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authorAllan Sandfeld Jensen <allan.jensen@qt.io>2020-03-11 11:32:04 +0100
committerAllan Sandfeld Jensen <allan.jensen@qt.io>2020-03-18 13:40:17 +0000
commit31ccca0778db85c159634478b4ec7997f6704860 (patch)
tree3d33fc3afd9d5ec95541e1bbe074a9cf8da12a0e /chromium/ui/events/ozone/evdev
parent248b70b82a40964d5594eb04feca0fa36716185d (diff)
downloadqtwebengine-chromium-31ccca0778db85c159634478b4ec7997f6704860.tar.gz
BASELINE: Update Chromium to 80.0.3987.136
Change-Id: I98e1649aafae85ba3a83e67af00bb27ef301db7b Reviewed-by: Jüri Valdmann <juri.valdmann@qt.io>
Diffstat (limited to 'chromium/ui/events/ozone/evdev')
-rw-r--r--chromium/ui/events/ozone/evdev/BUILD.gn186
-rw-r--r--chromium/ui/events/ozone/evdev/cursor_delegate_evdev.h4
-rw-r--r--chromium/ui/events/ozone/evdev/device_event_dispatcher_evdev.h18
-rw-r--r--chromium/ui/events/ozone/evdev/event_converter_evdev.h8
-rw-r--r--chromium/ui/events/ozone/evdev/event_converter_evdev_impl.h10
-rw-r--r--chromium/ui/events/ozone/evdev/event_converter_evdev_impl_unittest.cc7
-rw-r--r--chromium/ui/events/ozone/evdev/event_converter_test_util.cc2
-rw-r--r--chromium/ui/events/ozone/evdev/event_device_info.h6
-rw-r--r--chromium/ui/events/ozone/evdev/event_factory_evdev.h14
-rw-r--r--chromium/ui/events/ozone/evdev/events_ozone_evdev_export.h29
-rw-r--r--chromium/ui/events/ozone/evdev/gamepad_event_converter_evdev.h8
-rw-r--r--chromium/ui/events/ozone/evdev/gamepad_event_converter_evdev_unittest.cc7
-rw-r--r--chromium/ui/events/ozone/evdev/input_controller_evdev.cc5
-rw-r--r--chromium/ui/events/ozone/evdev/input_controller_evdev.h12
-rw-r--r--chromium/ui/events/ozone/evdev/input_device_factory_evdev.cc4
-rw-r--r--chromium/ui/events/ozone/evdev/input_device_factory_evdev.h17
-rw-r--r--chromium/ui/events/ozone/evdev/input_device_factory_evdev_proxy.cc6
-rw-r--r--chromium/ui/events/ozone/evdev/input_device_factory_evdev_proxy.h13
-rw-r--r--chromium/ui/events/ozone/evdev/input_injector_evdev.h9
-rw-r--r--chromium/ui/events/ozone/evdev/input_injector_evdev_unittest.cc16
-rw-r--r--chromium/ui/events/ozone/evdev/keyboard_evdev.h10
-rw-r--r--chromium/ui/events/ozone/evdev/keyboard_util_evdev.h6
-rw-r--r--chromium/ui/events/ozone/evdev/libgestures_glue/gesture_interpreter_libevdev_cros.h4
-rw-r--r--chromium/ui/events/ozone/evdev/libgestures_glue/gesture_properties_service.cc151
-rw-r--r--chromium/ui/events/ozone/evdev/libgestures_glue/gesture_properties_service.h44
-rw-r--r--chromium/ui/events/ozone/evdev/libgestures_glue/gesture_property_provider.h4
-rw-r--r--chromium/ui/events/ozone/evdev/mouse_button_map_evdev.h4
-rw-r--r--chromium/ui/events/ozone/evdev/tablet_event_converter_evdev.h10
-rw-r--r--chromium/ui/events/ozone/evdev/tablet_event_converter_evdev_unittest.cc7
-rw-r--r--chromium/ui/events/ozone/evdev/touch_evdev_debug_buffer.h4
-rw-r--r--chromium/ui/events/ozone/evdev/touch_evdev_types.h4
-rw-r--r--chromium/ui/events/ozone/evdev/touch_event_converter_evdev.cc44
-rw-r--r--chromium/ui/events/ozone/evdev/touch_event_converter_evdev.h13
-rw-r--r--chromium/ui/events/ozone/evdev/touch_event_converter_evdev_unittest.cc109
-rw-r--r--chromium/ui/events/ozone/evdev/touch_filter/edge_touch_filter.cc7
-rw-r--r--chromium/ui/events/ozone/evdev/touch_filter/edge_touch_filter.h4
-rw-r--r--chromium/ui/events/ozone/evdev/touch_filter/false_touch_finder.cc53
-rw-r--r--chromium/ui/events/ozone/evdev/touch_filter/false_touch_finder.h23
-rw-r--r--chromium/ui/events/ozone/evdev/touch_filter/false_touch_finder_unittest.cc161
-rw-r--r--chromium/ui/events/ozone/evdev/touch_filter/far_apart_taps_touch_noise_filter.cc109
-rw-r--r--chromium/ui/events/ozone/evdev/touch_filter/far_apart_taps_touch_noise_filter.h46
-rw-r--r--chromium/ui/events/ozone/evdev/touch_filter/heuristic_stylus_palm_detection_filter.cc17
-rw-r--r--chromium/ui/events/ozone/evdev/touch_filter/heuristic_stylus_palm_detection_filter.h9
-rw-r--r--chromium/ui/events/ozone/evdev/touch_filter/heuristic_stylus_palm_detection_filter_unittest.cc11
-rw-r--r--chromium/ui/events/ozone/evdev/touch_filter/horizontally_aligned_touch_noise_filter.cc56
-rw-r--r--chromium/ui/events/ozone/evdev/touch_filter/horizontally_aligned_touch_noise_filter.h29
-rw-r--r--chromium/ui/events/ozone/evdev/touch_filter/low_pressure_filter.cc44
-rw-r--r--chromium/ui/events/ozone/evdev/touch_filter/low_pressure_filter.h33
-rw-r--r--chromium/ui/events/ozone/evdev/touch_filter/neural_stylus_palm_detection_filter.cc416
-rw-r--r--chromium/ui/events/ozone/evdev/touch_filter/neural_stylus_palm_detection_filter.h95
-rw-r--r--chromium/ui/events/ozone/evdev/touch_filter/neural_stylus_palm_detection_filter_model.cc2
-rw-r--r--chromium/ui/events/ozone/evdev/touch_filter/neural_stylus_palm_detection_filter_model.h26
-rw-r--r--chromium/ui/events/ozone/evdev/touch_filter/neural_stylus_palm_detection_filter_unittest.cc389
-rw-r--r--chromium/ui/events/ozone/evdev/touch_filter/neural_stylus_palm_detection_filter_util.cc164
-rw-r--r--chromium/ui/events/ozone/evdev/touch_filter/neural_stylus_palm_detection_filter_util.h56
-rw-r--r--chromium/ui/events/ozone/evdev/touch_filter/neural_stylus_palm_detection_filter_util_unittest.cc141
-rw-r--r--chromium/ui/events/ozone/evdev/touch_filter/neural_stylus_palm_report_filter.cc63
-rw-r--r--chromium/ui/events/ozone/evdev/touch_filter/neural_stylus_palm_report_filter.h51
-rw-r--r--chromium/ui/events/ozone/evdev/touch_filter/neural_stylus_palm_report_filter_unittest.cc153
-rw-r--r--chromium/ui/events/ozone/evdev/touch_filter/open_palm_detection_filter.cc7
-rw-r--r--chromium/ui/events/ozone/evdev/touch_filter/open_palm_detection_filter.h7
-rw-r--r--chromium/ui/events/ozone/evdev/touch_filter/open_palm_detection_filter_unittest.cc6
-rw-r--r--chromium/ui/events/ozone/evdev/touch_filter/palm_detection_filter.cc3
-rw-r--r--chromium/ui/events/ozone/evdev/touch_filter/palm_detection_filter.h8
-rw-r--r--chromium/ui/events/ozone/evdev/touch_filter/palm_detection_filter_factory.cc58
-rw-r--r--chromium/ui/events/ozone/evdev/touch_filter/palm_detection_filter_factory.h31
-rw-r--r--chromium/ui/events/ozone/evdev/touch_filter/palm_detection_filter_factory_unittest.cc88
-rw-r--r--chromium/ui/events/ozone/evdev/touch_filter/palm_model/onedevice_train_palm_detection_filter_inference.cc15800
-rw-r--r--chromium/ui/events/ozone/evdev/touch_filter/palm_model/onedevice_train_palm_detection_filter_inference.h42
-rw-r--r--chromium/ui/events/ozone/evdev/touch_filter/palm_model/onedevice_train_palm_detection_filter_model.cc69
-rw-r--r--chromium/ui/events/ozone/evdev/touch_filter/palm_model/onedevice_train_palm_detection_filter_model.h36
-rw-r--r--chromium/ui/events/ozone/evdev/touch_filter/shared_palm_detection_filter_state.h20
-rw-r--r--chromium/ui/events/ozone/evdev/touch_filter/single_position_touch_noise_filter.cc172
-rw-r--r--chromium/ui/events/ozone/evdev/touch_filter/single_position_touch_noise_filter.h61
74 files changed, 18126 insertions, 1235 deletions
diff --git a/chromium/ui/events/ozone/evdev/BUILD.gn b/chromium/ui/events/ozone/evdev/BUILD.gn
new file mode 100644
index 00000000000..12a0b80f377
--- /dev/null
+++ b/chromium/ui/events/ozone/evdev/BUILD.gn
@@ -0,0 +1,186 @@
+# Copyright 2019 The Chromium Authors. All rights reserved.
+# Use of this source code is governed by a BSD-style license that can be
+# found in the LICENSE file.
+
+import("//build/config/ui.gni")
+
+assert(use_ozone && is_linux)
+
+visibility = [ ":*" ]
+
+declare_args() {
+ # Support ChromeOS touchpad gestures with ozone.
+ use_evdev_gestures = false
+}
+
+config("evdev_config") {
+ defines = [ "USE_EVDEV" ]
+}
+
+if (use_evdev_gestures) {
+ config("evdev_gestures_config") {
+ defines = [ "USE_EVDEV_GESTURES" ]
+ }
+}
+
+component("evdev") {
+ output_name = "events_ozone_evdev"
+
+ sources = [
+ "device_event_dispatcher_evdev.cc",
+ "device_event_dispatcher_evdev.h",
+ "event_converter_evdev.cc",
+ "event_converter_evdev.h",
+ "event_converter_evdev_impl.cc",
+ "event_converter_evdev_impl.h",
+ "event_device_info.cc",
+ "event_device_info.h",
+ "event_factory_evdev.cc",
+ "event_factory_evdev.h",
+ "event_thread_evdev.cc",
+ "event_thread_evdev.h",
+ "gamepad_event_converter_evdev.cc",
+ "gamepad_event_converter_evdev.h",
+ "input_controller_evdev.cc",
+ "input_controller_evdev.h",
+ "input_device_factory_evdev.cc",
+ "input_device_factory_evdev.h",
+ "input_device_factory_evdev_proxy.cc",
+ "input_device_factory_evdev_proxy.h",
+ "input_device_settings_evdev.cc",
+ "input_device_settings_evdev.h",
+ "input_injector_evdev.cc",
+ "input_injector_evdev.h",
+ "keyboard_evdev.cc",
+ "keyboard_evdev.h",
+ "keyboard_util_evdev.cc",
+ "keyboard_util_evdev.h",
+ "mouse_button_map_evdev.cc",
+ "mouse_button_map_evdev.h",
+ "tablet_event_converter_evdev.cc",
+ "tablet_event_converter_evdev.h",
+ "touch_evdev_debug_buffer.cc",
+ "touch_evdev_debug_buffer.h",
+ "touch_evdev_types.cc",
+ "touch_evdev_types.h",
+ "touch_event_converter_evdev.cc",
+ "touch_event_converter_evdev.h",
+ "touch_filter/edge_touch_filter.cc",
+ "touch_filter/edge_touch_filter.h",
+ "touch_filter/false_touch_finder.cc",
+ "touch_filter/false_touch_finder.h",
+ "touch_filter/heuristic_stylus_palm_detection_filter.cc",
+ "touch_filter/heuristic_stylus_palm_detection_filter.h",
+ "touch_filter/neural_stylus_palm_detection_filter.cc",
+ "touch_filter/neural_stylus_palm_detection_filter.h",
+ "touch_filter/neural_stylus_palm_detection_filter_model.cc",
+ "touch_filter/neural_stylus_palm_detection_filter_model.h",
+ "touch_filter/neural_stylus_palm_detection_filter_util.cc",
+ "touch_filter/neural_stylus_palm_detection_filter_util.h",
+ "touch_filter/neural_stylus_palm_report_filter.cc",
+ "touch_filter/neural_stylus_palm_report_filter.h",
+ "touch_filter/open_palm_detection_filter.cc",
+ "touch_filter/open_palm_detection_filter.h",
+ "touch_filter/palm_detection_filter.cc",
+ "touch_filter/palm_detection_filter.h",
+ "touch_filter/palm_detection_filter_factory.cc",
+ "touch_filter/palm_detection_filter_factory.h",
+ "touch_filter/palm_model/onedevice_train_palm_detection_filter_inference.cc",
+ "touch_filter/palm_model/onedevice_train_palm_detection_filter_inference.h",
+ "touch_filter/palm_model/onedevice_train_palm_detection_filter_model.cc",
+ "touch_filter/palm_model/onedevice_train_palm_detection_filter_model.h",
+ "touch_filter/shared_palm_detection_filter_state.h",
+ "touch_filter/touch_filter.h",
+ ]
+
+ defines = [ "IS_EVDEV_IMPL" ]
+
+ deps = [
+ "//base",
+ "//ui/display",
+ "//ui/events",
+ "//ui/events:dom_keycode_converter",
+ "//ui/events:events_base",
+ "//ui/events/devices",
+ "//ui/events/ozone",
+ "//ui/events/ozone/layout",
+ "//ui/events/platform",
+ "//ui/gfx",
+ "//ui/ozone:ozone_base",
+ ]
+
+ public_configs = [ ":evdev_config" ]
+
+ if (use_evdev_gestures) {
+ sources += [
+ "libgestures_glue/event_reader_libevdev_cros.cc",
+ "libgestures_glue/event_reader_libevdev_cros.h",
+ "libgestures_glue/gesture_feedback.cc",
+ "libgestures_glue/gesture_feedback.h",
+ "libgestures_glue/gesture_interpreter_libevdev_cros.cc",
+ "libgestures_glue/gesture_interpreter_libevdev_cros.h",
+ "libgestures_glue/gesture_logging.cc",
+ "libgestures_glue/gesture_logging.h",
+ "libgestures_glue/gesture_properties_service.cc",
+ "libgestures_glue/gesture_properties_service.h",
+ "libgestures_glue/gesture_property_provider.cc",
+ "libgestures_glue/gesture_property_provider.h",
+ "libgestures_glue/gesture_timer_provider.cc",
+ "libgestures_glue/gesture_timer_provider.h",
+ ]
+
+ deps += [
+ "//third_party/gestures",
+ "//third_party/libevdev",
+ "//ui/ozone/public/mojom:gesture_properties_service",
+ ]
+
+ public_configs += [ ":evdev_gestures_config" ]
+ }
+
+ visibility += [
+ "//ui/ozone/*",
+ "//ui/chromeos/*",
+ ]
+}
+
+source_set("unittests") {
+ testonly = true
+
+ sources = [
+ "event_converter_evdev_impl_unittest.cc",
+ "event_converter_test_util.cc",
+ "event_converter_test_util.h",
+ "event_device_info_unittest.cc",
+ "event_device_test_util.cc",
+ "event_device_test_util.h",
+ "gamepad_event_converter_evdev_unittest.cc",
+ "input_injector_evdev_unittest.cc",
+ "tablet_event_converter_evdev_unittest.cc",
+ "testing/fake_cursor_delegate_evdev.h",
+ "touch_event_converter_evdev_unittest.cc",
+ "touch_filter/false_touch_finder_unittest.cc",
+ "touch_filter/heuristic_stylus_palm_detection_filter_unittest.cc",
+ "touch_filter/neural_stylus_palm_detection_filter_unittest.cc",
+ "touch_filter/neural_stylus_palm_detection_filter_util_unittest.cc",
+ "touch_filter/neural_stylus_palm_report_filter_unittest.cc",
+ "touch_filter/open_palm_detection_filter_unittest.cc",
+ "touch_filter/palm_detection_filter_factory_unittest.cc",
+ ]
+
+ deps = [
+ ":evdev",
+ "//base",
+ "//base/test:test_support",
+ "//testing/gmock",
+ "//testing/gtest",
+ "//ui/events",
+ "//ui/events:dom_keycode_converter",
+ "//ui/events/devices",
+ "//ui/events/ozone",
+ "//ui/events/ozone/layout",
+ "//ui/gfx/geometry",
+ ]
+
+ visibility += [ "//ui/events/ozone:unittests" ]
+}
diff --git a/chromium/ui/events/ozone/evdev/cursor_delegate_evdev.h b/chromium/ui/events/ozone/evdev/cursor_delegate_evdev.h
index ab8ad6403bf..d6e410afe6c 100644
--- a/chromium/ui/events/ozone/evdev/cursor_delegate_evdev.h
+++ b/chromium/ui/events/ozone/evdev/cursor_delegate_evdev.h
@@ -5,7 +5,7 @@
#ifndef UI_EVENTS_OZONE_EVDEV_CURSOR_DELEGATE_EVDEV_H_
#define UI_EVENTS_OZONE_EVDEV_CURSOR_DELEGATE_EVDEV_H_
-#include "ui/events/ozone/evdev/events_ozone_evdev_export.h"
+#include "base/component_export.h"
#include "ui/gfx/geometry/point_f.h"
#include "ui/gfx/native_widget_types.h"
@@ -16,7 +16,7 @@ class Rect;
namespace ui {
-class EVENTS_OZONE_EVDEV_EXPORT CursorDelegateEvdev {
+class COMPONENT_EXPORT(EVDEV) CursorDelegateEvdev {
public:
virtual ~CursorDelegateEvdev() {}
diff --git a/chromium/ui/events/ozone/evdev/device_event_dispatcher_evdev.h b/chromium/ui/events/ozone/evdev/device_event_dispatcher_evdev.h
index f3b466cfe0e..88c53905bbc 100644
--- a/chromium/ui/events/ozone/evdev/device_event_dispatcher_evdev.h
+++ b/chromium/ui/events/ozone/evdev/device_event_dispatcher_evdev.h
@@ -7,13 +7,13 @@
#include <vector>
+#include "base/component_export.h"
#include "base/time/time.h"
#include "ui/events/devices/gamepad_device.h"
#include "ui/events/devices/input_device.h"
#include "ui/events/devices/touchscreen_device.h"
#include "ui/events/event.h"
#include "ui/events/event_constants.h"
-#include "ui/events/ozone/evdev/events_ozone_evdev_export.h"
#include "ui/events/ozone/gamepad/gamepad_event.h"
#include "ui/gfx/geometry/point_f.h"
#include "ui/gfx/geometry/vector2d.h"
@@ -23,7 +23,7 @@ namespace ui {
enum class StylusState;
-struct EVENTS_OZONE_EVDEV_EXPORT KeyEventParams {
+struct COMPONENT_EXPORT(EVDEV) KeyEventParams {
KeyEventParams(int device_id,
unsigned int code,
bool down,
@@ -40,7 +40,7 @@ struct EVENTS_OZONE_EVDEV_EXPORT KeyEventParams {
base::TimeTicks timestamp;
};
-struct EVENTS_OZONE_EVDEV_EXPORT MouseMoveEventParams {
+struct COMPONENT_EXPORT(EVDEV) MouseMoveEventParams {
MouseMoveEventParams(int device_id,
int flags,
const gfx::PointF& location,
@@ -57,7 +57,7 @@ struct EVENTS_OZONE_EVDEV_EXPORT MouseMoveEventParams {
base::TimeTicks timestamp;
};
-struct EVENTS_OZONE_EVDEV_EXPORT MouseButtonEventParams {
+struct COMPONENT_EXPORT(EVDEV) MouseButtonEventParams {
MouseButtonEventParams(int device_id,
int flags,
const gfx::PointF& location,
@@ -80,7 +80,7 @@ struct EVENTS_OZONE_EVDEV_EXPORT MouseButtonEventParams {
base::TimeTicks timestamp;
};
-struct EVENTS_OZONE_EVDEV_EXPORT MouseWheelEventParams {
+struct COMPONENT_EXPORT(EVDEV) MouseWheelEventParams {
MouseWheelEventParams(int device_id,
const gfx::PointF& location,
const gfx::Vector2d& delta,
@@ -95,7 +95,7 @@ struct EVENTS_OZONE_EVDEV_EXPORT MouseWheelEventParams {
base::TimeTicks timestamp;
};
-struct EVENTS_OZONE_EVDEV_EXPORT PinchEventParams {
+struct COMPONENT_EXPORT(EVDEV) PinchEventParams {
PinchEventParams(int device_id,
EventType type,
const gfx::PointF location,
@@ -112,7 +112,7 @@ struct EVENTS_OZONE_EVDEV_EXPORT PinchEventParams {
const base::TimeTicks timestamp;
};
-struct EVENTS_OZONE_EVDEV_EXPORT ScrollEventParams {
+struct COMPONENT_EXPORT(EVDEV) ScrollEventParams {
ScrollEventParams(int device_id,
EventType type,
const gfx::PointF location,
@@ -133,7 +133,7 @@ struct EVENTS_OZONE_EVDEV_EXPORT ScrollEventParams {
const base::TimeTicks timestamp;
};
-struct EVENTS_OZONE_EVDEV_EXPORT TouchEventParams {
+struct COMPONENT_EXPORT(EVDEV) TouchEventParams {
TouchEventParams(int device_id,
int slot,
EventType type,
@@ -155,7 +155,7 @@ struct EVENTS_OZONE_EVDEV_EXPORT TouchEventParams {
};
// Interface used by device objects for event dispatch.
-class EVENTS_OZONE_EVDEV_EXPORT DeviceEventDispatcherEvdev {
+class COMPONENT_EXPORT(EVDEV) DeviceEventDispatcherEvdev {
public:
DeviceEventDispatcherEvdev() {}
virtual ~DeviceEventDispatcherEvdev() {}
diff --git a/chromium/ui/events/ozone/evdev/event_converter_evdev.h b/chromium/ui/events/ozone/evdev/event_converter_evdev.h
index cdcc807f6c3..717410f2ebc 100644
--- a/chromium/ui/events/ozone/evdev/event_converter_evdev.h
+++ b/chromium/ui/events/ozone/evdev/event_converter_evdev.h
@@ -11,13 +11,13 @@
#include <vector>
#include "base/callback.h"
+#include "base/component_export.h"
#include "base/files/file_path.h"
#include "base/macros.h"
#include "base/message_loop/message_loop_current.h"
#include "ui/events/devices/gamepad_device.h"
#include "ui/events/devices/input_device.h"
#include "ui/events/ozone/evdev/event_dispatch_callback.h"
-#include "ui/events/ozone/evdev/events_ozone_evdev_export.h"
#include "ui/gfx/geometry/size.h"
struct input_event;
@@ -25,7 +25,7 @@ struct input_event;
namespace ui {
enum class DomCode;
-class EVENTS_OZONE_EVDEV_EXPORT EventConverterEvdev
+class COMPONENT_EXPORT(EVDEV) EventConverterEvdev
: public base::MessagePumpForUI::FdWatcher {
public:
EventConverterEvdev(int fd,
@@ -127,10 +127,10 @@ class EVENTS_OZONE_EVDEV_EXPORT EventConverterEvdev
void OnFileCanWriteWithoutBlocking(int fd) override;
// File descriptor to read.
