
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&option_index);
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/* Detect the end of the options. */
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@ -460,6 +472,9 @@ int Main(int argc, char** argv) {
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s.number_of_warmup_runs =
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strtol(optarg, nullptr, 10); // NOLINT(runtime/deprecated_fn)
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break;
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case 'x':
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s.xnnpack_delegate = optarg;
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break;
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case 'h':
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case '?':
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/* getopt_long already printed an error message. */
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@ -31,6 +31,7 @@ struct Settings {
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bool allow_fp16 = false;
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bool gl_backend = false;
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bool hexagon_delegate = false;
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bool xnnpack_delegate = false;
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int loop_count = 1;
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float input_mean = 127.5f;
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float input_std = 127.5f;
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7
third_party/cpuinfo/BUILD.bazel
vendored
7
third_party/cpuinfo/BUILD.bazel
vendored
@ -98,6 +98,7 @@ cc_library(
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srcs = select({
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":linux_x86_64": COMMON_SRCS + X86_SRCS + LINUX_SRCS + LINUX_X86_SRCS,
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":linux_aarch64": COMMON_SRCS + ARM_SRCS + LINUX_SRCS + LINUX_ARM64_SRCS,
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":linux_arm": COMMON_SRCS + ARM_SRCS + LINUX_SRCS + LINUX_ARM32_SRCS,
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":macos_x86_64": COMMON_SRCS + X86_SRCS + MACH_SRCS + MACH_X86_SRCS,
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":android_armv7": COMMON_SRCS + ARM_SRCS + LINUX_SRCS + LINUX_ARM32_SRCS + ANDROID_ARM_SRCS,
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":android_arm64": COMMON_SRCS + ARM_SRCS + LINUX_SRCS + LINUX_ARM64_SRCS + ANDROID_ARM_SRCS,
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@ -167,6 +168,12 @@ config_setting(
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values = {"cpu": "aarch64"},
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)
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config_setting(
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name = "linux_arm",
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values = {"cpu": "arm"},
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visibility = ["//visibility:public"],
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)
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config_setting(
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name = "macos_x86_64",
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values = {
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