- int fd_;
+ const int fd_;
// Path to input device.
- base::FilePath path_;
+ const base::FilePath path_;
// Input device information, including id (which uniquely identifies an
// event converter) and type.
diff --git a/chromium/ui/events/ozone/evdev/event_converter_evdev_impl.h b/chromium/ui/events/ozone/evdev/event_converter_evdev_impl.h
index 94e4a36a30c..9f1be6c3491 100644
--- a/chromium/ui/events/ozone/evdev/event_converter_evdev_impl.h
+++ b/chromium/ui/events/ozone/evdev/event_converter_evdev_impl.h
@@ -7,6 +7,7 @@
#include <bitset>
+#include "base/component_export.h"
#include "base/files/file_path.h"
#include "base/files/scoped_file.h"
#include "base/macros.h"
@@ -17,7 +18,6 @@
#include "ui/events/ozone/evdev/cursor_delegate_evdev.h"
#include "ui/events/ozone/evdev/event_converter_evdev.h"
#include "ui/events/ozone/evdev/event_device_info.h"
-#include "ui/events/ozone/evdev/events_ozone_evdev_export.h"
#include "ui/events/ozone/evdev/keyboard_evdev.h"
#include "ui/events/ozone/evdev/mouse_button_map_evdev.h"
@@ -27,7 +27,7 @@ namespace ui {
class DeviceEventDispatcherEvdev;
-class EVENTS_OZONE_EVDEV_EXPORT EventConverterEvdevImpl
+class COMPONENT_EXPORT(EVDEV) EventConverterEvdevImpl
: public EventConverterEvdev {
public:
EventConverterEvdevImpl(base::ScopedFD fd,
@@ -66,7 +66,7 @@ class EVENTS_OZONE_EVDEV_EXPORT EventConverterEvdevImpl
void FlushEvents(const input_event& input);
// Input device file descriptor.
- base::ScopedFD input_device_fd_;
+ const base::ScopedFD input_device_fd_;
// Input modalities for this device.
bool has_keyboard_;
@@ -95,10 +95,10 @@ class EVENTS_OZONE_EVDEV_EXPORT EventConverterEvdevImpl
std::bitset<kMouseButtonCount> mouse_button_state_;
// Shared cursor state.
- CursorDelegateEvdev* cursor_;
+ CursorDelegateEvdev* const cursor_;
// Callbacks for dispatching events.
- DeviceEventDispatcherEvdev* dispatcher_;
+ DeviceEventDispatcherEvdev* const dispatcher_;
DISALLOW_COPY_AND_ASSIGN(EventConverterEvdevImpl);
};
diff --git a/chromium/ui/events/ozone/evdev/event_converter_evdev_impl_unittest.cc b/chromium/ui/events/ozone/evdev/event_converter_evdev_impl_unittest.cc
index ec3a3aae0a1..f15052dd146 100644
--- a/chromium/ui/events/ozone/evdev/event_converter_evdev_impl_unittest.cc
+++ b/chromium/ui/events/ozone/evdev/event_converter_evdev_impl_unittest.cc
@@ -22,7 +22,7 @@
#include "ui/events/ozone/evdev/event_factory_evdev.h"
#include "ui/events/ozone/evdev/keyboard_evdev.h"
#include "ui/events/ozone/evdev/testing/fake_cursor_delegate_evdev.h"
-#include "ui/events/ozone/layout/keyboard_layout_engine_manager.h"
+#include "ui/events/ozone/layout/stub/stub_keyboard_layout_engine.h"
#include "ui/events/test/scoped_event_test_tick_clock.h"
namespace ui {
@@ -70,10 +70,10 @@ class EventConverterEvdevImplTest : public testing::Test {
cursor_ = std::make_unique<ui::FakeCursorDelegateEvdev>();
+ keyboard_layout_engine_ = std::make_unique<ui::StubKeyboardLayoutEngine>();
device_manager_ = ui::CreateDeviceManagerForTest();
event_factory_ = ui::CreateEventFactoryEvdevForTest(
- cursor_.get(), device_manager_.get(),
- ui::KeyboardLayoutEngineManager::GetKeyboardLayoutEngine(),
+ cursor_.get(), device_manager_.get(), keyboard_layout_engine_.get(),
base::BindRepeating(&EventConverterEvdevImplTest::DispatchEventForTest,
base::Unretained(this)));
dispatcher_ =
@@ -130,6 +130,7 @@ class EventConverterEvdevImplTest : public testing::Test {
base::test::SingleThreadTaskEnvironment task_environment_{
base::test::SingleThreadTaskEnvironment::MainThreadType::UI};
+ std::unique_ptr<ui::KeyboardLayoutEngine> keyboard_layout_engine_;
std::unique_ptr<ui::FakeCursorDelegateEvdev> cursor_;
std::unique_ptr<ui::DeviceManager> device_manager_;
std::unique_ptr<ui::EventFactoryEvdev> event_factory_;
diff --git a/chromium/ui/events/ozone/evdev/event_converter_test_util.cc b/chromium/ui/events/ozone/evdev/event_converter_test_util.cc
index a363712692b..c260de7b2a9 100644
--- a/chromium/ui/events/ozone/evdev/event_converter_test_util.cc
+++ b/chromium/ui/events/ozone/evdev/event_converter_test_util.cc
@@ -118,7 +118,7 @@ class TestEventFactoryEvdev : public EventFactoryEvdev {
return POST_DISPATCH_NONE;
}
- EventDispatchCallback callback_;
+ const EventDispatchCallback callback_;
};
} // namespace
diff --git a/chromium/ui/events/ozone/evdev/event_device_info.h b/chromium/ui/events/ozone/evdev/event_device_info.h
index 5ef1c737c34..78eb4af2664 100644
--- a/chromium/ui/events/ozone/evdev/event_device_info.h
+++ b/chromium/ui/events/ozone/evdev/event_device_info.h
@@ -13,10 +13,10 @@
#include <string>
#include <vector>
+#include "base/component_export.h"
#include "base/macros.h"
#include "ui/events/devices/input_device.h"
#include "ui/events/ozone/evdev/event_device_util.h"
-#include "ui/events/ozone/evdev/events_ozone_evdev_export.h"
#if !defined(ABS_MT_TOOL_Y)
#define ABS_MT_TOOL_Y 0x3d
@@ -34,7 +34,7 @@ class FilePath;
namespace ui {
// Input device types.
-enum EVENTS_OZONE_EVDEV_EXPORT EventDeviceType {
+enum COMPONENT_EXPORT(EVDEV) EventDeviceType {
DT_KEYBOARD,
DT_MOUSE,
DT_TOUCHPAD,
@@ -48,7 +48,7 @@ enum EVENTS_OZONE_EVDEV_EXPORT EventDeviceType {
//
// This stores and queries information about input devices; in
// particular it knows which events the device can generate.
-class EVENTS_OZONE_EVDEV_EXPORT EventDeviceInfo {
+class COMPONENT_EXPORT(EVDEV) EventDeviceInfo {
public:
EventDeviceInfo();
~EventDeviceInfo();
diff --git a/chromium/ui/events/ozone/evdev/event_factory_evdev.h b/chromium/ui/events/ozone/evdev/event_factory_evdev.h
index c91f9aea807..302a8558323 100644
--- a/chromium/ui/events/ozone/evdev/event_factory_evdev.h
+++ b/chromium/ui/events/ozone/evdev/event_factory_evdev.h
@@ -7,6 +7,7 @@
#include "base/callback.h"
#include "base/compiler_specific.h"
+#include "base/component_export.h"
#include "base/files/file_path.h"
#include "base/macros.h"
#include "base/memory/ref_counted.h"
@@ -15,7 +16,6 @@
#include "ui/events/ozone/device/device_event_observer.h"
#include "ui/events/ozone/evdev/device_event_dispatcher_evdev.h"
#include "ui/events/ozone/evdev/event_thread_evdev.h"
-#include "ui/events/ozone/evdev/events_ozone_evdev_export.h"
#include "ui/events/ozone/evdev/input_controller_evdev.h"
#include "ui/events/ozone/evdev/keyboard_evdev.h"
#include "ui/events/ozone/evdev/mouse_button_map_evdev.h"
@@ -41,15 +41,15 @@ enum class DomCode;
enum class StylusState;
#if !defined(USE_EVDEV)
-#error Missing dependency on ui/events/ozone:events_ozone_evdev
+#error Missing dependency on ui/events/ozone/evdev
#endif
// Ozone events implementation for the Linux input subsystem ("evdev").
//
// This is a UI thread object, but creates its own thread for I/O. See
// InputDeviceFactoryEvdev for the I/O thread part.
-class EVENTS_OZONE_EVDEV_EXPORT EventFactoryEvdev : public DeviceEventObserver,
- public PlatformEventSource {
+class COMPONENT_EXPORT(EVDEV) EventFactoryEvdev : public DeviceEventObserver,
+ public PlatformEventSource {
public:
EventFactoryEvdev(CursorDelegateEvdev* cursor,
DeviceManager* device_manager,
@@ -115,10 +115,10 @@ class EVENTS_OZONE_EVDEV_EXPORT EventFactoryEvdev : public DeviceEventObserver,
int last_device_id_ = 0;
// Interface for scanning & monitoring input devices.
- DeviceManager* device_manager_; // Not owned.
+ DeviceManager* const device_manager_; // Not owned.
// Gamepad provider to dispatch gamepad events.
- GamepadProviderOzone* gamepad_provider_;
+ GamepadProviderOzone* const gamepad_provider_;
// Proxy for input device factory (manages device I/O objects).
// The real object lives on a different thread.
@@ -134,7 +134,7 @@ class EVENTS_OZONE_EVDEV_EXPORT EventFactoryEvdev : public DeviceEventObserver,
KeyboardEvdev keyboard_;
// Cursor movement.
- CursorDelegateEvdev* cursor_;
+ CursorDelegateEvdev* const cursor_;
// Object for controlling input devices.
InputControllerEvdev input_controller_;
diff --git a/chromium/ui/events/ozone/evdev/events_ozone_evdev_export.h b/chromium/ui/events/ozone/evdev/events_ozone_evdev_export.h
deleted file mode 100644
index 4a4cbacee64..00000000000
--- a/chromium/ui/events/ozone/evdev/events_ozone_evdev_export.h
+++ /dev/null
@@ -1,29 +0,0 @@
-// Copyright 2014 The Chromium Authors. All rights reserved.
-// Use of this source code is governed by a BSD-style license that can be
-// found in the LICENSE file.
-
-#ifndef UI_EVENTS_OZONE_EVDEV_EVENTS_OZONE_EVDEV_EXPORT_H_
-#define UI_EVENTS_OZONE_EVDEV_EVENTS_OZONE_EVDEV_EXPORT_H_
-
-#if defined(COMPONENT_BUILD)
-#if defined(WIN32)
-
-#if defined(EVENTS_OZONE_EVDEV_IMPLEMENTATION)
-#define EVENTS_OZONE_EVDEV_EXPORT __declspec(dllexport)
-#else
-#define EVENTS_OZONE_EVDEV_EXPORT __declspec(dllimport)
-#endif // defined(EVENTS_OZONE_EVDEV_IMPLEMENTATION)
-
-#else // defined(WIN32)
-#if defined(EVENTS_OZONE_EVDEV_IMPLEMENTATION)
-#define EVENTS_OZONE_EVDEV_EXPORT __attribute__((visibility("default")))
-#else
-#define EVENTS_OZONE_EVDEV_EXPORT
-#endif
-#endif
-
-#else // defined(COMPONENT_BUILD)
-#define EVENTS_OZONE_EVDEV_EXPORT
-#endif
-
-#endif // UI_EVENTS_OZONE_EVDEV_EVENTS_OZONE_EVDEV_EXPORT_H_
diff --git a/chromium/ui/events/ozone/evdev/gamepad_event_converter_evdev.h b/chromium/ui/events/ozone/evdev/gamepad_event_converter_evdev.h
index 603a021eab5..32d3ab81427 100644
--- a/chromium/ui/events/ozone/evdev/gamepad_event_converter_evdev.h
+++ b/chromium/ui/events/ozone/evdev/gamepad_event_converter_evdev.h
@@ -7,6 +7,7 @@
#include <vector>
+#include "base/component_export.h"
#include "base/containers/flat_set.h"
#include "base/files/file_path.h"
#include "base/files/scoped_file.h"
@@ -15,7 +16,6 @@
#include "ui/events/event.h"
#include "ui/events/ozone/evdev/event_converter_evdev.h"
#include "ui/events/ozone/evdev/event_device_info.h"
-#include "ui/events/ozone/evdev/events_ozone_evdev_export.h"
struct input_event;
@@ -23,7 +23,7 @@ namespace ui {
class DeviceEventDispatcherEvdev;
-class EVENTS_OZONE_EVDEV_EXPORT GamepadEventConverterEvdev
+class COMPONENT_EXPORT(EVDEV) GamepadEventConverterEvdev
: public EventConverterEvdev {
public:
GamepadEventConverterEvdev(base::ScopedFD fd,
@@ -73,10 +73,10 @@ class EVENTS_OZONE_EVDEV_EXPORT GamepadEventConverterEvdev
base::flat_set<unsigned int> pressed_buttons_;
// Input device file descriptor.
- base::ScopedFD input_device_fd_;
+ const base::ScopedFD input_device_fd_;
// Callbacks for dispatching events.
- DeviceEventDispatcherEvdev* dispatcher_;
+ DeviceEventDispatcherEvdev* const dispatcher_;
DISALLOW_COPY_AND_ASSIGN(GamepadEventConverterEvdev);
};
diff --git a/chromium/ui/events/ozone/evdev/gamepad_event_converter_evdev_unittest.cc b/chromium/ui/events/ozone/evdev/gamepad_event_converter_evdev_unittest.cc
index 67b4d59f9d8..ceec22806e1 100644
--- a/chromium/ui/events/ozone/evdev/gamepad_event_converter_evdev_unittest.cc
+++ b/chromium/ui/events/ozone/evdev/gamepad_event_converter_evdev_unittest.cc
@@ -32,7 +32,7 @@
#include "ui/events/ozone/gamepad/gamepad_event.h"
#include "ui/events/ozone/gamepad/gamepad_observer.h"
#include "ui/events/ozone/gamepad/gamepad_provider_ozone.h"
-#include "ui/events/ozone/layout/keyboard_layout_engine_manager.h"
+#include "ui/events/ozone/layout/stub/stub_keyboard_layout_engine.h"
#include "ui/events/platform/platform_event_dispatcher.h"
#include "ui/events/platform/platform_event_source.h"
#include "ui/events/test/scoped_event_test_tick_clock.h"
@@ -67,9 +67,9 @@ class GamepadEventConverterEvdevTest : public testing::Test {
// Overriden from testing::Test:
void SetUp() override {
device_manager_ = ui::CreateDeviceManagerForTest();
+ keyboard_layout_engine_ = std::make_unique<ui::StubKeyboardLayoutEngine>();
event_factory_ = ui::CreateEventFactoryEvdevForTest(
- nullptr, device_manager_.get(),
- ui::KeyboardLayoutEngineManager::GetKeyboardLayoutEngine(),
+ nullptr, device_manager_.get(), keyboard_layout_engine_.get(),
base::BindRepeating(
&GamepadEventConverterEvdevTest::DispatchEventForTest,
base::Unretained(this)));
@@ -97,6 +97,7 @@ class GamepadEventConverterEvdevTest : public testing::Test {
std::unique_ptr<ui::GamepadEventConverterEvdev> gamepad_evdev_;
std::unique_ptr<ui::DeviceManager> device_manager_;
+ std::unique_ptr<ui::KeyboardLayoutEngine> keyboard_layout_engine_;
std::unique_ptr<ui::EventFactoryEvdev> event_factory_;
std::unique_ptr<ui::DeviceEventDispatcherEvdev> dispatcher_;
diff --git a/chromium/ui/events/ozone/evdev/input_controller_evdev.cc b/chromium/ui/events/ozone/evdev/input_controller_evdev.cc
index a7ef8810440..f68e16c778b 100644
--- a/chromium/ui/events/ozone/evdev/input_controller_evdev.cc
+++ b/chromium/ui/events/ozone/evdev/input_controller_evdev.cc
@@ -7,6 +7,7 @@
#include <linux/input.h>
#include <algorithm>
+#include <utility>
#include "base/bind.h"
#include "base/callback.h"
@@ -189,9 +190,9 @@ void InputControllerEvdev::GetTouchEventLog(const base::FilePath& out_dir,
}
void InputControllerEvdev::GetGesturePropertiesService(
- ozone::mojom::GesturePropertiesServiceRequest request) {
+ mojo::PendingReceiver<ozone::mojom::GesturePropertiesService> receiver) {
if (input_device_factory_)
- input_device_factory_->GetGesturePropertiesService(std::move(request));
+ input_device_factory_->GetGesturePropertiesService(std::move(receiver));
}
void InputControllerEvdev::ScheduleUpdateDeviceSettings() {
diff --git a/chromium/ui/events/ozone/evdev/input_controller_evdev.h b/chromium/ui/events/ozone/evdev/input_controller_evdev.h
index e57becfa869..80ab4173ca9 100644
--- a/chromium/ui/events/ozone/evdev/input_controller_evdev.h
+++ b/chromium/ui/events/ozone/evdev/input_controller_evdev.h
@@ -7,9 +7,10 @@
#include <string>
+#include "base/component_export.h"
#include "base/macros.h"
#include "base/memory/weak_ptr.h"
-#include "ui/events/ozone/evdev/events_ozone_evdev_export.h"
+#include "mojo/public/cpp/bindings/pending_receiver.h"
#include "ui/events/ozone/evdev/input_device_settings_evdev.h"
#include "ui/ozone/public/input_controller.h"
@@ -20,7 +21,7 @@ class KeyboardEvdev;
class MouseButtonMapEvdev;
// Ozone InputController implementation for the Linux input subsystem ("evdev").
-class EVENTS_OZONE_EVDEV_EXPORT InputControllerEvdev : public InputController {
+class COMPONENT_EXPORT(EVDEV) InputControllerEvdev : public InputController {
public:
InputControllerEvdev(KeyboardEvdev* keyboard,
MouseButtonMapEvdev* button_map);
@@ -70,7 +71,8 @@ class EVENTS_OZONE_EVDEV_EXPORT InputControllerEvdev : public InputController {
void SetInternalKeyboardFilter(bool enable_filter,
std::vector<DomCode> allowed_keys) override;
void GetGesturePropertiesService(
- ozone::mojom::GesturePropertiesServiceRequest request) override;
+ mojo::PendingReceiver<ozone::mojom::GesturePropertiesService> receiver)
+ override;
private:
// Post task to update settings.
@@ -92,10 +94,10 @@ class EVENTS_OZONE_EVDEV_EXPORT InputControllerEvdev : public InputController {
InputDeviceFactoryEvdevProxy* input_device_factory_ = nullptr;
// Keyboard state.
- KeyboardEvdev* keyboard_;
+ KeyboardEvdev* const keyboard_;
// Mouse button map.
- MouseButtonMapEvdev* button_map_;
+ MouseButtonMapEvdev* const button_map_;
// Device presence.
bool has_mouse_ = false;
diff --git a/chromium/ui/events/ozone/evdev/input_device_factory_evdev.cc b/chromium/ui/events/ozone/evdev/input_device_factory_evdev.cc
index fb7fd06c282..0638c51f278 100644
--- a/chromium/ui/events/ozone/evdev/input_device_factory_evdev.cc
+++ b/chromium/ui/events/ozone/evdev/input_device_factory_evdev.cc
@@ -299,10 +299,10 @@ void InputDeviceFactoryEvdev::GetTouchEventLog(
}
void InputDeviceFactoryEvdev::GetGesturePropertiesService(
- ozone::mojom::GesturePropertiesServiceRequest request) {
+ mojo::PendingReceiver<ozone::mojom::GesturePropertiesService> receiver) {
#if defined(USE_EVDEV_GESTURES)
gesture_properties_service_ = std::make_unique<GesturePropertiesService>(
- gesture_property_provider_.get(), std::move(request));
+ gesture_property_provider_.get(), std::move(receiver));
#endif
}
diff --git a/chromium/ui/events/ozone/evdev/input_device_factory_evdev.h b/chromium/ui/events/ozone/evdev/input_device_factory_evdev.h
index 2d09d079e9a..5a0f0e3c40e 100644
--- a/chromium/ui/events/ozone/evdev/input_device_factory_evdev.h
+++ b/chromium/ui/events/ozone/evdev/input_device_factory_evdev.h
@@ -12,20 +12,21 @@
#include "base/callback.h"
#include "base/compiler_specific.h"
+#include "base/component_export.h"
#include "base/files/file_path.h"
#include "base/macros.h"
#include "base/memory/ref_counted.h"
#include "base/memory/weak_ptr.h"
#include "base/task_runner.h"
+#include "mojo/public/cpp/bindings/pending_receiver.h"
#include "ui/events/ozone/evdev/event_converter_evdev.h"
#include "ui/events/ozone/evdev/event_device_info.h"
-#include "ui/events/ozone/evdev/events_ozone_evdev_export.h"
#include "ui/events/ozone/evdev/input_device_settings_evdev.h"
#include "ui/events/ozone/evdev/touch_filter/shared_palm_detection_filter_state.h"
#include "ui/ozone/public/input_controller.h"
#if defined(USE_EVDEV_GESTURES)
-#include "ui/events/ozone/chromeos/gesture_properties_service.h"
+#include "ui/events/ozone/evdev/libgestures_glue/gesture_properties_service.h"
#endif
namespace ui {
@@ -34,7 +35,7 @@ class CursorDelegateEvdev;
class DeviceEventDispatcherEvdev;
#if !defined(USE_EVDEV)
-#error Missing dependency on ui/events/ozone:events_ozone_evdev
+#error Missing dependency on ui/events/ozone/evdev
#endif
#if defined(USE_EVDEV_GESTURES)
@@ -42,7 +43,7 @@ class GesturePropertyProvider;
#endif
// Manager for event device objects. All device I/O starts here.
-class EVENTS_OZONE_EVDEV_EXPORT InputDeviceFactoryEvdev {
+class COMPONENT_EXPORT(EVDEV) InputDeviceFactoryEvdev {
public:
InputDeviceFactoryEvdev(
std::unique_ptr<DeviceEventDispatcherEvdev> dispatcher,
@@ -68,7 +69,7 @@ class EVENTS_OZONE_EVDEV_EXPORT InputDeviceFactoryEvdev {
InputController::GetTouchEventLogReply reply);
void GetGesturePropertiesService(
- ozone::mojom::GesturePropertiesServiceRequest request);
+ mojo::PendingReceiver<ozone::mojom::GesturePropertiesService> receiver);
base::WeakPtr<InputDeviceFactoryEvdev> GetWeakPtr();
@@ -106,10 +107,10 @@ class EVENTS_OZONE_EVDEV_EXPORT InputDeviceFactoryEvdev {
void EnableDevices();
// Task runner for our thread.
- scoped_refptr<base::TaskRunner> task_runner_;
+ const scoped_refptr<base::TaskRunner> task_runner_;
// Cursor movement.
- CursorDelegateEvdev* cursor_;
+ CursorDelegateEvdev* const cursor_;
// Shared Palm state.
const std::unique_ptr<SharedPalmDetectionFilterState> shared_palm_state_;
@@ -121,7 +122,7 @@ class EVENTS_OZONE_EVDEV_EXPORT InputDeviceFactoryEvdev {
#endif
// Dispatcher for events.
- std::unique_ptr<DeviceEventDispatcherEvdev> dispatcher_;
+ const std::unique_ptr<DeviceEventDispatcherEvdev> dispatcher_;
// Number of pending device additions & device classes.
int pending_device_changes_ = 0;
diff --git a/chromium/ui/events/ozone/evdev/input_device_factory_evdev_proxy.cc b/chromium/ui/events/ozone/evdev/input_device_factory_evdev_proxy.cc
index 02822e2d67e..46dcccbd3e1 100644
--- a/chromium/ui/events/ozone/evdev/input_device_factory_evdev_proxy.cc
+++ b/chromium/ui/events/ozone/evdev/input_device_factory_evdev_proxy.cc
@@ -4,6 +4,8 @@
#include "ui/events/ozone/evdev/input_device_factory_evdev_proxy.h"
+#include <utility>
+
#include "base/bind.h"
#include "base/callback.h"
#include "base/threading/thread_task_runner_handle.h"
@@ -99,11 +101,11 @@ void InputDeviceFactoryEvdevProxy::GetTouchEventLog(
}
void InputDeviceFactoryEvdevProxy::GetGesturePropertiesService(
- ozone::mojom::GesturePropertiesServiceRequest request) {
+ mojo::PendingReceiver<ozone::mojom::GesturePropertiesService> receiver) {
task_runner_->PostTask(
FROM_HERE,
base::BindOnce(&InputDeviceFactoryEvdev::GetGesturePropertiesService,
- input_device_factory_, std::move(request)));
+ input_device_factory_, std::move(receiver)));
}
} // namespace ui
diff --git a/chromium/ui/events/ozone/evdev/input_device_factory_evdev_proxy.h b/chromium/ui/events/ozone/evdev/input_device_factory_evdev_proxy.h
index 30739e140c4..1811014e14d 100644
--- a/chromium/ui/events/ozone/evdev/input_device_factory_evdev_proxy.h
+++ b/chromium/ui/events/ozone/evdev/input_device_factory_evdev_proxy.h
@@ -2,20 +2,21 @@
// Use of this source code is governed by a BSD-style license that can be
// found in the LICENSE file.
-#ifndef UI_EVENTS_OZONE_EVDEV_INPUT_DEVICE_FACTORY_PROXY_EVDEV_H_
-#define UI_EVENTS_OZONE_EVDEV_INPUT_DEVICE_FACTORY_PROXY_EVDEV_H_
+#ifndef UI_EVENTS_OZONE_EVDEV_INPUT_DEVICE_FACTORY_EVDEV_PROXY_H_
+#define UI_EVENTS_OZONE_EVDEV_INPUT_DEVICE_FACTORY_EVDEV_PROXY_H_
#include <memory>
#include <set>
#include <vector>
#include "base/compiler_specific.h"
+#include "base/component_export.h"
#include "base/files/file_path.h"
#include "base/macros.h"
#include "base/memory/ref_counted.h"
#include "base/memory/weak_ptr.h"
#include "base/single_thread_task_runner.h"
-#include "ui/events/ozone/evdev/events_ozone_evdev_export.h"
+#include "mojo/public/cpp/bindings/pending_receiver.h"
#include "ui/ozone/public/input_controller.h"
namespace ui {
@@ -28,7 +29,7 @@ struct InputDeviceSettingsEvdev;
//
// This is used on the UI thread to proxy calls to the real object on
// the device I/O thread.
-class EVENTS_OZONE_EVDEV_EXPORT InputDeviceFactoryEvdevProxy {
+class COMPONENT_EXPORT(EVDEV) InputDeviceFactoryEvdevProxy {
public:
InputDeviceFactoryEvdevProxy(
scoped_refptr<base::SingleThreadTaskRunner> task_runner,
@@ -47,7 +48,7 @@ class EVENTS_OZONE_EVDEV_EXPORT InputDeviceFactoryEvdevProxy {
void GetTouchEventLog(const base::FilePath& out_dir,
InputController::GetTouchEventLogReply reply);
void GetGesturePropertiesService(
- ozone::mojom::GesturePropertiesServiceRequest request);
+ mojo::PendingReceiver<ozone::mojom::GesturePropertiesService> receiver);
private:
scoped_refptr<base::SingleThreadTaskRunner> task_runner_;
@@ -58,4 +59,4 @@ class EVENTS_OZONE_EVDEV_EXPORT InputDeviceFactoryEvdevProxy {
} // namespace ui
-#endif // UI_EVENTS_OZONE_EVDEV_INPUT_DEVICE_FACTORY_PROXY_EVDEV_H_
+#endif // UI_EVENTS_OZONE_EVDEV_INPUT_DEVICE_FACTORY_EVDEV_PROXY_H_
diff --git a/chromium/ui/events/ozone/evdev/input_injector_evdev.h b/chromium/ui/events/ozone/evdev/input_injector_evdev.h
index eeda613b815..c2ec1c676bb 100644
--- a/chromium/ui/events/ozone/evdev/input_injector_evdev.h
+++ b/chromium/ui/events/ozone/evdev/input_injector_evdev.h
@@ -5,9 +5,9 @@
#ifndef UI_EVENTS_OZONE_EVDEV_INPUT_INJECTOR_EVDEV_H_
#define UI_EVENTS_OZONE_EVDEV_INPUT_INJECTOR_EVDEV_H_
+#include "base/component_export.h"
#include "base/macros.h"
#include "ui/events/ozone/evdev/event_dispatch_callback.h"
-#include "ui/events/ozone/evdev/events_ozone_evdev_export.h"
#include "ui/ozone/public/system_input_injector.h"
namespace ui {
@@ -15,8 +15,7 @@ namespace ui {
class CursorDelegateEvdev;
class DeviceEventDispatcherEvdev;
-class EVENTS_OZONE_EVDEV_EXPORT InputInjectorEvdev
- : public SystemInputInjector {
+class COMPONENT_EXPORT(EVDEV) InputInjectorEvdev : public SystemInputInjector {
public:
InputInjectorEvdev(std::unique_ptr<DeviceEventDispatcherEvdev> dispatcher,
CursorDelegateEvdev* cursor);
@@ -33,10 +32,10 @@ class EVENTS_OZONE_EVDEV_EXPORT InputInjectorEvdev
private:
// Shared cursor state.
- CursorDelegateEvdev* cursor_;
+ CursorDelegateEvdev* const cursor_;
// Interface for dispatching events.
- std::unique_ptr<DeviceEventDispatcherEvdev> dispatcher_;
+ const std::unique_ptr<DeviceEventDispatcherEvdev> dispatcher_;
DISALLOW_COPY_AND_ASSIGN(InputInjectorEvdev);
};
diff --git a/chromium/ui/events/ozone/evdev/input_injector_evdev_unittest.cc b/chromium/ui/events/ozone/evdev/input_injector_evdev_unittest.cc
index 7fc99eb4ea2..f7bfaf99378 100644
--- a/chromium/ui/events/ozone/evdev/input_injector_evdev_unittest.cc
+++ b/chromium/ui/events/ozone/evdev/input_injector_evdev_unittest.cc
@@ -15,7 +15,7 @@
#include "ui/events/ozone/evdev/event_factory_evdev.h"
#include "ui/events/ozone/evdev/testing/fake_cursor_delegate_evdev.h"
#include "ui/events/ozone/events_ozone.h"
-#include "ui/events/ozone/layout/keyboard_layout_engine_manager.h"
+#include "ui/events/ozone/layout/stub/stub_keyboard_layout_engine.h"
namespace ui {
@@ -80,10 +80,11 @@ class InputInjectorEvdevTest : public testing::Test {
void ExpectClick(int x, int y, int button, int count);
EventObserver event_observer_;
- EventDispatchCallback dispatch_callback_;
+ const EventDispatchCallback dispatch_callback_;
FakeCursorDelegateEvdev cursor_;
std::unique_ptr<DeviceManager> device_manager_;
+ std::unique_ptr<StubKeyboardLayoutEngine> keyboard_layout_engine_;
std::unique_ptr<EventFactoryEvdev> event_factory_;
InputInjectorEvdev injector_;
@@ -100,11 +101,12 @@ InputInjectorEvdevTest::InputInjectorEvdevTest()
base::BindRepeating(&EventObserver::EventDispatchCallback,
base::Unretained(&event_observer_))),
device_manager_(CreateDeviceManagerForTest()),
- event_factory_(CreateEventFactoryEvdevForTest(
- &cursor_,
- device_manager_.get(),
- ui::KeyboardLayoutEngineManager::GetKeyboardLayoutEngine(),
- dispatch_callback_)),
+ keyboard_layout_engine_(std::make_unique<ui::StubKeyboardLayoutEngine>()),
+ event_factory_(
+ CreateEventFactoryEvdevForTest(&cursor_,
+ device_manager_.get(),
+ keyboard_layout_engine_.get(),
+ dispatch_callback_)),
injector_(CreateDeviceEventDispatcherEvdevForTest(event_factory_.get()),
&cursor_) {}
diff --git a/chromium/ui/events/ozone/evdev/keyboard_evdev.h b/chromium/ui/events/ozone/evdev/keyboard_evdev.h
index 758001d4d1f..d22ce281642 100644
--- a/chromium/ui/events/ozone/evdev/keyboard_evdev.h
+++ b/chromium/ui/events/ozone/evdev/keyboard_evdev.h
@@ -9,12 +9,12 @@
#include <bitset>
+#include "base/component_export.h"
#include "base/macros.h"
#include "base/time/time.h"
#include "base/timer/timer.h"
#include "ui/events/ozone/evdev/event_device_util.h"
#include "ui/events/ozone/evdev/event_dispatch_callback.h"
-#include "ui/events/ozone/evdev/events_ozone_evdev_export.h"
#include "ui/events/ozone/keyboard/event_auto_repeat_handler.h"
#include "ui/events/ozone/layout/keyboard_layout_engine.h"
@@ -29,7 +29,7 @@ enum class DomCode;
// one logical keyboard, applying modifiers & implementing key repeat.
//
// It also currently also applies the layout.
-class EVENTS_OZONE_EVDEV_EXPORT KeyboardEvdev
+class COMPONENT_EXPORT(EVDEV) KeyboardEvdev
: public EventAutoRepeatHandler::Delegate {
public:
KeyboardEvdev(EventModifiers* modifiers,
@@ -86,13 +86,13 @@ class EVENTS_OZONE_EVDEV_EXPORT KeyboardEvdev
std::bitset<KEY_CNT> key_state_;
// Callback for dispatching events.
- EventDispatchCallback callback_;
+ const EventDispatchCallback callback_;
// Shared modifier state.
- EventModifiers* modifiers_;
+ EventModifiers* const modifiers_;
// Shared layout engine.
- KeyboardLayoutEngine* keyboard_layout_engine_;
+ KeyboardLayoutEngine* const keyboard_layout_engine_;
// Key repeat handler.
EventAutoRepeatHandler auto_repeat_handler_;
diff --git a/chromium/ui/events/ozone/evdev/keyboard_util_evdev.h b/chromium/ui/events/ozone/evdev/keyboard_util_evdev.h
index 56bde0ce8cd..8a3811e3d82 100644
--- a/chromium/ui/events/ozone/evdev/keyboard_util_evdev.h
+++ b/chromium/ui/events/ozone/evdev/keyboard_util_evdev.h
@@ -5,12 +5,12 @@
#ifndef UI_EVENTS_OZONE_EVDEV_KEYBOARD_UTIL_EVDEV_H_
#define UI_EVENTS_OZONE_EVDEV_KEYBOARD_UTIL_EVDEV_H_
-#include "ui/events/ozone/evdev/events_ozone_evdev_export.h"
+#include "base/component_export.h"
namespace ui {
-int EVENTS_OZONE_EVDEV_EXPORT NativeCodeToEvdevCode(int native_code);
-int EVENTS_OZONE_EVDEV_EXPORT EvdevCodeToNativeCode(int evdev_code);
+int COMPONENT_EXPORT(EVDEV) NativeCodeToEvdevCode(int native_code);
+int COMPONENT_EXPORT(EVDEV) EvdevCodeToNativeCode(int evdev_code);
} // namespace ui
diff --git a/chromium/ui/events/ozone/evdev/libgestures_glue/gesture_interpreter_libevdev_cros.h b/chromium/ui/events/ozone/evdev/libgestures_glue/gesture_interpreter_libevdev_cros.h
index afcdb0a5fe4..26b3b17285e 100644
--- a/chromium/ui/events/ozone/evdev/libgestures_glue/gesture_interpreter_libevdev_cros.h
+++ b/chromium/ui/events/ozone/evdev/libgestures_glue/gesture_interpreter_libevdev_cros.h
@@ -12,11 +12,11 @@
#include <memory>
#include "base/callback.h"
+#include "base/component_export.h"
#include "base/macros.h"
#include "ui/events/ozone/evdev/cursor_delegate_evdev.h"
#include "ui/events/ozone/evdev/event_device_util.h"
#include "ui/events/ozone/evdev/event_dispatch_callback.h"
-#include "ui/events/ozone/evdev/events_ozone_evdev_export.h"
#include "ui/events/ozone/evdev/libgestures_glue/event_reader_libevdev_cros.h"
namespace ui {
@@ -39,7 +39,7 @@ class GesturePropertyProvider;
// Once we have the state at sync, we convert it to a HardwareState object
// and forward it to libgestures. If any gestures are produced, they are
// converted to ui::Events and dispatched.
-class EVENTS_OZONE_EVDEV_EXPORT GestureInterpreterLibevdevCros
+class COMPONENT_EXPORT(EVDEV) GestureInterpreterLibevdevCros
: public EventReaderLibevdevCros::Delegate {
public:
GestureInterpreterLibevdevCros(int id,
diff --git a/chromium/ui/events/ozone/evdev/libgestures_glue/gesture_properties_service.cc b/chromium/ui/events/ozone/evdev/libgestures_glue/gesture_properties_service.cc
new file mode 100644
index 00000000000..40fc6c252a2
--- /dev/null
+++ b/chromium/ui/events/ozone/evdev/libgestures_glue/gesture_properties_service.cc
@@ -0,0 +1,151 @@
+// Copyright 2019 The Chromium Authors. All rights reserved.
+// Use of this source code is governed by a BSD-style license that can be
+// found in the LICENSE file.
+
+#include "ui/events/ozone/evdev/libgestures_glue/gesture_properties_service.h"
+
+#include <utility>
+
+namespace ui {
+
+namespace {
+
+using ozone::mojom::GesturePropValue;
+
+ozone::mojom::GesturePropValuePtr GesturePropValueFromProp(GesturesProp* prop) {
+ if (prop == nullptr) {
+ return nullptr;
+ }
+ switch (prop->type()) {
+ case GesturesProp::PropertyType::PT_INT:
+ return GesturePropValue::NewInts(prop->GetIntValue());
+ case GesturesProp::PropertyType::PT_SHORT:
+ return GesturePropValue::NewShorts(prop->GetShortValue());
+ case GesturesProp::PropertyType::PT_BOOL:
+ return GesturePropValue::NewBools(prop->GetBoolValue());
+ case GesturesProp::PropertyType::PT_STRING:
+ return GesturePropValue::NewStr(prop->GetStringValue());
+ case GesturesProp::PropertyType::PT_REAL:
+ return GesturePropValue::NewReals(prop->GetDoubleValue());
+ }
+}
+
+bool PropertyTypeMatchesValues(ui::GesturePropertyProvider::PropertyType type,
+ GesturePropValue::Tag values_tag) {
+ switch (type) {
+ case ui::GesturePropertyProvider::PT_INT:
+ return values_tag == GesturePropValue::Tag::INTS;
+ case ui::GesturePropertyProvider::PT_SHORT:
+ return values_tag == GesturePropValue::Tag::SHORTS;
+ case ui::GesturePropertyProvider::PT_BOOL:
+ return values_tag == GesturePropValue::Tag::BOOLS;
+ case ui::GesturePropertyProvider::PT_STRING:
+ return values_tag == GesturePropValue::Tag::STR;
+ case ui::GesturePropertyProvider::PT_REAL:
+ return values_tag == GesturePropValue::Tag::REALS;
+ }
+ // This should never happen.
+ return false;
+}
+
+bool TrySetPropertyValues(GesturesProp* property,
+ ozone::mojom::GesturePropValuePtr values) {
+ switch (property->type()) {
+ case ui::GesturePropertyProvider::PT_INT:
+ return property->SetIntValue(values->get_ints());
+ case ui::GesturePropertyProvider::PT_SHORT:
+ return property->SetShortValue(values->get_shorts());
+ case ui::GesturePropertyProvider::PT_BOOL:
+ return property->SetBoolValue(values->get_bools());
+ case ui::GesturePropertyProvider::PT_STRING:
+ return property->SetStringValue(values->get_str());
+ case ui::GesturePropertyProvider::PT_REAL:
+ return property->SetDoubleValue(values->get_reals());
+ }
+}
+
+} // namespace
+
+GesturePropertiesService::GesturePropertiesService(
+ GesturePropertyProvider* provider,
+ mojo::PendingReceiver<ozone::mojom::GesturePropertiesService> receiver)
+ : prop_provider_(provider), receiver_(this, std::move(receiver)) {}
+
+void GesturePropertiesService::ListDevices(ListDevicesCallback reply) {
+ base::flat_map<int, std::string> response = {};
+ std::vector<int> ids;
+ prop_provider_->GetDeviceIdsByType(DT_ALL, &ids);
+ for (size_t i = 0; i < ids.size(); ++i) {
+ response.emplace(ids[i], prop_provider_->GetDeviceNameById(ids[i]));
+ }
+ std::move(reply).Run(response);
+}
+
+void GesturePropertiesService::ListProperties(int device_id,
+ ListPropertiesCallback reply) {
+ std::vector<std::string> response =
+ prop_provider_->GetPropertyNamesById(device_id);
+ std::move(reply).Run(response);
+}
+
+void GesturePropertiesService::GetProperty(int device_id,
+ const std::string& name,
+ GetPropertyCallback reply) {
+ bool is_read_only = true;
+ GesturesProp* property = prop_provider_->GetProperty(device_id, name);
+ ozone::mojom::GesturePropValuePtr prop_value =
+ GesturePropValueFromProp(property);
+ if (property != nullptr) {
+ is_read_only = property->IsReadOnly();
+ }
+ std::move(reply).Run(is_read_only, std::move(prop_value));
+}
+
+void GesturePropertiesService::SetProperty(
+ int device_id,
+ const std::string& name,
+ ozone::mojom::GesturePropValuePtr values,
+ SetPropertyCallback reply) {
+ GesturesProp* property = prop_provider_->GetProperty(device_id, name);
+ if (property == NULL) {
+ std::move(reply).Run(ozone::mojom::SetGesturePropErrorCode::NOT_FOUND);
+ return;
+ }
+ if (property->IsReadOnly()) {
+ std::move(reply).Run(ozone::mojom::SetGesturePropErrorCode::READ_ONLY);
+ return;
+ }
+ if (!PropertyTypeMatchesValues(property->type(), values->which())) {
+ std::move(reply).Run(ozone::mojom::SetGesturePropErrorCode::TYPE_MISMATCH);
+ return;
+ }
+ size_t num_values;
+ switch (values->which()) {
+ case ozone::mojom::GesturePropValue::Tag::INTS:
+ num_values = values->get_ints().size();
+ break;
+ case ozone::mojom::GesturePropValue::Tag::SHORTS:
+ num_values = values->get_shorts().size();
+ break;
+ case ozone::mojom::GesturePropValue::Tag::BOOLS:
+ num_values = values->get_bools().size();
+ break;
+ case ozone::mojom::GesturePropValue::Tag::STR:
+ num_values = 1;
+ break;
+ case ozone::mojom::GesturePropValue::Tag::REALS:
+ num_values = values->get_reals().size();
+ break;
+ }
+ if (num_values != property->count()) {
+ std::move(reply).Run(ozone::mojom::SetGesturePropErrorCode::SIZE_MISMATCH);
+ return;
+ }
+
+ bool did_set = TrySetPropertyValues(property, std::move(values));
+ std::move(reply).Run(
+ did_set ? ozone::mojom::SetGesturePropErrorCode::SUCCESS
+ : ozone::mojom::SetGesturePropErrorCode::UNKNOWN_ERROR);
+}
+
+} // namespace ui
diff --git a/chromium/ui/events/ozone/evdev/libgestures_glue/gesture_properties_service.h b/chromium/ui/events/ozone/evdev/libgestures_glue/gesture_properties_service.h
new file mode 100644
index 00000000000..72c6117a6f7
--- /dev/null
+++ b/chromium/ui/events/ozone/evdev/libgestures_glue/gesture_properties_service.h
@@ -0,0 +1,44 @@
+// Copyright 2019 The Chromium Authors. All rights reserved.
+// Use of this source code is governed by a BSD-style license that can be
+// found in the LICENSE file.
+
+#ifndef UI_EVENTS_OZONE_CHROMEOS_GESTURE_PROPERTIES_SERVICE_H_
+#define UI_EVENTS_OZONE_CHROMEOS_GESTURE_PROPERTIES_SERVICE_H_
+
+#include "base/component_export.h"
+#include "mojo/public/cpp/bindings/pending_receiver.h"
+#include "mojo/public/cpp/bindings/receiver.h"
+#include "ui/events/ozone/evdev/libgestures_glue/gesture_property_provider.h"
+#include "ui/ozone/public/mojom/gesture_properties_service.mojom.h"
+
+class GesturePropertyProvider;
+
+namespace ui {
+
+class COMPONENT_EXPORT(EVDEV) GesturePropertiesService
+ : public ui::ozone::mojom::GesturePropertiesService {
+ public:
+ GesturePropertiesService(
+ GesturePropertyProvider* provider,
+ mojo::PendingReceiver<ui::ozone::mojom::GesturePropertiesService>
+ receiver);
+
+ void ListDevices(ListDevicesCallback callback) override;
+ void ListProperties(int32_t device_id,
+ ListPropertiesCallback callback) override;
+ void GetProperty(int32_t device_id,
+ const std::string& name,
+ GetPropertyCallback callback) override;
+ void SetProperty(int32_t device_id,
+ const std::string& name,
+ ui::ozone::mojom::GesturePropValuePtr values,
+ SetPropertyCallback callback) override;
+
+ private:
+ GesturePropertyProvider* prop_provider_;
+ mojo::Receiver<ui::ozone::mojom::GesturePropertiesService> receiver_;
+};
+
+} // namespace ui
+
+#endif // UI_EVENTS_OZONE_CHROMEOS_GESTURE_PROPERTIES_SERVICE_H_
diff --git a/chromium/ui/events/ozone/evdev/libgestures_glue/gesture_property_provider.h b/chromium/ui/events/ozone/evdev/libgestures_glue/gesture_property_provider.h
index b077cb9bf29..4ffdc588f84 100644
--- a/chromium/ui/events/ozone/evdev/libgestures_glue/gesture_property_provider.h
+++ b/chromium/ui/events/ozone/evdev/libgestures_glue/gesture_property_provider.h
@@ -17,9 +17,9 @@
#include <unordered_map>
#include <vector>
+#include "base/component_export.h"
#include "base/macros.h"
#include "ui/events/ozone/evdev/event_device_info.h"
-#include "ui/events/ozone/evdev/events_ozone_evdev_export.h"
namespace ui {
@@ -56,7 +56,7 @@ struct GestureDeviceProperties {
// initialize the specified property values. The configuration files are
// currently in the xorg-conf format so that they can be shared with non-Ozone
// builds.
-class EVENTS_OZONE_EVDEV_EXPORT GesturePropertyProvider {
+class COMPONENT_EXPORT(EVDEV) GesturePropertyProvider {
public:
// Property types.
enum PropertyType {
diff --git a/chromium/ui/events/ozone/evdev/mouse_button_map_evdev.h b/chromium/ui/events/ozone/evdev/mouse_button_map_evdev.h
index ebcc69294e2..910224588e2 100644
--- a/chromium/ui/events/ozone/evdev/mouse_button_map_evdev.h
+++ b/chromium/ui/events/ozone/evdev/mouse_button_map_evdev.h
@@ -7,8 +7,8 @@
#include <stdint.h>
+#include "base/component_export.h"
#include "base/macros.h"
-#include "ui/events/ozone/evdev/events_ozone_evdev_export.h"
namespace ui {
@@ -21,7 +21,7 @@ namespace ui {
//
// The mouse button map is shared between all input devices connected to the
// system.
-class EVENTS_OZONE_EVDEV_EXPORT MouseButtonMapEvdev {
+class COMPONENT_EXPORT(EVDEV) MouseButtonMapEvdev {
public:
MouseButtonMapEvdev();
~MouseButtonMapEvdev();
diff --git a/chromium/ui/events/ozone/evdev/tablet_event_converter_evdev.h b/chromium/ui/events/ozone/evdev/tablet_event_converter_evdev.h
index f6bf158abaf..c7914cd7e2b 100644
--- a/chromium/ui/events/ozone/evdev/tablet_event_converter_evdev.h
+++ b/chromium/ui/events/ozone/evdev/tablet_event_converter_evdev.h
@@ -5,6 +5,7 @@
#ifndef UI_EVENTS_OZONE_TABLET_EVENT_CONVERTER_EVDEV_H_
#define UI_EVENTS_OZONE_TABLET_EVENT_CONVERTER_EVDEV_H_
+#include "base/component_export.h"
#include "base/files/file_path.h"
#include "base/files/scoped_file.h"
#include "base/macros.h"
@@ -14,7 +15,6 @@
#include "ui/events/ozone/evdev/cursor_delegate_evdev.h"
#include "ui/events/ozone/evdev/event_converter_evdev.h"
#include "ui/events/ozone/evdev/event_device_info.h"
-#include "ui/events/ozone/evdev/events_ozone_evdev_export.h"
struct input_event;
@@ -22,7 +22,7 @@ namespace ui {
class DeviceEventDispatcherEvdev;
-class EVENTS_OZONE_EVDEV_EXPORT TabletEventConverterEvdev
+class COMPONENT_EXPORT(EVDEV) TabletEventConverterEvdev
: public EventConverterEvdev {
public:
TabletEventConverterEvdev(base::ScopedFD fd,
@@ -50,16 +50,16 @@ class EVENTS_OZONE_EVDEV_EXPORT TabletEventConverterEvdev
void FlushEvents(const input_event& input);
// Input device file descriptor.
- base::ScopedFD input_device_fd_;
+ const base::ScopedFD input_device_fd_;
// Controller for watching the input fd.
base::MessagePumpLibevent::FdWatchController controller_;
// Shared cursor state.
- CursorDelegateEvdev* cursor_;
+ CursorDelegateEvdev* const cursor_;
// Dispatcher for events.
- DeviceEventDispatcherEvdev* dispatcher_;
+ DeviceEventDispatcherEvdev* const dispatcher_;
int y_abs_location_ = 0;
int x_abs_location_ = 0;
diff --git a/chromium/ui/events/ozone/evdev/tablet_event_converter_evdev_unittest.cc b/chromium/ui/events/ozone/evdev/tablet_event_converter_evdev_unittest.cc
index fc272fcc36e..49062b2f909 100644
--- a/chromium/ui/events/ozone/evdev/tablet_event_converter_evdev_unittest.cc
+++ b/chromium/ui/events/ozone/evdev/tablet_event_converter_evdev_unittest.cc
@@ -27,7 +27,7 @@
#include "ui/events/ozone/evdev/event_converter_test_util.h"
#include "ui/events/ozone/evdev/event_device_test_util.h"
#include "ui/events/ozone/evdev/event_factory_evdev.h"
-#include "ui/events/ozone/layout/keyboard_layout_engine_manager.h"
+#include "ui/events/ozone/layout/stub/stub_keyboard_layout_engine.h"
#include "ui/events/platform/platform_event_dispatcher.h"
#include "ui/events/platform/platform_event_source.h"
#include "ui/events/test/scoped_event_test_tick_clock.h"
@@ -210,9 +210,9 @@ class TabletEventConverterEvdevTest : public testing::Test {
void SetUp() override {
cursor_ = std::make_unique<ui::MockTabletCursorEvdev>();
device_manager_ = ui::CreateDeviceManagerForTest();
+ keyboard_layout_engine_ = std::make_unique<ui::StubKeyboardLayoutEngine>();
event_factory_ = ui::CreateEventFactoryEvdevForTest(
- cursor_.get(), device_manager_.get(),
- ui::KeyboardLayoutEngineManager::GetKeyboardLayoutEngine(),
+ cursor_.get(), device_manager_.get(), keyboard_layout_engine_.get(),
base::BindRepeating(
&TabletEventConverterEvdevTest::DispatchEventForTest,
base::Unretained(this)));
@@ -260,6 +260,7 @@ class TabletEventConverterEvdevTest : public testing::Test {
private:
std::unique_ptr<ui::MockTabletCursorEvdev> cursor_;
std::unique_ptr<ui::DeviceManager> device_manager_;
+ std::unique_ptr<ui::KeyboardLayoutEngine> keyboard_layout_engine_;
std::unique_ptr<ui::EventFactoryEvdev> event_factory_;
std::unique_ptr<ui::DeviceEventDispatcherEvdev> dispatcher_;
std::unique_ptr<ui::test::ScopedEventTestTickClock> test_clock_;
diff --git a/chromium/ui/events/ozone/evdev/touch_evdev_debug_buffer.h b/chromium/ui/events/ozone/evdev/touch_evdev_debug_buffer.h
index ccd3a499a38..0d5b83148f6 100644
--- a/chromium/ui/events/ozone/evdev/touch_evdev_debug_buffer.h
+++ b/chromium/ui/events/ozone/evdev/touch_evdev_debug_buffer.h
@@ -12,13 +12,13 @@
#include <string>
#include <vector>
-#include "ui/events/ozone/evdev/events_ozone_evdev_export.h"
+#include "base/component_export.h"
namespace ui {
class EventDeviceInfo;
-class EVENTS_OZONE_EVDEV_EXPORT TouchEventLogEvdev {
+class COMPONENT_EXPORT(EVDEV) TouchEventLogEvdev {
public:
TouchEventLogEvdev();
~TouchEventLogEvdev();
diff --git a/chromium/ui/events/ozone/evdev/touch_evdev_types.h b/chromium/ui/events/ozone/evdev/touch_evdev_types.h
index d48c5fca9a1..d8e93827138 100644
--- a/chromium/ui/events/ozone/evdev/touch_evdev_types.h
+++ b/chromium/ui/events/ozone/evdev/touch_evdev_types.h
@@ -7,8 +7,8 @@
#include <stddef.h>
+#include "base/component_export.h"
#include "ui/events/event_constants.h"
-#include "ui/events/ozone/evdev/events_ozone_evdev_export.h"
namespace ui {
@@ -17,7 +17,7 @@ namespace ui {
const int kNumTouchEvdevSlots = 20;
// Contains information about an in progress touch.
-struct EVENTS_OZONE_EVDEV_EXPORT InProgressTouchEvdev {
+struct COMPONENT_EXPORT(EVDEV) InProgressTouchEvdev {
InProgressTouchEvdev();
InProgressTouchEvdev(const InProgressTouchEvdev& other);
~InProgressTouchEvdev();
diff --git a/chromium/ui/events/ozone/evdev/touch_event_converter_evdev.cc b/chromium/ui/events/ozone/evdev/touch_event_converter_evdev.cc
index 1f3c7b19f66..dfe22c7bc4a 100644
--- a/chromium/ui/events/ozone/evdev/touch_event_converter_evdev.cc
+++ b/chromium/ui/events/ozone/evdev/touch_event_converter_evdev.cc
@@ -42,35 +42,11 @@ namespace {
const int kMaxTrackingId = 0xffff; // TRKID_MAX in kernel.
-struct TouchCalibration {
- int bezel_left = 0;
- int bezel_right = 0;
- int bezel_top = 0;
- int bezel_bottom = 0;
-};
-
// Convert tilt from [min, min + num_values) to [-90deg, +90deg)
float ScaleTilt(int value, int min_value, int num_values) {
return 180.f * (value - min_value) / num_values - 90.f;
}
-void GetTouchCalibration(TouchCalibration* cal) {
- std::vector<std::string> parts = base::SplitString(
- base::CommandLine::ForCurrentProcess()->GetSwitchValueASCII(
- switches::kTouchCalibration),
- ",", base::KEEP_WHITESPACE, base::SPLIT_WANT_NONEMPTY);
- if (parts.size() >= 4) {
- if (!base::StringToInt(parts[0], &cal->bezel_left))
- LOG(ERROR) << "Incorrect left border calibration value passed.";
- if (!base::StringToInt(parts[1], &cal->bezel_right))
- LOG(ERROR) << "Incorrect right border calibration value passed.";
- if (!base::StringToInt(parts[2], &cal->bezel_top))
- LOG(ERROR) << "Incorrect top border calibration value passed.";
- if (!base::StringToInt(parts[3], &cal->bezel_bottom))
- LOG(ERROR) << "Incorrect bottom border calibration value passed.";
- }
-}
-
int32_t AbsCodeToMtCode(int32_t code) {
switch (code) {
case ABS_X:
@@ -195,21 +171,6 @@ void TouchEventConverterEvdev::Initialize(const EventDeviceInfo& info) {
quirk_left_mouse_button_ =
!has_mt_ && !info.HasKeyEvent(BTN_TOUCH) && info.HasKeyEvent(BTN_LEFT);
- // Apply --touch-calibration.
- if (type() == INPUT_DEVICE_INTERNAL) {
- TouchCalibration cal;
- GetTouchCalibration(&cal);
- x_min_tuxels_ += cal.bezel_left;
- x_num_tuxels_ -= cal.bezel_left + cal.bezel_right;
- y_min_tuxels_ += cal.bezel_top;
- y_num_tuxels_ -= cal.bezel_top + cal.bezel_bottom;
-
- VLOG(1) << "applying touch calibration: "
- << base::StringPrintf("[%d, %d, %d, %d]", cal.bezel_left,
- cal.bezel_right, cal.bezel_top,
- cal.bezel_bottom);
- }
-
// TODO(denniskempin): Use EVIOCGKEY to synchronize key state.
events_.resize(touch_points_);
@@ -570,9 +531,7 @@ void TouchEventConverterEvdev::ReportEvents(base::TimeTicks timestamp) {
}
event->held |= hold.test(i);
event->cancelled |= suppress.test(i);
- if (event->altered && (event->cancelled ||
- (false_touch_finder_ &&
- false_touch_finder_->SlotHasNoise(event->slot)))) {
+ if (event->altered && event->cancelled) {
if (MaybeCancelAllTouches()) {
// If all touches were cancelled, break out of this loop.
break;
@@ -694,4 +653,5 @@ const char TouchEventConverterEvdev::kHoldCountAtCancelEventName[] =
"Ozone.TouchEventConverterEvdev.HoldCountAtCancel";
const char TouchEventConverterEvdev::kPalmFilterTimerEventName[] =
"Ozone.TouchEventConverterEvdev.PalmDetectionFilterTime";
+
} // namespace ui
diff --git a/chromium/ui/events/ozone/evdev/touch_event_converter_evdev.h b/chromium/ui/events/ozone/evdev/touch_event_converter_evdev.h
index d900fe5f94a..00942b14c00 100644
--- a/chromium/ui/events/ozone/evdev/touch_event_converter_evdev.h
+++ b/chromium/ui/events/ozone/evdev/touch_event_converter_evdev.h
@@ -19,6 +19,7 @@
#endif
#include "base/compiler_specific.h"
+#include "base/component_export.h"
#include "base/files/file_path.h"
#include "base/files/scoped_file.h"
#include "base/macros.h"
@@ -27,7 +28,6 @@
#include "ui/events/event_constants.h"
#include "ui/events/ozone/evdev/event_converter_evdev.h"
#include "ui/events/ozone/evdev/event_device_info.h"
-#include "ui/events/ozone/evdev/events_ozone_evdev_export.h"
#include "ui/events/ozone/evdev/touch_evdev_debug_buffer.h"
#include "ui/events/ozone/evdev/touch_filter/palm_detection_filter.h"
@@ -37,9 +37,9 @@ class DeviceEventDispatcherEvdev;
class FalseTouchFinder;
struct InProgressTouchEvdev;
-extern const EVENTS_OZONE_EVDEV_EXPORT base::Feature kEnableSingleCancelTouch;
+COMPONENT_EXPORT(EVDEV) extern const base::Feature kEnableSingleCancelTouch;
-class EVENTS_OZONE_EVDEV_EXPORT TouchEventConverterEvdev
+class COMPONENT_EXPORT(EVDEV) TouchEventConverterEvdev
: public EventConverterEvdev {
public:
TouchEventConverterEvdev(base::ScopedFD fd,
@@ -102,19 +102,21 @@ class EVENTS_OZONE_EVDEV_EXPORT TouchEventConverterEvdev
void UpdateTrackingId(int slot, int tracking_id);
void ReleaseTouches();
+
// Returns true if all touches were marked cancelled. Otherwise false.
bool MaybeCancelAllTouches();
bool IsPalm(const InProgressTouchEvdev& touch);
+
// Normalize pressure value to [0, 1].
float ScalePressure(int32_t value) const;
int NextTrackingId();
// Input device file descriptor.
- base::ScopedFD input_device_fd_;
+ const base::ScopedFD input_device_fd_;
// Dispatcher for events.
- DeviceEventDispatcherEvdev* dispatcher_;
+ DeviceEventDispatcherEvdev* const dispatcher_;
// Set if we drop events in kernel (SYN_DROPPED) or in process.
bool dropped_events_ = false;
@@ -186,6 +188,7 @@ class EVENTS_OZONE_EVDEV_EXPORT TouchEventConverterEvdev
// Callback to enable/disable palm suppression.
base::RepeatingCallback<void(bool)> enable_palm_suppression_callback_;
+
DISALLOW_COPY_AND_ASSIGN(TouchEventConverterEvdev);
};
diff --git a/chromium/ui/events/ozone/evdev/touch_event_converter_evdev_unittest.cc b/chromium/ui/events/ozone/evdev/touch_event_converter_evdev_unittest.cc
index 1e74570b1a9..51070c47038 100644
--- a/chromium/ui/events/ozone/evdev/touch_event_converter_evdev_unittest.cc
+++ b/chromium/ui/events/ozone/evdev/touch_event_converter_evdev_unittest.cc
@@ -1415,28 +1415,9 @@ class TouchEventConverterEvdevTouchNoiseTest
TouchEventConverterEvdevTouchNoiseTest() {}
~TouchEventConverterEvdevTouchNoiseTest() override {}
- // Makes the FalseTouchFinder use |filter| and only |filter| to filter out
- // touch noise. Also removes any delay filters.
- void SetTouchNoiseFilter(std::unique_ptr<TouchFilter> filter) {
- FalseTouchFinder* finder = device()->false_touch_finder();
- finder->noise_filters_.clear();
- finder->noise_filters_.push_back(std::move(filter));
- finder->delay_filters_.clear();
- }
-
- // Returns the first of FalseTouchFinder's filters.
- ui::TouchFilter* first_filter() {
- FalseTouchFinder* finder = device()->false_touch_finder();
- return finder->noise_filters_.empty() ?
- nullptr :
- finder->noise_filters_.begin()->get();
- }
-
// TouchEventConverterEvdevTest:
void SetUp() override {
base::CommandLine::ForCurrentProcess()->AppendSwitch(
- switches::kExtraTouchNoiseFiltering);
- base::CommandLine::ForCurrentProcess()->AppendSwitch(
switches::kEdgeTouchFiltering);
TouchEventConverterEvdevTest::SetUp();
}
@@ -1445,96 +1426,6 @@ class TouchEventConverterEvdevTouchNoiseTest
DISALLOW_COPY_AND_ASSIGN(TouchEventConverterEvdevTouchNoiseTest);
};
-// Test that if FalseTouchFinder identifies an event for an in-progress touch as
-// noise, that the event is converted to ET_TOUCH_CANCELLED and that all
-// subsequent events for the in-progress touch are cancelled.
-TEST_F(TouchEventConverterEvdevTouchNoiseTest, TouchNoiseFiltering) {
- struct input_event mock_kernel_queue[] = {
- {{0, 0}, EV_ABS, ABS_MT_TRACKING_ID, 684},
- {{0, 0}, EV_ABS, ABS_MT_POSITION_X, 40},
- {{0, 0}, EV_ABS, ABS_MT_POSITION_Y, 41},
- {{0, 0}, EV_SYN, SYN_REPORT, 0},
-
- {{0, 0}, EV_ABS, ABS_MT_POSITION_X, 42},
- {{0, 0}, EV_ABS, ABS_MT_POSITION_Y, 43},
- {{0, 0}, EV_SYN, SYN_REPORT, 0},
-
- {{0, 0}, EV_ABS, ABS_MT_TRACKING_ID, -1},
- {{0, 0}, EV_SYN, SYN_REPORT, 0}
- };
-
- MockTouchEventConverterEvdev* dev = device();
- SetTouchNoiseFilter(std::unique_ptr<TouchFilter>(
- new EventTypeTouchNoiseFilter(ET_TOUCH_PRESSED)));
- dev->ConfigureReadMock(mock_kernel_queue, base::size(mock_kernel_queue), 0);
- dev->ReadNow();
- ASSERT_EQ(0u, size());
-
- ClearDispatchedEvents();
- SetTouchNoiseFilter(std::unique_ptr<TouchFilter>(
- new EventTypeTouchNoiseFilter(ET_TOUCH_MOVED)));
- dev->ConfigureReadMock(mock_kernel_queue, base::size(mock_kernel_queue), 0);
- dev->ReadNow();
- ASSERT_EQ(2u, size());
- TouchEventParams event0 = dispatched_touch_event(0);
- EXPECT_EQ(ET_TOUCH_PRESSED, event0.type);
- EXPECT_EQ(40, event0.location.x());
- EXPECT_EQ(41, event0.location.y());
- EXPECT_EQ(ET_TOUCH_CANCELLED, dispatched_touch_event(1).type);
-
- ClearDispatchedEvents();
- SetTouchNoiseFilter(std::unique_ptr<TouchFilter>(
- new EventTypeTouchNoiseFilter(ET_TOUCH_RELEASED)));
- dev->ConfigureReadMock(mock_kernel_queue, base::size(mock_kernel_queue), 0);
- dev->ReadNow();
- ASSERT_EQ(3u, size());
- event0 = dispatched_touch_event(0);
- EXPECT_EQ(ET_TOUCH_PRESSED, event0.type);
- EXPECT_EQ(40, event0.location.x());
- EXPECT_EQ(41, event0.location.y());
- TouchEventParams event1 = dispatched_touch_event(1);
- EXPECT_EQ(ET_TOUCH_MOVED, event1.type);
- EXPECT_EQ(42, event1.location.x());
- EXPECT_EQ(43, event1.location.y());
- EXPECT_EQ(ET_TOUCH_CANCELLED, dispatched_touch_event(2).type);
-}
-
-// Test that TouchEventConverterEvdev keeps sending events to
-// FalseTouchFinder after the touch is canceled.
-TEST_F(TouchEventConverterEvdevTouchNoiseTest,
- DoNotSendTouchCancelsToFalseTouchFinder) {
- struct input_event mock_kernel_queue[] = {
- {{0, 0}, EV_ABS, ABS_MT_TRACKING_ID, 684},
- {{0, 0}, EV_ABS, ABS_MT_POSITION_X, 40},
- {{0, 0}, EV_ABS, ABS_MT_POSITION_Y, 41},
- {{0, 0}, EV_SYN, SYN_REPORT, 0},
-
- {{0, 0}, EV_ABS, ABS_MT_POSITION_X, 42},
- {{0, 0}, EV_ABS, ABS_MT_POSITION_Y, 43},
- {{0, 0}, EV_SYN, SYN_REPORT, 0},
-
- {{0, 0}, EV_ABS, ABS_MT_POSITION_X, 43},
- {{0, 0}, EV_ABS, ABS_MT_POSITION_Y, 44},
- {{0, 0}, EV_SYN, SYN_REPORT, 0},
-
- {{0, 0}, EV_ABS, ABS_MT_TRACKING_ID, -1},
- {{0, 0}, EV_SYN, SYN_REPORT, 0}
- };
-
- MockTouchEventConverterEvdev* dev = device();
- SetTouchNoiseFilter(std::unique_ptr<TouchFilter>(
- new EventTypeTouchNoiseFilter(ET_TOUCH_PRESSED)));
- dev->ConfigureReadMock(mock_kernel_queue, base::size(mock_kernel_queue), 0);
- dev->ReadNow();
- ASSERT_EQ(0u, size());
-
- EventTypeTouchNoiseFilter* filter =
- static_cast<EventTypeTouchNoiseFilter*>(first_filter());
- EXPECT_EQ(1u, filter->num_events(ET_TOUCH_PRESSED));
- EXPECT_EQ(2u, filter->num_events(ET_TOUCH_MOVED));
- EXPECT_EQ(1u, filter->num_events(ET_TOUCH_RELEASED));
-}
-
TEST_F(TouchEventConverterEvdevTest, ActiveStylusTouchAndRelease) {
ui::MockTouchEventConverterEvdev* dev = device();
EventDeviceInfo devinfo;
diff --git a/chromium/ui/events/ozone/evdev/touch_filter/edge_touch_filter.cc b/chromium/ui/events/ozone/evdev/touch_filter/edge_touch_filter.cc
index b2295e917c0..981e81725d7 100644
--- a/chromium/ui/events/ozone/evdev/touch_filter/edge_touch_filter.cc
+++ b/chromium/ui/events/ozone/evdev/touch_filter/edge_touch_filter.cc
@@ -16,7 +16,6 @@
namespace ui {
-
namespace {
// The maximum distance from the border to be considered for filtering
@@ -30,9 +29,9 @@ bool IsNearBorder(const gfx::Point& point, gfx::Size touchscreen_size) {
} // namespace
-EdgeTouchFilter::EdgeTouchFilter(gfx::Size& touchscreen_size)
- : touchscreen_size_(touchscreen_size) {
-}
+EdgeTouchFilter::EdgeTouchFilter(const gfx::Size& touchscreen_size)
+ : touchscreen_size_(touchscreen_size) {}
+
EdgeTouchFilter::~EdgeTouchFilter() {}
void EdgeTouchFilter::Filter(
diff --git a/chromium/ui/events/ozone/evdev/touch_filter/edge_touch_filter.h b/chromium/ui/events/ozone/evdev/touch_filter/edge_touch_filter.h
index 9fb3f0367f2..40da27e8397 100644
--- a/chromium/ui/events/ozone/evdev/touch_filter/edge_touch_filter.h
+++ b/chromium/ui/events/ozone/evdev/touch_filter/edge_touch_filter.h
@@ -14,7 +14,7 @@ namespace ui {
class EdgeTouchFilter : public TouchFilter {
public:
- EdgeTouchFilter(gfx::Size& touchscreen_size);
+ EdgeTouchFilter(const gfx::Size& touchscreen_size);
~EdgeTouchFilter() override;
// TouchFilter:
@@ -27,7 +27,7 @@ class EdgeTouchFilter : public TouchFilter {
gfx::Point start_positions_[kNumTouchEvdevSlots];
std::bitset<kNumTouchEvdevSlots> slots_filtered_;
- gfx::Size touchscreen_size_;
+ const gfx::Size touchscreen_size_;
DISALLOW_COPY_AND_ASSIGN(EdgeTouchFilter);
};
diff --git a/chromium/ui/events/ozone/evdev/touch_filter/false_touch_finder.cc b/chromium/ui/events/ozone/evdev/touch_filter/false_touch_finder.cc
index c8bf4ddd534..40ae680d136 100644
--- a/chromium/ui/events/ozone/evdev/touch_filter/false_touch_finder.cc
+++ b/chromium/ui/events/ozone/evdev/touch_filter/false_touch_finder.cc
@@ -10,10 +10,6 @@
#include "ui/events/event_switches.h"
#include "ui/events/event_utils.h"
#include "ui/events/ozone/evdev/touch_filter/edge_touch_filter.h"
-#include "ui/events/ozone/evdev/touch_filter/far_apart_taps_touch_noise_filter.h"
-#include "ui/events/ozone/evdev/touch_filter/horizontally_aligned_touch_noise_filter.h"
-#include "ui/events/ozone/evdev/touch_filter/low_pressure_filter.h"
-#include "ui/events/ozone/evdev/touch_filter/single_position_touch_noise_filter.h"
#include "ui/events/ozone/evdev/touch_filter/touch_filter.h"
namespace ui {
@@ -22,17 +18,11 @@ FalseTouchFinder::~FalseTouchFinder() {}
std::unique_ptr<FalseTouchFinder> FalseTouchFinder::Create(
gfx::Size touchscreen_size) {
- bool noise_filtering = base::CommandLine::ForCurrentProcess()->HasSwitch(
- switches::kExtraTouchNoiseFiltering);
bool edge_filtering = base::CommandLine::ForCurrentProcess()->HasSwitch(
switches::kEdgeTouchFiltering);
- bool low_pressure_filtering =
- base::CommandLine::ForCurrentProcess()->HasSwitch(
- switches::kLowPressureTouchFiltering);
- if (noise_filtering || edge_filtering || low_pressure_filtering) {
+ if (edge_filtering) {
return base::WrapUnique(
- new FalseTouchFinder(noise_filtering, edge_filtering,
- low_pressure_filtering, touchscreen_size));
+ new FalseTouchFinder(edge_filtering, touchscreen_size));
}
return nullptr;
}
@@ -42,60 +32,23 @@ void FalseTouchFinder::HandleTouches(
base::TimeTicks time) {
for (const InProgressTouchEvdev& touch : touches) {
slots_should_delay_.set(touch.slot, false);
- if (!touch.was_touching)
- slots_with_noise_.set(touch.slot, false);
}
- bool had_noise = slots_with_noise_.any();
-
- for (const auto& filter : noise_filters_)
- filter->Filter(touches, time, &slots_with_noise_);
-
for (const auto& filter : delay_filters_)
filter->Filter(touches, time, &slots_should_delay_);
-
- RecordUMA(had_noise, time);
-}
-
-bool FalseTouchFinder::SlotHasNoise(size_t slot) const {
- return slots_with_noise_.test(slot);
}
bool FalseTouchFinder::SlotShouldDelay(size_t slot) const {
return slots_should_delay_.test(slot);
}
-FalseTouchFinder::FalseTouchFinder(bool noise_filtering,
- bool edge_filtering,
- bool low_pressure_filtering,
+FalseTouchFinder::FalseTouchFinder(bool edge_filtering,
gfx::Size touchscreen_size)
: last_noise_time_(ui::EventTimeForNow()) {
- if (noise_filtering) {
- noise_filters_.push_back(std::make_unique<FarApartTapsTouchNoiseFilter>());
- noise_filters_.push_back(
- std::make_unique<HorizontallyAlignedTouchNoiseFilter>());
- noise_filters_.push_back(
- std::make_unique<SinglePositionTouchNoiseFilter>());
- }
if (edge_filtering) {
delay_filters_.push_back(
std::make_unique<EdgeTouchFilter>(touchscreen_size));
}
- if (low_pressure_filtering) {
- delay_filters_.push_back(std::make_unique<LowPressureFilter>());
- }
-}
-
-void FalseTouchFinder::RecordUMA(bool had_noise, base::TimeTicks time) {
- if (slots_with_noise_.any()) {
- if (!had_noise) {
- UMA_HISTOGRAM_LONG_TIMES(
- "Ozone.TouchNoiseFilter.TimeSinceLastNoiseOccurrence",
- time - last_noise_time_);
- }
-
- last_noise_time_ = time;
- }
}
} // namespace ui
diff --git a/chromium/ui/events/ozone/evdev/touch_filter/false_touch_finder.h b/chromium/ui/events/ozone/evdev/touch_filter/false_touch_finder.h
index 6cce305811d..9e1a13d5b79 100644
--- a/chromium/ui/events/ozone/evdev/touch_filter/false_touch_finder.h
+++ b/chromium/ui/events/ozone/evdev/touch_filter/false_touch_finder.h
@@ -11,10 +11,10 @@
#include <memory>
#include <vector>
+#include "base/component_export.h"
#include "base/macros.h"
#include "base/time/time.h"
#include "ui/events/event_utils.h"
-#include "ui/events/ozone/evdev/events_ozone_evdev_export.h"
#include "ui/events/ozone/evdev/touch_evdev_types.h"
namespace ui {
@@ -22,7 +22,7 @@ namespace ui {
class TouchFilter;
// Finds touches which are should be filtered.
-class EVENTS_OZONE_EVDEV_EXPORT FalseTouchFinder {
+class COMPONENT_EXPORT(EVDEV) FalseTouchFinder {
public:
~FalseTouchFinder();
@@ -34,38 +34,21 @@ class EVENTS_OZONE_EVDEV_EXPORT FalseTouchFinder {
void HandleTouches(const std::vector<InProgressTouchEvdev>& touches,
base::TimeTicks time);
- // Returns whether the in-progress touch at ABS_MT_SLOT |slot| has noise.
- // These slots should be cancelled
- bool SlotHasNoise(size_t slot) const;
-
// Returns whether the in-progress touch at ABS_MT_SLOT |slot| should delay
// reporting. They may be later reported.
bool SlotShouldDelay(size_t slot) const;
private:
- FalseTouchFinder(bool touch_noise_filtering,
- bool edge_filtering,
- bool low_pressure_filtering,
- gfx::Size touchscreen_size);
-
- // Records how frequently noisy touches occur to UMA.
- void RecordUMA(bool had_noise, base::TimeTicks time);
+ FalseTouchFinder(bool edge_filtering, gfx::Size touchscreen_size);
friend class TouchEventConverterEvdevTouchNoiseTest;
- // The slots which are noise.
- std::bitset<kNumTouchEvdevSlots> slots_with_noise_;
-
// The slots which should delay.
std::bitset<kNumTouchEvdevSlots> slots_should_delay_;
// The time of the previous noise occurrence in any of the slots.
base::TimeTicks last_noise_time_;
- // Noise filters detect noise. Any slot with detected noise should be
- // cancelled by the touch converter.
- std::vector<std::unique_ptr<TouchFilter>> noise_filters_;
-
// Delay filters may filter questionable new touches for an indefinite time,
// but should not start filtering a touch that it had previously allowed.
std::vector<std::unique_ptr<TouchFilter>> delay_filters_;
diff --git a/chromium/ui/events/ozone/evdev/touch_filter/false_touch_finder_unittest.cc b/chromium/ui/events/ozone/evdev/touch_filter/false_touch_finder_unittest.cc
index 8c9fec67265..3b0993defbb 100644
--- a/chromium/ui/events/ozone/evdev/touch_filter/false_touch_finder_unittest.cc
+++ b/chromium/ui/events/ozone/evdev/touch_filter/false_touch_finder_unittest.cc
@@ -17,6 +17,7 @@
#include "ui/events/event_switches.h"
#include "ui/events/ozone/evdev/touch_evdev_types.h"
#include "ui/gfx/geometry/point_f.h"
+#include "ui/gfx/geometry/size.h"
namespace ui {
@@ -28,10 +29,11 @@ class FalseTouchFinderTest : public testing::Test {
bool touching;
gfx::PointF location;
float pressure;
- bool expect_noise;
bool expect_delay;
};
+ static constexpr gfx::Size kTouchscreenSize = gfx::Size(4000, 4000);
+
FalseTouchFinderTest() {}
~FalseTouchFinderTest() override {}
@@ -57,11 +59,9 @@ class FalseTouchFinderTest : public testing::Test {
base::TimeDelta::FromMilliseconds(entry.time_ms));
for (size_t j = 0; j < touches.size(); ++j) {
- bool expect_noise = entries[j + start_index].expect_noise;
bool expect_delay = entries[j + start_index].expect_delay;
size_t slot = touches[j].slot;
- if (false_touch_finder_->SlotHasNoise(slot) != expect_noise
- || false_touch_finder_->SlotShouldDelay(slot) != expect_delay) {
+ if (false_touch_finder_->SlotShouldDelay(slot) != expect_delay) {
LOG(ERROR) << base::StringPrintf(
"Incorrect filtering at %dms for slot %zu", entry.time_ms,
slot);
@@ -79,18 +79,12 @@ class FalseTouchFinderTest : public testing::Test {
return true;
}
- gfx::Size touchscreen_size = gfx::Size(4000,4000);
-
private:
// testing::Test:
void SetUp() override {
base::CommandLine::ForCurrentProcess()->AppendSwitch(
- switches::kExtraTouchNoiseFiltering);
- base::CommandLine::ForCurrentProcess()->AppendSwitch(
switches::kEdgeTouchFiltering);
- base::CommandLine::ForCurrentProcess()->AppendSwitch(
- switches::kLowPressureTouchFiltering);
- false_touch_finder_ = FalseTouchFinder::Create(touchscreen_size);
+ false_touch_finder_ = FalseTouchFinder::Create(kTouchscreenSize);
}
std::unique_ptr<FalseTouchFinder> false_touch_finder_;
@@ -98,95 +92,26 @@ class FalseTouchFinderTest : public testing::Test {
DISALLOW_COPY_AND_ASSIGN(FalseTouchFinderTest);
};
-// Test that taps which are far apart in quick succession are considered noise.
-TEST_F(FalseTouchFinderTest, FarApartTaps) {
- const TouchEntry kTestData[] = {
- {10, 1, true, gfx::PointF(10, 10), 0.35, false, false},
- {20, 1, true, gfx::PointF(10, 11), 0.35, false, false},
- {30, 1, true, gfx::PointF(10, 12), 0.35, false, false},
- {30, 2, true, gfx::PointF(2500, 1000), 0.35, true, false},
- {40, 1, true, gfx::PointF(10, 13), 0.35, true, false},
- {40, 2, true, gfx::PointF(2500, 1001), 0.35, true, false},
- {50, 1, true, gfx::PointF(10, 14), 0.35, true, false},
- {50, 2, false, gfx::PointF(2500, 1002), 0.35, true, false},
- {60, 1, false, gfx::PointF(10, 15), 0.35, true, false}};
- EXPECT_TRUE(FilterAndCheck(kTestData, base::size(kTestData)));
-}
-
-// Test that taps which are far apart but do not occur in quick succession are
-// not considered noise.
-TEST_F(FalseTouchFinderTest, FarApartTapsSlow) {
- const TouchEntry kTestData[] = {
- {1000, 1, true, gfx::PointF(10, 10), 0.35, false, false},
- {1500, 1, true, gfx::PointF(10, 11), 0.35, false, false},
- {2000, 1, true, gfx::PointF(10, 12), 0.35, false, false},
- {2500, 1, true, gfx::PointF(10, 13), 0.35, false, false},
- {2500, 2, true, gfx::PointF(2500, 1000), 0.35, false, false},
- {3000, 1, true, gfx::PointF(10, 14), 0.35, false, false},
- {3000, 2, false, gfx::PointF(2500, 1001), 0.35, false, false},
- {3500, 1, false, gfx::PointF(10, 15), 0.35, false, false}};
- EXPECT_TRUE(FilterAndCheck(kTestData, base::size(kTestData)));
-}
-
-// Test that touches which are horizontally aligned are considered noise.
-TEST_F(FalseTouchFinderTest, HorizontallyAligned) {
- const TouchEntry kTestData[] = {
- {10, 1, true, gfx::PointF(10, 10), 0.35, false, false},
- {20, 1, true, gfx::PointF(10, 10), 0.35, false, false},
- {20, 2, true, gfx::PointF(10, 25), 0.35, true, false},
- {30, 1, false, gfx::PointF(10, 10), 0.35, false, false},
- {30, 2, true, gfx::PointF(10, 25), 0.35, true, false},
- {40, 2, false, gfx::PointF(10, 25), 0.35, true, false}};
- EXPECT_TRUE(FilterAndCheck(kTestData, base::size(kTestData)));
-}
-
-// Test that touches in the same position are considered noise.
-TEST_F(FalseTouchFinderTest, SamePosition) {
- const TouchEntry kTestData[] = {
- {1000, 1, true, gfx::PointF(10, 10), 0.35, false, false},
- {1500, 1, false, gfx::PointF(10, 10), 0.35, false, false},
- {2000, 1, true, gfx::PointF(10, 10), 0.35, false, false},
- {2500, 1, false, gfx::PointF(10, 10), 0.35, false, false},
- {3000, 1, true, gfx::PointF(50, 50), 0.35, false, false},
- {3500, 1, true, gfx::PointF(50, 51), 0.35, false, false},
- {3500, 2, true, gfx::PointF(10, 10), 0.35, true, false},
- {4000, 1, false, gfx::PointF(50, 52), 0.35, false, false},
- {4000, 2, false, gfx::PointF(10, 10), 0.35, true, false},
- {4500, 1, true, gfx::PointF(10, 10), 0.35, true, false},
- {5000, 1, false, gfx::PointF(10, 10), 0.35, true, false}};
- EXPECT_TRUE(FilterAndCheck(kTestData, base::size(kTestData)));
-}
-
-// Test that a multi-second touch is considered noise.
-TEST_F(FalseTouchFinderTest, MultiSecondTouch) {
- const TouchEntry kTestData[] = {
- {1000, 1, true, gfx::PointF(10, 10), 0.35, false, false},
- {2000, 1, true, gfx::PointF(10, 11), 0.35, false, false},
- {3000, 1, true, gfx::PointF(10, 10), 0.35, false, false},
- {4000, 1, true, gfx::PointF(10, 11), 0.35, true, false},
- {5000, 1, true, gfx::PointF(10, 10), 0.35, true, false},
- {6000, 1, true, gfx::PointF(10, 11), 0.35, true, false}};
- EXPECT_TRUE(FilterAndCheck(kTestData, base::size(kTestData)));
-}
+constexpr gfx::Size FalseTouchFinderTest::kTouchscreenSize;
// Test that a touch on the edge which never leaves is delayed and never
// released.
TEST_F(FalseTouchFinderTest, EdgeTap) {
- int ts_width = touchscreen_size.width();
- int ts_height = touchscreen_size.height();
+ int touchscreen_width = kTouchscreenSize.width();
+ int touchscreen_height = kTouchscreenSize.height();
const TouchEntry kTestData[] = {
- {10, 1, true, gfx::PointF(0, 100), 0.35, false, true},
- {20, 1, true, gfx::PointF(0, 100), 0.35, false, true},
- {30, 1, false, gfx::PointF(0, 100), 0.35, false, true},
- {40, 2, true, gfx::PointF(ts_width - 1, 100), 0.35, false, true},
- {50, 2, true, gfx::PointF(ts_width - 1, 100), 0.35, false, true},
- {60, 2, false, gfx::PointF(ts_width - 1, 100), 0.35, false, true},
- {70, 3, true, gfx::PointF(100, 0), 0.35, false, true},
- {80, 3, true, gfx::PointF(100, 0), 0.35, false, true},
- {90, 3, false, gfx::PointF(100, 0), 0.35, false, true},
- {100, 4, true, gfx::PointF(100, ts_height - 1), 0.35, false, true},
- {110, 4, true, gfx::PointF(100, ts_height - 1), 0.35, false, true},
- {120, 4, false, gfx::PointF(100, ts_height - 1), 0.35, false, true}};
+ {10, 1, true, gfx::PointF(0, 100), 0.35, true},
+ {20, 1, true, gfx::PointF(0, 100), 0.35, true},
+ {30, 1, false, gfx::PointF(0, 100), 0.35, true},
+ {40, 2, true, gfx::PointF(touchscreen_width - 1, 100), 0.35, true},
+ {50, 2, true, gfx::PointF(touchscreen_width - 1, 100), 0.35, true},
+ {60, 2, false, gfx::PointF(touchscreen_width - 1, 100), 0.35, true},
+ {70, 3, true, gfx::PointF(100, 0), 0.35, true},
+ {80, 3, true, gfx::PointF(100, 0), 0.35, true},
+ {90, 3, false, gfx::PointF(100, 0), 0.35, true},
+ {100, 4, true, gfx::PointF(100, touchscreen_height - 1), 0.35, true},
+ {110, 4, true, gfx::PointF(100, touchscreen_height - 1), 0.35, true},
+ {120, 4, false, gfx::PointF(100, touchscreen_height - 1), 0.35, true}};
EXPECT_TRUE(FilterAndCheck(kTestData, base::size(kTestData)));
}
@@ -194,14 +119,14 @@ TEST_F(FalseTouchFinderTest, EdgeTap) {
// as soon as it moves.
TEST_F(FalseTouchFinderTest, MoveFromEdge) {
const TouchEntry kTestData[] = {
- {10, 1, true, gfx::PointF(0, 100), 0.35, false, true},
- {20, 1, true, gfx::PointF(0, 100), 0.35, false, true},
- {30, 1, true, gfx::PointF(1, 100), 0.35, false, false},
- {40, 1, false, gfx::PointF(1, 100), 0.35, false, false},
- {50, 1, true, gfx::PointF(0, 100), 0.35, false, true},
- {60, 1, true, gfx::PointF(0, 100), 0.35, false, true},
- {70, 1, true, gfx::PointF(0, 101), 0.35, false, false},
- {80, 1, false, gfx::PointF(0, 101), 0.35, false, false}};
+ {10, 1, true, gfx::PointF(0, 100), 0.35, true},
+ {20, 1, true, gfx::PointF(0, 100), 0.35, true},
+ {30, 1, true, gfx::PointF(1, 100), 0.35, false},
+ {40, 1, false, gfx::PointF(1, 100), 0.35, false},
+ {50, 1, true, gfx::PointF(0, 100), 0.35, true},
+ {60, 1, true, gfx::PointF(0, 100), 0.35, true},
+ {70, 1, true, gfx::PointF(0, 101), 0.35, false},
+ {80, 1, false, gfx::PointF(0, 101), 0.35, false}};
EXPECT_TRUE(FilterAndCheck(kTestData, base::size(kTestData)));
}
@@ -209,22 +134,10 @@ TEST_F(FalseTouchFinderTest, MoveFromEdge) {
// cancelled when it moves to the edge.
TEST_F(FalseTouchFinderTest, MoveToEdge) {
const TouchEntry kTestData[] = {
- {10, 1, true, gfx::PointF(100, 100), 0.35, false, false},
- {20, 1, true, gfx::PointF(100, 100), 0.35, false, false},
- {30, 1, true, gfx::PointF(0, 100), 0.35, false, false},
- {40, 1, false, gfx::PointF(0, 100), 0.35, false, false}};
- EXPECT_TRUE(FilterAndCheck(kTestData, base::size(kTestData)));
-}
-
-// Test that a pencil with a wide tip should be filtered out. Based on real
-// logs.
-TEST_F(FalseTouchFinderTest, FatPencilPressure) {
- const TouchEntry kTestData[] = {
- {10, 1, true, gfx::PointF(10, 10), 0.180392, false, true},
- {20, 1, true, gfx::PointF(10, 10), 0.176471, false, true},
- {30, 1, true, gfx::PointF(10, 10), 0.180392, false, true},
- {40, 1, true, gfx::PointF(10, 10), 0.164706, false, true},
- {50, 1, true, gfx::PointF(10, 10), 0.101961, false, true}};
+ {10, 1, true, gfx::PointF(100, 100), 0.35, false},
+ {20, 1, true, gfx::PointF(100, 100), 0.35, false},
+ {30, 1, true, gfx::PointF(0, 100), 0.35, false},
+ {40, 1, false, gfx::PointF(0, 100), 0.35, false}};
EXPECT_TRUE(FilterAndCheck(kTestData, base::size(kTestData)));
}
@@ -232,11 +145,11 @@ TEST_F(FalseTouchFinderTest, FatPencilPressure) {
// logs.
TEST_F(FalseTouchFinderTest, LightPinkyPressure) {
const TouchEntry kTestData[] = {
- {10, 1, true, gfx::PointF(10, 10), 0.243137, false, false},
- {20, 1, true, gfx::PointF(10, 10), 0.231373, false, false},
- {30, 1, true, gfx::PointF(10, 10), 0.215686, false, false},
- {40, 1, true, gfx::PointF(10, 10), 0.211765, false, false},
- {50, 1, true, gfx::PointF(10, 10), 0.203922, false, false}};
+ {10, 1, true, gfx::PointF(10, 10), 0.243137, false},
+ {20, 1, true, gfx::PointF(10, 10), 0.231373, false},
+ {30, 1, true, gfx::PointF(10, 10), 0.215686, false},
+ {40, 1, true, gfx::PointF(10, 10), 0.211765, false},
+ {50, 1, true, gfx::PointF(10, 10), 0.203922, false}};
EXPECT_TRUE(FilterAndCheck(kTestData, base::size(kTestData)));
}
diff --git a/chromium/ui/events/ozone/evdev/touch_filter/far_apart_taps_touch_noise_filter.cc b/chromium/ui/events/ozone/evdev/touch_filter/far_apart_taps_touch_noise_filter.cc
deleted file mode 100644
index 9078fbde62f..00000000000
--- a/chromium/ui/events/ozone/evdev/touch_filter/far_apart_taps_touch_noise_filter.cc
+++ /dev/null
@@ -1,109 +0,0 @@
-// Copyright 2015 The Chromium Authors. All rights reserved.
-// Use of this source code is governed by a BSD-style license that can be
-// found in the LICENSE file.
-
-#include "ui/events/ozone/evdev/touch_filter/far_apart_taps_touch_noise_filter.h"
-
-#include <stddef.h>
-
-#include <cmath>
-
-#include "base/logging.h"
-#include "base/metrics/histogram_macros.h"
-#include "base/stl_util.h"
-#include "base/strings/stringprintf.h"
-
-namespace ui {
-
-namespace {
-
-// Minimum squared distance between taps to be considered far apart.
-const int kMinDistance2 = 1500 * 1500;
-
-// The minimum squared distance between taps to log to UMA.
-const int kUmaMinDistance2 = 1000 * 1000;
-
-// The maximum squared distance between taps to log to UMA.
-const int kUmaMaxDistance2 = 3000 * 3000;
-
-// Max time between taps considered.
-const int kMaxTapDeltaMs = 30;
-
-// Maximum squared movement of a touch to still be considered a tap.
-const int kMaxTapMovement2 = 20 * 20;
-
-// Returns the squared distance between (|x1|, |y1|) and (|x2|, |y2|).
-int Distance2(int x1, int y1, int x2, int y2) {
- int offset_x = x2 - x1;
- int offset_y = y2 - y1;
- return offset_x * offset_x + offset_y * offset_y;
-}
-
-} // namespace
-
-void FarApartTapsTouchNoiseFilter::Filter(
- const std::vector<InProgressTouchEvdev>& touches,
- base::TimeTicks time,
- std::bitset<kNumTouchEvdevSlots>* slots_with_noise) {
- // Remove old taps.
- base::TimeTicks tap_cutoff =
- time - base::TimeDelta::FromMilliseconds(kMaxTapDeltaMs);
- for (size_t i = 0; i < base::size(tracked_taps_); ++i) {
- if (tracked_taps_[i].start < tap_cutoff)
- tracked_taps_[i].Invalidate();
- }
-
- for (const InProgressTouchEvdev& touch : touches) {
- // Only look at slots with active touches.
- if (!touch.touching && !touch.was_touching)
- continue;
-
- size_t slot = touch.slot;
- if (!touch.was_touching) {
- // Track new finger info.
- tracked_taps_[slot] = Tap(time, touch.x, touch.y);
- } else if (tracked_taps_[slot].is_valid()) {
- // Check if this finger has moved too far to be considered a tap.
- if (kMaxTapMovement2 < Distance2(touch.x, touch.y, tracked_taps_[slot].x,
- tracked_taps_[slot].y)) {
- tracked_taps_[slot].Invalidate();
- }
- }
-
- if (tracked_taps_[slot].is_valid()) {
- // Check distance from other tracked taps.
- int min_distance2 = -1;
- for (size_t i = 0; i < base::size(tracked_taps_); ++i) {
- if (i == slot || !tracked_taps_[i].is_valid())
- continue;
-
- int dist2 =
- Distance2(tracked_taps_[i].x, tracked_taps_[i].y, touch.x, touch.y);
- if (min_distance2 < 0 || dist2 < min_distance2)
- min_distance2 = dist2;
- }
-
- // Log |min_distance2| to a UMA histogram to allow tuning of
- // |kMinDistance2|.
- if (min_distance2 > kUmaMinDistance2) {
- UMA_HISTOGRAM_CUSTOM_COUNTS(
- "Ozone.TouchNoiseFilter.FarApartTapDistance", min_distance2,
- kUmaMinDistance2, kUmaMaxDistance2, 50);
- }
-
- if (min_distance2 > kMinDistance2) {
- // The other finger should see this one on its next frame and also
- // get canceled.
- VLOG(2) << base::StringPrintf(
- "Cancel tracking id %d %.0fpx from other current taps.",
- touch.tracking_id, sqrt(min_distance2));
- slots_with_noise->set(slot);
- }
- }
-
- if (!touch.touching)
- tracked_taps_[slot].Invalidate();
- }
-}
-
-} // namespace ui
diff --git a/chromium/ui/events/ozone/evdev/touch_filter/far_apart_taps_touch_noise_filter.h b/chromium/ui/events/ozone/evdev/touch_filter/far_apart_taps_touch_noise_filter.h
deleted file mode 100644
index 828834c96da..00000000000
--- a/chromium/ui/events/ozone/evdev/touch_filter/far_apart_taps_touch_noise_filter.h
+++ /dev/null
@@ -1,46 +0,0 @@
-// Copyright 2015 The Chromium Authors. All rights reserved.
-// Use of this source code is governed by a BSD-style license that can be
-// found in the LICENSE file.
-
-#ifndef UI_EVENTS_OZONE_EVDEV_TOUCH_FILTER_FAR_APART_TAPS_TOUCH_NOISE_FILTER_H_
-#define UI_EVENTS_OZONE_EVDEV_TOUCH_FILTER_FAR_APART_TAPS_TOUCH_NOISE_FILTER_H_
-
-#include "base/macros.h"
-#include "base/time/time.h"
-#include "ui/events/ozone/evdev/touch_filter/touch_filter.h"
-
-namespace ui {
-
-class FarApartTapsTouchNoiseFilter : public TouchFilter {
- public:
- FarApartTapsTouchNoiseFilter() {}
- ~FarApartTapsTouchNoiseFilter() override {}
-
- // TouchFilter:
- void Filter(const std::vector<InProgressTouchEvdev>& touches,
- base::TimeTicks time,
- std::bitset<kNumTouchEvdevSlots>* slots_with_noise) override;
-
- private:
- struct Tap {
- Tap() : x(0), y(0) {}
- Tap(base::TimeTicks start, int x, int y)
- : start(start), x(x), y(y) {}
-
- bool is_valid() const { return !start.is_null(); }
- void Invalidate() { start = base::TimeTicks(); }
-
- base::TimeTicks start;
- float x;
- float y;
- };
-
- // Tracks in progress taps in slots.
- Tap tracked_taps_[kNumTouchEvdevSlots];
-
- DISALLOW_COPY_AND_ASSIGN(FarApartTapsTouchNoiseFilter);
-};
-
-} // namespace ui
-
-#endif // UI_EVENTS_OZONE_EVDEV_TOUCH_FILTER_FAR_APART_TAPS_TOUCH_NOISE_FILTER_H_
diff --git a/chromium/ui/events/ozone/evdev/touch_filter/heuristic_stylus_palm_detection_filter.cc b/chromium/ui/events/ozone/evdev/touch_filter/heuristic_stylus_palm_detection_filter.cc
index a1cac14bf2d..25d558e0841 100644
--- a/chromium/ui/events/ozone/evdev/touch_filter/heuristic_stylus_palm_detection_filter.cc
+++ b/chromium/ui/events/ozone/evdev/touch_filter/heuristic_stylus_palm_detection_filter.cc
@@ -16,14 +16,15 @@ void HeuristicStylusPalmDetectionFilter::Filter(
slots_to_hold->reset();
slots_to_suppress->reset();
base::TimeTicks latest_stylus_time =
- shared_palm_state_->latest_stylus_touch_time_;
+ shared_palm_state_->latest_stylus_touch_time;
+ uint32_t active_touches = 0;
for (int i = 0; i < kNumTouchEvdevSlots; ++i) {
const auto& touch = touches[i];
if (touch.tool_code == BTN_TOOL_PEN) {
// We detect BTN_TOOL_PEN whenever a pen is even hovering. This is
// mutually exclusive with finger touches, which is what we're interested
// in. So we update latest_time.
- shared_palm_state_->latest_stylus_touch_time_ = time;
+ shared_palm_state_->latest_stylus_touch_time = time;
return;
}
if (!touch.touching) {
@@ -33,6 +34,8 @@ void HeuristicStylusPalmDetectionFilter::Filter(
if (stroke_length_[i] == 0) {
// new touch!
touch_started_time_[i] = time;
+ // It's a new finger!
+ shared_palm_state_->latest_finger_touch_time = time;
}
stroke_length_[i]++;
base::TimeDelta time_since_stylus_for_touch_start =
@@ -42,8 +45,12 @@ void HeuristicStylusPalmDetectionFilter::Filter(
} else if (time_since_stylus_for_touch_start < time_after_stylus_to_hold_ &&
stroke_length_[i] <= hold_stroke_count_) {
slots_to_hold->set(i, 1);
+ } else {
+ active_touches++;
}
}
+ // We never mark anything as a palm.
+ shared_palm_state_->active_finger_touches = active_touches;
}
HeuristicStylusPalmDetectionFilter::HeuristicStylusPalmDetectionFilter(
@@ -60,17 +67,21 @@ HeuristicStylusPalmDetectionFilter::HeuristicStylusPalmDetectionFilter(
DCHECK(hold >= cancel) << "Expected hold time to be longer than cancel time.";
}
+HeuristicStylusPalmDetectionFilter::~HeuristicStylusPalmDetectionFilter() {}
+
const char HeuristicStylusPalmDetectionFilter::kFilterName[] =
"HeuristicStylusPalmDetectionFilter";
+
std::string HeuristicStylusPalmDetectionFilter::FilterNameForTesting() const {
return kFilterName;
}
-HeuristicStylusPalmDetectionFilter::~HeuristicStylusPalmDetectionFilter() {}
base::TimeDelta HeuristicStylusPalmDetectionFilter::HoldTime() const {
return time_after_stylus_to_hold_;
}
+
base::TimeDelta HeuristicStylusPalmDetectionFilter::CancelTime() const {
return time_after_stylus_to_cancel_;
}
+
} // namespace ui
diff --git a/chromium/ui/events/ozone/evdev/touch_filter/heuristic_stylus_palm_detection_filter.h b/chromium/ui/events/ozone/evdev/touch_filter/heuristic_stylus_palm_detection_filter.h
index 7006172f946..49bba4052e8 100644
--- a/chromium/ui/events/ozone/evdev/touch_filter/heuristic_stylus_palm_detection_filter.h
+++ b/chromium/ui/events/ozone/evdev/touch_filter/heuristic_stylus_palm_detection_filter.h
@@ -12,6 +12,7 @@
#include "ui/events/ozone/evdev/touch_evdev_types.h"
#include "ui/events/ozone/evdev/touch_filter/palm_detection_filter.h"
#include "ui/events/ozone/evdev/touch_filter/shared_palm_detection_filter_state.h"
+
namespace ui {
// A heuristic implementation of PalmDetectionFilter.
@@ -31,7 +32,7 @@ namespace ui {
// poor interaction between a mutually exclusive stylus and finger input:
// Turning it on for devices where is not intended will probably degrade
// performance and create a poor UX.
-class EVENTS_OZONE_EVDEV_EXPORT HeuristicStylusPalmDetectionFilter
+class COMPONENT_EXPORT(EVDEV) HeuristicStylusPalmDetectionFilter
: public PalmDetectionFilter {
public:
HeuristicStylusPalmDetectionFilter(
@@ -40,12 +41,13 @@ class EVENTS_OZONE_EVDEV_EXPORT HeuristicStylusPalmDetectionFilter
base::TimeDelta hold,
base::TimeDelta cancel);
~HeuristicStylusPalmDetectionFilter() override;
+
void Filter(const std::vector<InProgressTouchEvdev>& touches,
base::TimeTicks time,
std::bitset<kNumTouchEvdevSlots>* slots_to_hold,
std::bitset<kNumTouchEvdevSlots>* slots_to_suppress) override;
- const static char kFilterName[];
+ static const char kFilterName[];
std::string FilterNameForTesting() const override;
base::TimeDelta HoldTime() const;
@@ -57,10 +59,13 @@ class EVENTS_OZONE_EVDEV_EXPORT HeuristicStylusPalmDetectionFilter
const base::TimeDelta time_after_stylus_to_cancel_;
std::vector<base::TimeTicks> touch_started_time_;
+
// How many items have we seen in this stroke so far?
std::vector<int> stroke_length_;
+
DISALLOW_COPY_AND_ASSIGN(HeuristicStylusPalmDetectionFilter);
};
+
} // namespace ui
#endif // UI_EVENTS_OZONE_EVDEV_TOUCH_FILTER_HEURISTIC_STYLUS_PALM_DETECTION_FILTER_H_
diff --git a/chromium/ui/events/ozone/evdev/touch_filter/heuristic_stylus_palm_detection_filter_unittest.cc b/chromium/ui/events/ozone/evdev/touch_filter/heuristic_stylus_palm_detection_filter_unittest.cc
index ec224d02512..07689c3e8f0 100644
--- a/chromium/ui/events/ozone/evdev/touch_filter/heuristic_stylus_palm_detection_filter_unittest.cc
+++ b/chromium/ui/events/ozone/evdev/touch_filter/heuristic_stylus_palm_detection_filter_unittest.cc
@@ -12,6 +12,7 @@
#include "ui/events/ozone/evdev/touch_filter/shared_palm_detection_filter_state.h"
namespace ui {
+
class HeuristicStylusPalmDetectionFilterTest : public testing::Test {
public:
HeuristicStylusPalmDetectionFilterTest() = default;
@@ -32,10 +33,12 @@ class HeuristicStylusPalmDetectionFilterTest : public testing::Test {
const base::TimeDelta sample_interval =
base::TimeDelta::FromMillisecondsD(7.5);
+
std::unique_ptr<SharedPalmDetectionFilterState> shared_palm_state;
std::unique_ptr<PalmDetectionFilter> palm_detection_filter_;
std::vector<InProgressTouchEvdev> touches_;
base::TimeTicks test_start_time_;
+
DISALLOW_COPY_AND_ASSIGN(HeuristicStylusPalmDetectionFilterTest);
};
@@ -104,6 +107,7 @@ TEST_F(HeuristicStylusPalmDetectionFilterTest, TestHoldAfterStylus) {
palm_detection_filter_->Filter(touches_, test_start_time_, &hold, &suppress);
EXPECT_TRUE(hold.none());
EXPECT_TRUE(suppress.none());
+ EXPECT_EQ(0u, shared_palm_state->active_finger_touches);
// Now, lets start two touches a little before end of hold time.
touches_[0].tool_code = 0;
@@ -130,8 +134,11 @@ TEST_F(HeuristicStylusPalmDetectionFilterTest, TestHoldAfterStylus) {
hold.reset(0);
hold.reset(1);
EXPECT_TRUE(hold.none());
-
+ ASSERT_EQ(0u, shared_palm_state->active_finger_touches)
+ << " Failed at i = " << i;
} else {
+ ASSERT_EQ(2u, shared_palm_state->active_finger_touches)
+ << " Failed at i = " << i;
EXPECT_TRUE(hold.none());
}
}
@@ -150,6 +157,7 @@ TEST_F(HeuristicStylusPalmDetectionFilterTest, TestNothingLongAfterStylus) {
base::TimeTicks start_time =
test_start_time_ + hold_time + base::TimeDelta::FromMillisecondsD(1e-2);
palm_detection_filter_->Filter(touches_, start_time, &hold, &suppress);
+ EXPECT_EQ(2u, shared_palm_state->active_finger_touches);
EXPECT_TRUE(hold.none());
EXPECT_TRUE(suppress.none());
}
@@ -174,4 +182,5 @@ TEST_F(HeuristicStylusPalmDetectionFilterTest, TestHover) {
hold.reset(0);
EXPECT_TRUE(hold.none());
}
+
} // namespace ui
diff --git a/chromium/ui/events/ozone/evdev/touch_filter/horizontally_aligned_touch_noise_filter.cc b/chromium/ui/events/ozone/evdev/touch_filter/horizontally_aligned_touch_noise_filter.cc
deleted file mode 100644
index 29dd7a8ed31..00000000000
--- a/chromium/ui/events/ozone/evdev/touch_filter/horizontally_aligned_touch_noise_filter.cc
+++ /dev/null
@@ -1,56 +0,0 @@
-// Copyright 2015 The Chromium Authors. All rights reserved.
-// Use of this source code is governed by a BSD-style license that can be
-// found in the LICENSE file.
-
-#include "ui/events/ozone/evdev/touch_filter/horizontally_aligned_touch_noise_filter.h"
-
-#include <inttypes.h>
-#include <cmath>
-
-#include "base/logging.h"
-#include "base/metrics/histogram_macros.h"
-#include "base/strings/stringprintf.h"
-
-namespace ui {
-
-namespace {
-
-// The maximum horizontal distance between touches considered aligned.
-int kMaxDistance = 3;
-
-} // namespace
-
-void HorizontallyAlignedTouchNoiseFilter::Filter(
- const std::vector<InProgressTouchEvdev>& touches,
- base::TimeTicks time,
- std::bitset<kNumTouchEvdevSlots>* slots_with_noise) {
- for (const InProgressTouchEvdev& touch : touches) {
- // Only consider new touches.
- if (!touch.touching || touch.was_touching)
- continue;
-
- // Check if within kMaxDistance of an existing touch.
- for (const InProgressTouchEvdev& other_touch : touches) {
- if (touch.slot == other_touch.slot || !other_touch.touching)
- continue;
-
- int distance = std::abs(other_touch.x - touch.x);
-
- // Log |distance| to a UMA histogram to allow tuning of |kMaxDistance|.
- UMA_HISTOGRAM_COUNTS_100(
- "Ozone.TouchNoiseFilter.HorizontallyAlignedDistance", distance);
-
- if (distance <= kMaxDistance) {
- VLOG(2) << base::StringPrintf(
- "Cancel tracking id %d, down at %" PRId64
- " at %f,%f near touch %d at "
- "%f,%f",
- touch.tracking_id, time.since_origin().InMicroseconds(), touch.x,
- touch.y, other_touch.tracking_id, other_touch.x, other_touch.y);
- slots_with_noise->set(touch.slot);
- }
- }
- }
-}
-
-} // namespace ui
diff --git a/chromium/ui/events/ozone/evdev/touch_filter/horizontally_aligned_touch_noise_filter.h b/chromium/ui/events/ozone/evdev/touch_filter/horizontally_aligned_touch_noise_filter.h
deleted file mode 100644
index d1b073a1a7f..00000000000
--- a/chromium/ui/events/ozone/evdev/touch_filter/horizontally_aligned_touch_noise_filter.h
+++ /dev/null
@@ -1,29 +0,0 @@
-// Copyright 2015 The Chromium Authors. All rights reserved.
-// Use of this source code is governed by a BSD-style license that can be
-// found in the LICENSE file.
-
-#ifndef UI_EVENTS_OZONE_EVDEV_TOUCH_FILTER_HORIZONTALLY_ALIGNED_TOUCH_NOISE_FILTER_H_
-#define UI_EVENTS_OZONE_EVDEV_TOUCH_FILTER_HORIZONTALLY_ALIGNED_TOUCH_NOISE_FILTER_H_
-
-#include "base/macros.h"
-#include "ui/events/ozone/evdev/touch_filter/touch_filter.h"
-
-namespace ui {
-
-class HorizontallyAlignedTouchNoiseFilter : public TouchFilter {
- public:
- HorizontallyAlignedTouchNoiseFilter() {}
- ~HorizontallyAlignedTouchNoiseFilter() override {}
-
- // TouchFilter:
- void Filter(const std::vector<InProgressTouchEvdev>& touches,
- base::TimeTicks time,
- std::bitset<kNumTouchEvdevSlots>* slots_with_noise) override;
-
- private:
- DISALLOW_COPY_AND_ASSIGN(HorizontallyAlignedTouchNoiseFilter);
-};
-
-} // namespace ui
-
-#endif // UI_EVENTS_OZONE_EVDEV_TOUCH_FILTER_HORIZONTALLY_ALIGNED_TOUCH_NOISE_FILTER_H_
diff --git a/chromium/ui/events/ozone/evdev/touch_filter/low_pressure_filter.cc b/chromium/ui/events/ozone/evdev/touch_filter/low_pressure_filter.cc
deleted file mode 100644
index 1c37786e2d3..00000000000
--- a/chromium/ui/events/ozone/evdev/touch_filter/low_pressure_filter.cc
+++ /dev/null
@@ -1,44 +0,0 @@
-// Copyright 2017 The Chromium Authors. All rights reserved.
-// Use of this source code is governed by a BSD-style license that can be
-// found in the LICENSE file.
-
-#include "ui/events/ozone/evdev/touch_filter/low_pressure_filter.h"
-
-#include <stddef.h>
-
-#include <cmath>
-
-#include "base/macros.h"
-
-namespace ui {
-
-namespace {
-
-const float kMinPressure = 0.19;
-
-} // namespace
-
-LowPressureFilter::LowPressureFilter() {}
-LowPressureFilter::~LowPressureFilter() {}
-
-void LowPressureFilter::Filter(
- const std::vector<InProgressTouchEvdev>& touches,
- base::TimeTicks time,
- std::bitset<kNumTouchEvdevSlots>* slots_should_delay) {
- for (const InProgressTouchEvdev& touch : touches) {
- size_t slot = touch.slot;
-
- if (!touch.touching && !touch.was_touching)
- continue; // Only look at slots with active touches.
-
- if (!touch.was_touching)
- slots_filtered_.set(slot, true); // Start tracking a new touch.
-
- if (touch.pressure >= kMinPressure)
- slots_filtered_.set(slot, false); // Release touches above threshold.
- }
-
- (*slots_should_delay) |= slots_filtered_;
-}
-
-} // namespace ui
diff --git a/chromium/ui/events/ozone/evdev/touch_filter/low_pressure_filter.h b/chromium/ui/events/ozone/evdev/touch_filter/low_pressure_filter.h
deleted file mode 100644
index dcfadc07de7..00000000000
--- a/chromium/ui/events/ozone/evdev/touch_filter/low_pressure_filter.h
+++ /dev/null
@@ -1,33 +0,0 @@
-// Copyright 2017 The Chromium Authors. All rights reserved.
-// Use of this source code is governed by a BSD-style license that can be
-// found in the LICENSE file.
-
-#ifndef UI_EVENTS_OZONE_EVDEV_TOUCH_FILTER_LOW_PRESSURE_FILTER_H_
-#define UI_EVENTS_OZONE_EVDEV_TOUCH_FILTER_LOW_PRESSURE_FILTER_H_
-
-#include "base/macros.h"
-#include "base/time/time.h"
-#include "ui/events/event_utils.h"
-#include "ui/events/ozone/evdev/touch_filter/touch_filter.h"
-
-namespace ui {
-
-class LowPressureFilter : public TouchFilter {
- public:
- LowPressureFilter();
- ~LowPressureFilter() override;
-
- // TouchFilter:
- void Filter(const std::vector<InProgressTouchEvdev>& touches,
- base::TimeTicks time,
- std::bitset<kNumTouchEvdevSlots>* slots_should_delay) override;
-
- private:
- std::bitset<kNumTouchEvdevSlots> slots_filtered_;
-
- DISALLOW_COPY_AND_ASSIGN(LowPressureFilter);
-};
-
-} // namespace ui
-
-#endif // UI_EVENTS_OZONE_EVDEV_TOUCH_FILTER_LOW_PRESSURE_FILTER_H_
diff --git a/chromium/ui/events/ozone/evdev/touch_filter/neural_stylus_palm_detection_filter.cc b/chromium/ui/events/ozone/evdev/touch_filter/neural_stylus_palm_detection_filter.cc
new file mode 100644
index 00000000000..51af0ce4e49
--- /dev/null
+++ b/chromium/ui/events/ozone/evdev/touch_filter/neural_stylus_palm_detection_filter.cc
@@ -0,0 +1,416 @@
+// Copyright 2019 The Chromium Authors. All rights reserved.
+// Use of this source code is governed by a BSD-style license that can be
+// found in the LICENSE file.
+
+#include "ui/events/ozone/evdev/touch_filter/neural_stylus_palm_detection_filter.h"
+
+#include <algorithm>
+#include <functional>
+#include <memory>
+#include <queue>
+#include <string>
+#include <tuple>
+#include <unordered_set>
+#include <utility>
+#include <vector>
+
+#include "ui/events/ozone/evdev/event_device_info.h"
+#include "ui/events/ozone/evdev/touch_filter/neural_stylus_palm_detection_filter_model.h"
+#include "ui/events/ozone/evdev/touch_filter/neural_stylus_palm_detection_filter_util.h"
+
+namespace ui {
+namespace {
+// Returns the Euclidean distance between two points.
+float EuclideanDistance(const gfx::PointF& a, const gfx::PointF& b) {
+ return (a - b).Length();
+}
+
+} // namespace
+
+NeuralStylusPalmDetectionFilter::NeuralStylusPalmDetectionFilter(
+ const EventDeviceInfo& devinfo,
+ std::unique_ptr<NeuralStylusPalmDetectionFilterModel> palm_model,
+ SharedPalmDetectionFilterState* shared_palm_state)
+ : PalmDetectionFilter(shared_palm_state),
+ palm_filter_dev_info_(CreatePalmFilterDeviceInfo(devinfo)),
+ model_(std::move(palm_model)) {
+ DCHECK(CompatibleWithNeuralStylusPalmDetectionFilter(devinfo))
+ << "One should run compatible check before instantiation.";
+}
+
+NeuralStylusPalmDetectionFilter::~NeuralStylusPalmDetectionFilter() {}
+
+void NeuralStylusPalmDetectionFilter::FindBiggestNeighborsWithin(
+ int neighbor_count,
+ float max_distance,
+ const PalmFilterStroke& stroke,
+ std::vector<std::pair<float, int>>* biggest_strokes) const {
+ if (neighbor_count <= 0) {
+ return;
+ }
+ // Tuple of {size, distance, stroke_id.}
+ std::priority_queue<std::tuple<float, float, int>> biggest_strokes_queue;
+ for (const auto& lookup : strokes_) {
+ const PalmFilterStroke& neighbor = lookup.second;
+ if (neighbor.tracking_id() == stroke.tracking_id()) {
+ continue;
+ }
+ if (neighbor.samples().size() < model_->config().min_sample_count) {
+ continue;
+ }
+ float distance =
+ EuclideanDistance(neighbor.GetCentroid(), stroke.GetCentroid());
+ if (distance > max_distance) {
+ continue;
+ }
+ float size = neighbor.BiggestSize();
+ biggest_strokes_queue.push(
+ std::make_tuple(size, distance, neighbor.tracking_id()));
+ }
+ for (int i = 0; i < neighbor_count && !biggest_strokes_queue.empty(); ++i) {
+ const auto big_stroke = biggest_strokes_queue.top();
+ biggest_strokes_queue.pop();
+ biggest_strokes->emplace_back(std::get<1>(big_stroke),
+ std::get<2>(big_stroke));
+ }
+}
+
+void NeuralStylusPalmDetectionFilter::FindNearestNeighborsWithin(
+ int neighbor_count,
+ float max_distance,
+ const PalmFilterStroke& stroke,
+ std::vector<std::pair<float, int>>* nearest_strokes) const {
+ using StrokeId = int;
+ using Distance = float;
+ using DistanceWithStrokeId = std::pair<Distance, StrokeId>;
+ std::priority_queue<DistanceWithStrokeId, std::vector<DistanceWithStrokeId>,
+ std::greater<DistanceWithStrokeId>>
+ queue;
+ if (neighbor_count <= 0) {
+ return;
+ }
+ for (const auto& lookup : strokes_) {
+ const PalmFilterStroke& neighbor = lookup.second;
+ if (neighbor.tracking_id() == stroke.tracking_id()) {
+ continue;
+ }
+ if (neighbor.samples().size() < model_->config().min_sample_count) {
+ continue;
+ }
+ float distance =
+ EuclideanDistance(neighbor.GetCentroid(), stroke.GetCentroid());
+ if (distance < max_distance) {
+ queue.push(std::make_pair(distance, neighbor.tracking_id()));
+ }
+ }
+ for (int i = 0; i < neighbor_count && !queue.empty(); ++i) {
+ nearest_strokes->push_back(queue.top());
+ queue.pop();
+ }
+}
+
+void NeuralStylusPalmDetectionFilter::Filter(
+ const std::vector<InProgressTouchEvdev>& touches,
+ base::TimeTicks time,
+ std::bitset<kNumTouchEvdevSlots>* slots_to_hold,
+ std::bitset<kNumTouchEvdevSlots>* slots_to_suppress) {
+ EraseOldStrokes(time);
+ slots_to_hold->reset();
+ slots_to_suppress->reset();
+ std::unordered_set<int> slots_to_decide;
+ uint32_t total_finger_touching = 0;
+ for (const auto& touch : touches) {
+ if (touch.touching && touch.tool_code != BTN_TOOL_PEN) {
+ total_finger_touching++;
+ if (!touch.was_touching) {
+ shared_palm_state_->latest_finger_touch_time = time;
+ }
+ }
+ // Ignore touch events that are not touches.
+ if (!touch.touching && !touch.was_touching) {
+ continue;
+ }
+ int tracking_id = touch.tracking_id;
+ const size_t slot = touch.slot;
+ if (!touch.was_touching) {
+ // New stroke, so add the new stroke to the stroke list.
+ DCHECK_NE(tracking_id, -1);
+ DCHECK(strokes_.count(tracking_id) == 0)
+ << " Tracking id " << tracking_id;
+ // Stroke new_stroke(model_->config().max_sample_count); // TODO:save the
+ // constant here.
+ strokes_.emplace(std::make_pair(
+ tracking_id, PalmFilterStroke(model_->config().max_sample_count)));
+ strokes_.find(tracking_id)->second.SetTrackingId(tracking_id);
+ tracking_ids_[slot] = tracking_id;
+ is_palm_.set(slot, false);
+ is_delay_.set(slot, false);
+ }
+
+ const bool end_of_stroke = tracking_id == -1;
+ if (end_of_stroke) {
+ // Recover the tracking ID.
+ tracking_id = tracking_ids_[slot];
+ }
+
+ DCHECK_NE(tracking_id, -1);
+ // Find the stroke in the stroke list.
+ auto stroke_it = strokes_.find(tracking_id);
+
+ if (stroke_it == strokes_.end()) {
+ LOG(DFATAL) << "No stroke found, continue.";
+ continue;
+ }
+
+ const NeuralStylusPalmDetectionFilterModelConfig& config = model_->config();
+
+ PalmFilterStroke& stroke = stroke_it->second;
+ if (end_of_stroke) {
+ // This is a stroke that hasn't had a decision yet, so we force decide.
+ if (stroke.samples().size() < config.max_sample_count) {
+ slots_to_decide.insert(slot);
+ }
+ continue;
+ }
+
+ // Add the sample to the stroke.
+ stroke.AddSample(CreatePalmFilterSample(touch, time, model_->config(),
+ palm_filter_dev_info_));
+ if (!is_palm_.test(slot) && ShouldDecideStroke(stroke)) {
+ slots_to_decide.insert(slot);
+ }
+
+ if (config.heuristic_delay_start_if_palm && !end_of_stroke &&
+ stroke.samples_seen() < config.max_sample_count &&
+ IsHeuristicPalmStroke(stroke)) {
+ // A stroke that we _think_ may be a palm, but is too short to decide
+ // yet. So we mark for delay for now.
+ is_delay_.set(slot, true);
+ }
+ }
+
+ for (const int slot : slots_to_decide) {
+ is_delay_.set(slot, false);
+ is_palm_.set(slot, false);
+ int tracking_id = tracking_ids_[slot];
+ auto lookup = strokes_.find(tracking_id);
+ if (lookup == strokes_.end()) {
+ LOG(DFATAL) << "Unable to find marked stroke.";
+ continue;
+ }
+ auto& stroke = lookup->second;
+ if (stroke.samples_seen() < model_->config().min_sample_count) {
+ // in very short strokes: we use a heuristic.
+ is_palm_.set(slot, IsHeuristicPalmStroke(stroke));
+ continue;
+ }
+ is_palm_.set(slot, DetectSpuriousStroke(ExtractFeatures(tracking_id),
+ tracking_id, 0.0));
+ if (is_palm_.test(slot)) {
+ shared_palm_state_->latest_palm_touch_time = time;
+ }
+ }
+ *slots_to_suppress |= is_palm_;
+ *slots_to_hold |= is_delay_;
+
+ shared_palm_state_->active_palm_touches = is_palm_.count();
+ shared_palm_state_->active_finger_touches =
+ total_finger_touching - is_palm_.count();
+}
+
+bool NeuralStylusPalmDetectionFilter::ShouldDecideStroke(
+ const PalmFilterStroke& stroke) const {
+ const NeuralStylusPalmDetectionFilterModelConfig& config = model_->config();
+ // Perform inference at most every |max_sample_count| samples.
+ if (stroke.samples_seen() % config.max_sample_count != 0)
+ return false;
+
+ // Only inference at start.
+ if (stroke.samples_seen() >
+ config.max_sequence_start_count_for_inference + config.max_sample_count)
+ return false;
+ return true;
+}
+
+bool NeuralStylusPalmDetectionFilter::IsHeuristicPalmStroke(
+ const PalmFilterStroke& stroke) const {
+ if (stroke.samples().size() >= model_->config().max_sample_count) {
+ LOG(DFATAL) << "Should not call this method on long strokes.";
+ return false;
+ }
+ const auto& config = model_->config();
+ if (config.heuristic_palm_touch_limit > 0.0) {
+ if (stroke.MaxMajorRadius() >= config.heuristic_palm_touch_limit) {
+ return true;
+ }
+ }
+ if (config.heuristic_palm_area_limit > 0.0) {
+ if (stroke.BiggestSize() >= config.heuristic_palm_area_limit) {
+ return true;
+ }
+ std::vector<std::pair<float, int>> biggest_strokes;
+ FindBiggestNeighborsWithin(1 /* neighbors */,
+ model_->config().max_neighbor_distance_in_mm,
+ stroke, &biggest_strokes);
+ if (!biggest_strokes.empty() &&
+ strokes_.find(biggest_strokes[0].second)->second.BiggestSize() >=
+ config.heuristic_palm_area_limit) {
+ return true;
+ }
+ }
+ return false;
+}
+
+bool NeuralStylusPalmDetectionFilter::DetectSpuriousStroke(
+ const std::vector<float>& features,
+ int tracking_id,
+ float threshold) const {
+ return model_->Inference(features) >= threshold;
+}
+
+std::vector<float> NeuralStylusPalmDetectionFilter::ExtractFeatures(
+ int tracking_id) const {
+ std::vector<float> features;
+ const PalmFilterStroke& stroke = strokes_.at(tracking_id);
+ AppendFeatures(stroke, &features);
+ const int features_per_stroke = features.size();
+ std::vector<std::pair<float, int>> nearest_strokes, biggest_strokes;
+ const NeuralStylusPalmDetectionFilterModelConfig& config = model_->config();
+ FindNearestNeighborsWithin(config.nearest_neighbor_count,
+ config.max_neighbor_distance_in_mm, stroke,
+ &nearest_strokes);
+ FindBiggestNeighborsWithin(config.biggest_near_neighbor_count,
+ config.max_neighbor_distance_in_mm, stroke,
+ &biggest_strokes);
+ for (uint32_t i = 0; i < config.nearest_neighbor_count; ++i) {
+ if (i < nearest_strokes.size()) {
+ const auto& nearest_stroke = nearest_strokes[i];
+ AppendFeaturesAsNeighbor(strokes_.at(nearest_stroke.second),
+ nearest_stroke.first, &features);
+ } else {
+ features.resize(features.size() + features_per_stroke + 2, 0);
+ }
+ }
+
+ for (uint32_t i = 0; i < config.biggest_near_neighbor_count; ++i) {
+ if (i < biggest_strokes.size()) {
+ const auto& biggest_stroke = biggest_strokes[i];
+ AppendFeaturesAsNeighbor(strokes_.at(biggest_stroke.second),
+ biggest_stroke.first, &features);
+ } else {
+ features.resize(
+ features.size() + features_per_stroke + kExtraFeaturesForNeighbor, 0);
+ }
+ }
+
+ return features;
+}
+
+void NeuralStylusPalmDetectionFilter::AppendFeatures(
+ const PalmFilterStroke& stroke,
+ std::vector<float>* features) const {
+ const int size = stroke.samples().size();
+ for (int i = 0; i < size; ++i) {
+ const auto& sample = stroke.samples()[i];
+ features->push_back(sample.major_radius);
+ features->push_back(sample.minor_radius <= 0.0 ? sample.major_radius
+ : sample.minor_radius);
+ float distance;
+ if (i == 0) {
+ distance = 0;
+
+ } else {
+ distance = EuclideanDistance(stroke.samples()[i - 1].point, sample.point);
+ }
+ features->push_back(distance);
+ features->push_back(sample.edge);
+ features->push_back(1.0); // existence.
+ }
+ const int padding = model_->config().max_sample_count - size;
+ DCHECK_GE(padding, 0);
+
+ for (int i = 0; i < padding * kFeaturesPerSample; ++i) {
+ features->push_back(0.0);
+ }
+ // "fill proportion."
+ features->push_back(static_cast<float>(size) /
+ model_->config().max_sample_count);
+ features->push_back(EuclideanDistance(stroke.samples().front().point,
+ stroke.samples().back().point));
+
+ // Start sequence number. 0 is min.
+ uint32_t samples_seen = stroke.samples_seen();
+ if (samples_seen < model_->config().max_sample_count) {
+ features->push_back(0);
+ } else {
+ features->push_back(samples_seen - model_->config().max_sample_count);
+ }
+}
+void NeuralStylusPalmDetectionFilter::AppendFeaturesAsNeighbor(
+ const PalmFilterStroke& stroke,
+ float distance,
+ std::vector<float>* features) const {
+ features->push_back(1); // existence.
+ features->push_back(distance);
+ AppendFeatures(stroke, features);
+}
+
+const int NeuralStylusPalmDetectionFilter::kExtraFeaturesForNeighbor = 2;
+const int NeuralStylusPalmDetectionFilter::kFeaturesPerSample = 5;
+
+const char NeuralStylusPalmDetectionFilter::kFilterName[] =
+ "NeuralStylusPalmDetectionFilter";
+std::string NeuralStylusPalmDetectionFilter::FilterNameForTesting() const {
+ return kFilterName;
+}
+
+const std::vector<int> NeuralStylusPalmDetectionFilter::kRequiredAbsMtCodes = {
+ ABS_MT_POSITION_X, ABS_MT_POSITION_Y, ABS_MT_TOUCH_MAJOR};
+
+bool NeuralStylusPalmDetectionFilter::
+ CompatibleWithNeuralStylusPalmDetectionFilter(
+ const EventDeviceInfo& devinfo) {
+ if (devinfo.HasStylus()) {
+ return false;
+ }
+ // Though we like having abs_mt_touch_minor, we don't need it.
+ auto code_check = [&devinfo](int code) {
+ if (!devinfo.HasAbsEvent(code)) {
+ return false;
+ }
+ const auto absinfo = devinfo.GetAbsInfoByCode(code);
+ // Ensure minimum is 0, maximum is greater than the minimum.
+ if (absinfo.minimum != 0 || absinfo.maximum <= absinfo.minimum) {
+ return false;
+ }
+ return true;
+ };
+ if (!std::all_of(kRequiredAbsMtCodes.begin(), kRequiredAbsMtCodes.end(),
+ code_check)) {
+ return false;
+ }
+
+ // Optionally, we use touch_minor if it's around, so check it's good if it is
+ // present.
+ if (devinfo.HasAbsEvent(ABS_MT_TOUCH_MINOR) &&
+ !code_check(ABS_MT_TOUCH_MINOR)) {
+ return false;
+ }
+ return true;
+}
+
+void NeuralStylusPalmDetectionFilter::EraseOldStrokes(base::TimeTicks time) {
+ const base::TimeDelta max_age = model_->config().max_dead_neighbor_time;
+ for (auto it = strokes_.begin(); it != strokes_.end();) {
+ DCHECK(!it->second.samples().empty());
+ const base::TimeTicks most_recent_sample_time =
+ it->second.samples().back().time;
+ const auto age = time - most_recent_sample_time;
+ if (age > max_age) {
+ it = strokes_.erase(it);
+ } else {
+ ++it;
+ }
+ }
+}
+} // namespace ui
diff --git a/chromium/ui/events/ozone/evdev/touch_filter/neural_stylus_palm_detection_filter.h b/chromium/ui/events/ozone/evdev/touch_filter/neural_stylus_palm_detection_filter.h
new file mode 100644
index 00000000000..818dd009363
--- /dev/null
+++ b/chromium/ui/events/ozone/evdev/touch_filter/neural_stylus_palm_detection_filter.h
@@ -0,0 +1,95 @@
+// Copyright 2019 The Chromium Authors. All rights reserved.
+// Use of this source code is governed by a BSD-style license that can be
+// found in the LICENSE file.
+
+#ifndef UI_EVENTS_OZONE_EVDEV_TOUCH_FILTER_NEURAL_STYLUS_PALM_DETECTION_FILTER_H_
+#define UI_EVENTS_OZONE_EVDEV_TOUCH_FILTER_NEURAL_STYLUS_PALM_DETECTION_FILTER_H_
+
+#include <bitset>
+#include <cstdint>
+#include <deque>
+#include <map>
+#include <memory>
+#include <string>
+#include <utility>
+#include <vector>
+
+#include "base/time/time.h"
+#include "ui/events/ozone/evdev/event_device_info.h"
+#include "ui/events/ozone/evdev/touch_evdev_types.h"
+#include "ui/events/ozone/evdev/touch_filter/neural_stylus_palm_detection_filter_model.h"
+#include "ui/events/ozone/evdev/touch_filter/neural_stylus_palm_detection_filter_util.h"
+#include "ui/events/ozone/evdev/touch_filter/palm_detection_filter.h"
+#include "ui/events/ozone/evdev/touch_filter/shared_palm_detection_filter_state.h"
+#include "ui/gfx/geometry/point_f.h"
+
+namespace ui {
+
+// An implementation of PalmDetectionFilter that relies on a DNN implementation
+// to decide on palm detection. Requires a configured model as an argument.
+// Heuristics are added for handling short strokes
+class COMPONENT_EXPORT(EVDEV) NeuralStylusPalmDetectionFilter
+ : public PalmDetectionFilter {
+ public:
+ // Takes ownership of the model.
+ NeuralStylusPalmDetectionFilter(
+ const EventDeviceInfo& devinfo,
+ std::unique_ptr<NeuralStylusPalmDetectionFilterModel> palm_model,
+ SharedPalmDetectionFilterState* shared_palm_state);
+ ~NeuralStylusPalmDetectionFilter() override;
+ void Filter(const std::vector<InProgressTouchEvdev>& touches,
+ base::TimeTicks time,
+ std::bitset<kNumTouchEvdevSlots>* slots_to_hold,
+ std::bitset<kNumTouchEvdevSlots>* slots_to_suppress) override;
+
+ static bool CompatibleWithNeuralStylusPalmDetectionFilter(
+ const EventDeviceInfo& devinfo);
+
+ static const int kFeaturesPerSample;
+ static const int kExtraFeaturesForNeighbor;
+
+ static const char kFilterName[];
+ std::string FilterNameForTesting() const override;
+
+ private:
+ void FindNearestNeighborsWithin(
+ int neighbor_count,
+ float max_distance,
+ const PalmFilterStroke& stroke,
+ std::vector<std::pair<float, int>>* nearest_strokes) const;
+ void FindBiggestNeighborsWithin(
+ int neighbor_count,
+ float max_distance,
+ const PalmFilterStroke& stroke,
+ std::vector<std::pair<float, int>>* biggest_strokes) const;
+
+ bool DetectSpuriousStroke(const std::vector<float>& features,
+ int tracking_id,
+ float threshold) const;
+ // Extracts the feature vector for the specified stroke.
+ std::vector<float> ExtractFeatures(int tracking_id) const;
+ void AppendFeatures(const PalmFilterStroke& stroke,
+ std::vector<float>* features) const;
+ void AppendFeaturesAsNeighbor(const PalmFilterStroke& stroke,
+ float distance,
+ std::vector<float>* features) const;
+
+ bool ShouldDecideStroke(const PalmFilterStroke& stroke) const;
+ bool IsHeuristicPalmStroke(const PalmFilterStroke& stroke) const;
+ void EraseOldStrokes(base::TimeTicks time);
+
+ std::bitset<kNumTouchEvdevSlots> is_palm_;
+ std::bitset<kNumTouchEvdevSlots> is_delay_;
+ std::map<int, PalmFilterStroke> strokes_;
+ int tracking_ids_[kNumTouchEvdevSlots];
+ const PalmFilterDeviceInfo palm_filter_dev_info_;
+ std::unique_ptr<NeuralStylusPalmDetectionFilterModel> model_;
+
+ static const std::vector<int> kRequiredAbsMtCodes;
+
+ DISALLOW_COPY_AND_ASSIGN(NeuralStylusPalmDetectionFilter);
+};
+
+} // namespace ui
+
+#endif // UI_EVENTS_OZONE_EVDEV_TOUCH_FILTER_NEURAL_STYLUS_PALM_DETECTION_FILTER_H_
diff --git a/chromium/ui/events/ozone/evdev/touch_filter/neural_stylus_palm_detection_filter_model.cc b/chromium/ui/events/ozone/evdev/touch_filter/neural_stylus_palm_detection_filter_model.cc
index 354489aa530..3f955bde3e5 100644
--- a/chromium/ui/events/ozone/evdev/touch_filter/neural_stylus_palm_detection_filter_model.cc
+++ b/chromium/ui/events/ozone/evdev/touch_filter/neural_stylus_palm_detection_filter_model.cc
@@ -13,4 +13,6 @@ NeuralStylusPalmDetectionFilterModelConfig::
NeuralStylusPalmDetectionFilterModelConfig(
const NeuralStylusPalmDetectionFilterModelConfig& other) = default;
+NeuralStylusPalmDetectionFilterModelConfig::
+ ~NeuralStylusPalmDetectionFilterModelConfig() = default;
} // namespace ui
diff --git a/chromium/ui/events/ozone/evdev/touch_filter/neural_stylus_palm_detection_filter_model.h b/chromium/ui/events/ozone/evdev/touch_filter/neural_stylus_palm_detection_filter_model.h
index f5f1e9d1131..f92bc49122f 100644
--- a/chromium/ui/events/ozone/evdev/touch_filter/neural_stylus_palm_detection_filter_model.h
+++ b/chromium/ui/events/ozone/evdev/touch_filter/neural_stylus_palm_detection_filter_model.h
@@ -8,17 +8,17 @@
#include <cstdint>
#include <vector>
+#include "base/component_export.h"
#include "base/time/time.h"
-#include "ui/events/ozone/evdev/events_ozone_evdev_export.h"
namespace ui {
-struct EVENTS_OZONE_EVDEV_EXPORT NeuralStylusPalmDetectionFilterModelConfig {
+struct COMPONENT_EXPORT(EVDEV) NeuralStylusPalmDetectionFilterModelConfig {
// Explicit constructor to make chromium style happy.
NeuralStylusPalmDetectionFilterModelConfig();
NeuralStylusPalmDetectionFilterModelConfig(
const NeuralStylusPalmDetectionFilterModelConfig& other);
-
+ ~NeuralStylusPalmDetectionFilterModelConfig();
// Number of nearest neighbors to use in vector construction.
uint32_t nearest_neighbor_count = 0;
@@ -28,8 +28,7 @@ struct EVENTS_OZONE_EVDEV_EXPORT NeuralStylusPalmDetectionFilterModelConfig {
// Maximum distance of neighbor centroid, in millimeters.
float max_neighbor_distance_in_mm = 0.0f;
- base::TimeDelta max_dead_neighbor_time =
- base::TimeDelta::FromMilliseconds(0.0);
+ base::TimeDelta max_dead_neighbor_time;
// Minimum count of samples in a stroke for neural comparison.
uint32_t min_sample_count = 0;
@@ -49,10 +48,23 @@ struct EVENTS_OZONE_EVDEV_EXPORT NeuralStylusPalmDetectionFilterModelConfig {
// greater than or equal to this should be marked as a palm. If <= 0, has no
// effect
float heuristic_palm_area_limit = 0.0f;
+
+ // If true, runs the heuristic palm check on short strokes, and enables delay
+ // on them if the heuristic would have marked the touch as a palm at that
+ // point.
+ bool heuristic_delay_start_if_palm = false;
+
+ // If empty, the radius by the device is left as is.
+ // If non empty, the radius reported by device is re-sized in features by the
+ // polynomial defined in this vector. E.g. if this vector is {0.5, 1.3,
+ // -0.2, 1.0} Each radius r is replaced by
+ //
+ // R = 0.5 * r^3 + 1.3 * r^2 - 0.2 * r + 1
+ std::vector<float> radius_polynomial_resize;
};
// An abstract model utilized by NueralStylusPalmDetectionFilter.
-class EVENTS_OZONE_EVDEV_EXPORT NeuralStylusPalmDetectionFilterModel {
+class COMPONENT_EXPORT(EVDEV) NeuralStylusPalmDetectionFilterModel {
public:
virtual ~NeuralStylusPalmDetectionFilterModel() {}
@@ -62,7 +74,7 @@ class EVENTS_OZONE_EVDEV_EXPORT NeuralStylusPalmDetectionFilterModel {
// result.
virtual float Inference(const std::vector<float>& features) const = 0;
- virtual NeuralStylusPalmDetectionFilterModelConfig& config() const = 0;
+ virtual const NeuralStylusPalmDetectionFilterModelConfig& config() const = 0;
};
} // namespace ui
diff --git a/chromium/ui/events/ozone/evdev/touch_filter/neural_stylus_palm_detection_filter_unittest.cc b/chromium/ui/events/ozone/evdev/touch_filter/neural_stylus_palm_detection_filter_unittest.cc
new file mode 100644
index 00000000000..d2954a158ab
--- /dev/null
+++ b/chromium/ui/events/ozone/evdev/touch_filter/neural_stylus_palm_detection_filter_unittest.cc
@@ -0,0 +1,389 @@
+// Copyright 2019 The Chromium Authors. All rights reserved.
+// Use of this source code is governed by a BSD-style license that can be
+// found in the LICENSE file.
+
+#include "ui/events/ozone/evdev/touch_filter/neural_stylus_palm_detection_filter.h"
+
+#include <utility>
+#include <vector>
+
+#include "base/test/gtest_util.h"
+#include "testing/gmock/include/gmock/gmock.h"
+#include "testing/gtest/include/gtest/gtest.h"
+#include "ui/events/ozone/evdev/event_device_test_util.h"
+#include "ui/events/ozone/evdev/touch_filter/neural_stylus_palm_detection_filter_model.h"
+#include "ui/events/ozone/evdev/touch_filter/palm_detection_filter.h"
+#include "ui/events/ozone/evdev/touch_filter/shared_palm_detection_filter_state.h"
+
+namespace ui {
+
+class MockNeuralModel : public NeuralStylusPalmDetectionFilterModel {
+ public:
+ MOCK_CONST_METHOD1(Inference, float(const std::vector<float>& features));
+ MOCK_CONST_METHOD0(config,
+ const NeuralStylusPalmDetectionFilterModelConfig&());
+};
+
+class NeuralStylusPalmDetectionFilterTest : public testing::Test {
+ public:
+ NeuralStylusPalmDetectionFilterTest() = default;
+ void SetUp() override {
+ shared_palm_state.reset(new SharedPalmDetectionFilterState);
+ model_ = new testing::StrictMock<MockNeuralModel>;
+ model_config_.biggest_near_neighbor_count = 2;
+ model_config_.min_sample_count = 2;
+ model_config_.max_sample_count = 5;
+ model_config_.max_neighbor_distance_in_mm = 20;
+ model_config_.heuristic_palm_touch_limit = 40;
+ model_config_.heuristic_palm_area_limit = 1000;
+ model_config_.max_dead_neighbor_time =
+ base::TimeDelta::FromMillisecondsD(100);
+ EXPECT_CALL(*model_, config())
+ .Times(testing::AnyNumber())
+ .WillRepeatedly(testing::ReturnRef(model_config_));
+ EXPECT_TRUE(
+ CapabilitiesToDeviceInfo(kNocturneTouchScreen, &nocturne_touchscreen_));
+ palm_detection_filter_.reset(new NeuralStylusPalmDetectionFilter(
+ nocturne_touchscreen_,
+ std::unique_ptr<NeuralStylusPalmDetectionFilterModel>(model_),
+ shared_palm_state.get()));
+ touch_.resize(kNumTouchEvdevSlots);
+ for (size_t i = 0; i < touch_.size(); ++i) {
+ touch_[i].slot = i;
+ }
+ }
+
+ protected:
+ std::vector<InProgressTouchEvdev> touch_;
+ std::unique_ptr<SharedPalmDetectionFilterState> shared_palm_state;
+ EventDeviceInfo nocturne_touchscreen_;
+ // Owned by the filter.
+ MockNeuralModel* model_;
+ NeuralStylusPalmDetectionFilterModelConfig model_config_;
+ std::unique_ptr<PalmDetectionFilter> palm_detection_filter_;
+ DISALLOW_COPY_AND_ASSIGN(NeuralStylusPalmDetectionFilterTest);
+};
+
+class NeuralStylusPalmDetectionFilterDeathTest
+ : public NeuralStylusPalmDetectionFilterTest {};
+
+TEST_F(NeuralStylusPalmDetectionFilterTest, EventDeviceSimpleTest) {
+ EventDeviceInfo devinfo;
+ std::vector<std::pair<DeviceCapabilities, bool>> devices = {
+ {kNocturneTouchScreen, true},
+ {kEveTouchScreen, true},
+ {kLinkTouchscreen, true}, // No ABS_MT_TOOL_TYPE
+ {kNocturneStylus, false},
+ {kKohakuTouchscreen, true}};
+ for (const auto& it : devices) {
+ EXPECT_TRUE(CapabilitiesToDeviceInfo(it.first, &devinfo));
+ EXPECT_EQ(it.second,
+ NeuralStylusPalmDetectionFilter::
+ CompatibleWithNeuralStylusPalmDetectionFilter(devinfo))
+ << "Failed on " << it.first.name;
+ }
+}
+
+TEST_F(NeuralStylusPalmDetectionFilterDeathTest, EventDeviceConstructionDeath) {
+ EventDeviceInfo bad_devinfo;
+ EXPECT_TRUE(CapabilitiesToDeviceInfo(kNocturneStylus, &bad_devinfo));
+ EXPECT_DCHECK_DEATH({
+ NeuralStylusPalmDetectionFilter f(
+ bad_devinfo,
+ std::unique_ptr<NeuralStylusPalmDetectionFilterModel>(model_),
+ shared_palm_state.get());
+ });
+}
+
+TEST_F(NeuralStylusPalmDetectionFilterTest, NameTest) {
+ EXPECT_EQ("NeuralStylusPalmDetectionFilter",
+ palm_detection_filter_->FilterNameForTesting());
+}
+
+TEST_F(NeuralStylusPalmDetectionFilterTest, ShortTouchPalmAreaTest) {
+ std::bitset<kNumTouchEvdevSlots> actual_held, actual_cancelled,
+ expected_cancelled;
+ touch_[0].touching = true;
+ touch_[0].tracking_id = 600;
+ touch_[0].x = 50;
+ touch_[0].y = 55;
+ touch_[0].major = 34; // 34 * 32 = 1088
+ touch_[0].minor = 32;
+ base::TimeTicks touch_time =
+ base::TimeTicks::UnixEpoch() + base::TimeDelta::FromMillisecondsD(10.0);
+ palm_detection_filter_->Filter(touch_, touch_time, &actual_held,
+ &actual_cancelled);
+ EXPECT_TRUE(actual_held.none());
+ EXPECT_TRUE(actual_cancelled.none());
+ // end it
+ touch_[0].was_touching = true;
+ touch_[0].touching = false;
+ touch_[0].tracking_id = -1;
+ touch_time += base::TimeDelta::FromMillisecondsD(8.0f);
+ palm_detection_filter_->Filter(touch_, touch_time, &actual_held,
+ &actual_cancelled);
+ EXPECT_TRUE(actual_held.none());
+ expected_cancelled.set(0, true);
+ EXPECT_EQ(expected_cancelled, actual_cancelled);
+}
+
+TEST_F(NeuralStylusPalmDetectionFilterTest, ShortTouchPalmSizeTest) {
+ std::bitset<kNumTouchEvdevSlots> actual_held, actual_cancelled;
+ touch_[0].touching = true;
+ touch_[0].tracking_id = 600;
+ touch_[0].x = 50;
+ touch_[0].y = 55;
+ touch_[0].major = 25;
+ touch_[0].minor = 17;
+ base::TimeTicks touch_time =
+ base::TimeTicks::UnixEpoch() + base::TimeDelta::FromMillisecondsD(10.0);
+ palm_detection_filter_->Filter(touch_, touch_time, &actual_held,
+ &actual_cancelled);
+ EXPECT_TRUE(actual_held.none());
+ EXPECT_TRUE(actual_cancelled.none());
+ // end it
+ touch_[0].was_touching = true;
+ touch_[0].touching = false;
+ touch_[0].tracking_id = -1;
+ touch_time += base::TimeDelta::FromMillisecondsD(8.0f);
+ palm_detection_filter_->Filter(touch_, touch_time, &actual_held,
+ &actual_cancelled);
+ EXPECT_TRUE(actual_held.none());
+ EXPECT_TRUE(actual_cancelled.none());
+
+ touch_time += base::TimeDelta::FromSecondsD(3600);
+ touch_[0].touching = true;
+ touch_[0].major = 57;
+ touch_[0].tracking_id = 601;
+ touch_[0].was_touching = false;
+ palm_detection_filter_->Filter(touch_, touch_time, &actual_held,
+ &actual_cancelled);
+ EXPECT_TRUE(actual_held.none());
+ EXPECT_TRUE(actual_cancelled.none());
+ touch_[0].was_touching = true;
+ touch_[0].touching = false;
+ touch_[0].tracking_id = -1;
+ touch_time += base::TimeDelta::FromMillisecondsD(8.0f);
+ palm_detection_filter_->Filter(touch_, touch_time, &actual_held,
+ &actual_cancelled);
+ EXPECT_TRUE(actual_held.none());
+ EXPECT_TRUE(actual_cancelled.test(0));
+ actual_cancelled.set(0, false);
+ EXPECT_TRUE(actual_cancelled.none());
+}
+
+TEST_F(NeuralStylusPalmDetectionFilterTest, CallFilterTest) {
+ // Set up 3 touches as touching:
+ // Touch 0 starts off and is sent twice
+ // Touch 1 and 2 are then added on: 2 is far away, 1 is nearby. We expect a
+ // single call to filter, with only 1 neighbor!
+ std::bitset<kNumTouchEvdevSlots> actual_held, actual_cancelled;
+ std::bitset<kNumTouchEvdevSlots> expected_cancelled;
+
+ touch_[0].touching = true;
+ touch_[0].tracking_id = 500;
+ touch_[0].major = 15;
+ touch_[0].minor = 10;
+ touch_[0].x = 15;
+ touch_[0].y = 10;
+ touch_[0].slot = 0;
+ base::TimeTicks touch_time =
+ base::TimeTicks::UnixEpoch() + base::TimeDelta::FromMillisecondsD(10.0);
+ palm_detection_filter_->Filter(touch_, touch_time, &actual_held,
+ &actual_cancelled);
+ EXPECT_TRUE(actual_held.none());
+ EXPECT_TRUE(actual_cancelled.none());
+
+ // And now, let's add touches 1 and 2.
+ touch_[0].x = 17;
+ touch_[0].major = 14;
+ touch_[0].was_touching = true;
+
+ touch_[1].touching = true;
+ touch_[1].major = 11;
+ touch_[1].minor = 9;
+ touch_[1].x = 30;
+ touch_[1].y = 25;
+ touch_[1].tracking_id = 501;
+ touch_[1].slot = 1;
+
+ touch_[2].touching = true;
+ touch_[2].major = 10;
+ touch_[2].minor = 8;
+ touch_[2].x = 5500;
+ touch_[2].y = 2942;
+ touch_[2].tracking_id = 502;
+ touch_[2].slot = 2;
+
+ touch_time += base::TimeDelta::FromMillisecondsD(8.0f);
+ palm_detection_filter_->Filter(touch_, touch_time, &actual_held,
+ &actual_cancelled);
+ EXPECT_TRUE(actual_held.none());
+ EXPECT_TRUE(actual_cancelled.none());
+
+ touch_[3] = touch_[2];
+ touch_[3].slot = 3;
+ touch_[3].x = 8000;
+ touch_[3].tracking_id = 504;
+ touch_[1].was_touching = true;
+ touch_[2].was_touching = true;
+ touch_[0].touching = false;
+ touch_[0].tracking_id = -1;
+ std::vector<float> features = {
+ 15, 10, 0, 0.25, 1, 14, 10, 0.05, 0.25, 1, 0, 0, 0, 0, 0,
+ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0.4, 0.05, 0, 1, 0.512957,
+ 11, 9, 0, 0.625, 1, 11, 9, 0, 0.625, 1, 0, 0, 0, 0, 0,
+ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0.4, 0, 0, 0, 0,
+ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
+ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0};
+ EXPECT_CALL(*model_,
+ Inference(testing::Pointwise(testing::FloatEq(), features)))
+ .Times(1)
+ .WillOnce(testing::Return(0.5));
+ touch_time += base::TimeDelta::FromMillisecondsD(8.0f);
+ palm_detection_filter_->Filter(touch_, touch_time, &actual_held,
+ &actual_cancelled);
+ EXPECT_TRUE(actual_held.none());
+ expected_cancelled.set(0, true);
+ EXPECT_EQ(actual_cancelled, expected_cancelled);
+}
+
+TEST_F(NeuralStylusPalmDetectionFilterTest, InferenceOnceNotPalm) {
+ std::bitset<kNumTouchEvdevSlots> actual_held, actual_cancelled;
+ base::TimeTicks touch_time =
+ base::TimeTicks::UnixEpoch() + base::TimeDelta::FromMillisecondsD(10.0);
+
+ touch_[0].touching = true;
+ touch_[0].tracking_id = 600;
+ touch_[0].x = 50;
+ touch_[0].y = 55;
+ touch_[0].major = 25;
+ touch_[0].minor = 17;
+ EXPECT_CALL(*model_, Inference(testing::_))
+ .Times(1)
+ .WillOnce(testing::Return(-0.5));
+ for (int i = 0; i < 5000; ++i) {
+ if (i != 0) {
+ touch_[0].was_touching = true;
+ }
+ touch_time += base::TimeDelta::FromMillisecondsD(8.0f);
+ palm_detection_filter_->Filter(touch_, touch_time, &actual_held,
+ &actual_cancelled);
+ ASSERT_TRUE(actual_held.none()) << " Failed at " << i;
+ ASSERT_TRUE(actual_cancelled.none()) << " Failed at " << i;
+ }
+}
+
+TEST_F(NeuralStylusPalmDetectionFilterTest, InferenceOncePalm) {
+ std::bitset<kNumTouchEvdevSlots> actual_held, actual_cancelled;
+ std::bitset<kNumTouchEvdevSlots> expected_cancelled;
+ base::TimeTicks touch_time =
+ base::TimeTicks::UnixEpoch() + base::TimeDelta::FromMillisecondsD(10.0);
+ expected_cancelled.set(0, true);
+ touch_[0].touching = true;
+ touch_[0].tracking_id = 600;
+ touch_[0].x = 50;
+ touch_[0].y = 55;
+ touch_[0].major = 25;
+ touch_[0].minor = 17;
+ EXPECT_CALL(*model_, Inference(testing::_))
+ .Times(1)
+ .WillOnce(testing::Return(0.5));
+
+ base::TimeTicks original_finger_time =
+ touch_time + base::TimeDelta::FromMillisecondsD(8.0f);
+ base::TimeTicks original_palm_time =
+ touch_time +
+ model_config_.max_sample_count * base::TimeDelta::FromMillisecondsD(8.0f);
+
+ for (size_t i = 0; i < 5000; ++i) {
+ if (i != 0) {
+ touch_[0].was_touching = true;
+ }
+ touch_time += base::TimeDelta::FromMillisecondsD(8.0f);
+ palm_detection_filter_->Filter(touch_, touch_time, &actual_held,
+ &actual_cancelled);
+ ASSERT_EQ(original_finger_time,
+ shared_palm_state->latest_finger_touch_time);
+
+ ASSERT_TRUE(actual_held.none()) << " Failed at " << i;
+ if (i >= (model_config_.max_sample_count - 1)) {
+ ASSERT_EQ(expected_cancelled, actual_cancelled) << " Failed at " << i;
+ ASSERT_EQ(1u, shared_palm_state->active_palm_touches)
+ << " Failed at " << i;
+ ASSERT_EQ(original_palm_time, shared_palm_state->latest_palm_touch_time)
+ << " Failed at " << i;
+ } else {
+ ASSERT_EQ(1u, shared_palm_state->active_finger_touches)
+ << "Failed at " << i;
+ }
+ }
+}
+
+TEST_F(NeuralStylusPalmDetectionFilterTest, DelayShortFingerTouch) {
+ std::bitset<kNumTouchEvdevSlots> actual_held, actual_cancelled;
+ std::bitset<kNumTouchEvdevSlots> expected_held, expected_cancelled;
+ model_config_.heuristic_delay_start_if_palm = true;
+ touch_[0].touching = true;
+ touch_[0].tracking_id = 605;
+ touch_[0].x = 50;
+ touch_[0].y = 55;
+ // small touch! 39*21 = 819, which is < 1000.
+ touch_[0].major = 39;
+ touch_[0].minor = 21;
+ base::TimeTicks touch_time =
+ base::TimeTicks::UnixEpoch() + base::TimeDelta::FromMillisecondsD(10.0);
+ palm_detection_filter_->Filter(touch_, touch_time, &actual_held,
+ &actual_cancelled);
+
+ EXPECT_EQ(expected_held, actual_held);
+ EXPECT_EQ(expected_cancelled, actual_cancelled);
+}
+
+TEST_F(NeuralStylusPalmDetectionFilterTest, DelayShortPalmTouch) {
+ std::bitset<kNumTouchEvdevSlots> actual_held, actual_cancelled;
+ std::bitset<kNumTouchEvdevSlots> expected_held, expected_cancelled;
+ model_config_.heuristic_delay_start_if_palm = true;
+ touch_[0].touching = true;
+ touch_[0].tracking_id = 605;
+ touch_[0].x = 50;
+ touch_[0].y = 55;
+ // big touch! 39*30 = 1170, which is > 1000.
+ touch_[0].major = 39;
+ touch_[0].minor = 30;
+ base::TimeTicks touch_time =
+ base::TimeTicks::UnixEpoch() + base::TimeDelta::FromMillisecondsD(10.0);
+ palm_detection_filter_->Filter(touch_, touch_time, &actual_held,
+ &actual_cancelled);
+
+ expected_held.set(0, true);
+ EXPECT_EQ(expected_held, actual_held);
+ EXPECT_EQ(expected_cancelled, actual_cancelled);
+
+ // Delay continues even afterwards, until inference time: then it's off.
+ for (uint32_t i = 1; i < model_config_.max_sample_count - 1; ++i) {
+ touch_[0].was_touching = true;
+ touch_time += base::TimeDelta::FromMillisecondsD(10.0);
+ touch_[0].major = 15;
+ touch_[0].minor = 15;
+ touch_[0].x += 1;
+ touch_[0].y += 1;
+ palm_detection_filter_->Filter(touch_, touch_time, &actual_held,
+ &actual_cancelled);
+ EXPECT_EQ(expected_held, actual_held) << " failed at " << i;
+ EXPECT_EQ(expected_cancelled, actual_cancelled) << " failed at " << i;
+ }
+ // When running inference, turn delay to false.
+ EXPECT_CALL(*model_, Inference(testing::_))
+ .Times(1)
+ .WillOnce(testing::Return(-0.1));
+ touch_time =
+ base::TimeTicks::UnixEpoch() + base::TimeDelta::FromMillisecondsD(10.0);
+ palm_detection_filter_->Filter(touch_, touch_time, &actual_held,
+ &actual_cancelled);
+ expected_held.set(0, false);
+ EXPECT_EQ(expected_held, actual_held);
+ EXPECT_EQ(expected_cancelled, actual_cancelled);
+}
+
+} // namespace ui
diff --git a/chromium/ui/events/ozone/evdev/touch_filter/neural_stylus_palm_detection_filter_util.cc b/chromium/ui/events/ozone/evdev/touch_filter/neural_stylus_palm_detection_filter_util.cc
index e63a4c17b67..0c868728489 100644
--- a/chromium/ui/events/ozone/evdev/touch_filter/neural_stylus_palm_detection_filter_util.cc
+++ b/chromium/ui/events/ozone/evdev/touch_filter/neural_stylus_palm_detection_filter_util.cc
@@ -4,56 +4,82 @@
#include "ui/events/ozone/evdev/touch_filter/neural_stylus_palm_detection_filter_util.h"
+#include <algorithm>
+
namespace ui {
-DistilledDevInfo::DistilledDevInfo(const EventDeviceInfo& devinfo) {
- max_x = devinfo.GetAbsMaximum(ABS_MT_POSITION_X);
- x_res = devinfo.GetAbsResolution(ABS_MT_POSITION_X);
- max_y = devinfo.GetAbsMaximum(ABS_MT_POSITION_Y);
- y_res = devinfo.GetAbsResolution(ABS_MT_POSITION_Y);
- if (x_res == 0) {
- x_res = 1;
+
+PalmFilterDeviceInfo CreatePalmFilterDeviceInfo(
+ const EventDeviceInfo& devinfo) {
+ PalmFilterDeviceInfo info;
+
+ info.max_x = devinfo.GetAbsMaximum(ABS_MT_POSITION_X);
+ info.x_res = devinfo.GetAbsResolution(ABS_MT_POSITION_X);
+ info.max_y = devinfo.GetAbsMaximum(ABS_MT_POSITION_Y);
+ info.y_res = devinfo.GetAbsResolution(ABS_MT_POSITION_Y);
+ if (info.x_res == 0) {
+ info.x_res = 1;
}
- if (y_res == 0) {
- y_res = 1;
+ if (info.y_res == 0) {
+ info.y_res = 1;
}
- major_radius_res = devinfo.GetAbsResolution(ABS_MT_TOUCH_MAJOR);
- if (major_radius_res == 0) {
+ info.major_radius_res = devinfo.GetAbsResolution(ABS_MT_TOUCH_MAJOR);
+ if (info.major_radius_res == 0) {
// Device does not report major res: set to 1.
- major_radius_res = 1;
+ info.major_radius_res = 1;
}
if (devinfo.HasAbsEvent(ABS_MT_TOUCH_MINOR)) {
- minor_radius_supported = true;
- minor_radius_res = devinfo.GetAbsResolution(ABS_MT_TOUCH_MINOR);
+ info.minor_radius_supported = true;
+ info.minor_radius_res = devinfo.GetAbsResolution(ABS_MT_TOUCH_MINOR);
} else {
- minor_radius_supported = false;
- minor_radius_res = major_radius_res;
+ info.minor_radius_supported = false;
+ info.minor_radius_res = info.major_radius_res;
}
- if (minor_radius_res == 0) {
+ if (info.minor_radius_res == 0) {
// Device does not report minor res: set to 1.
- minor_radius_res = 1;
+ info.minor_radius_res = 1;
}
-}
-const DistilledDevInfo DistilledDevInfo::Create(
- const EventDeviceInfo& devinfo) {
- return DistilledDevInfo(devinfo);
+ return info;
}
-Sample::Sample(const InProgressTouchEvdev& touch,
- const base::TimeTicks& time,
- const DistilledDevInfo& dev_info)
- : time(time) { // radius_x and radius_y have been
- // scaled by resolution.already.
-
- // Original model here is not normalized appropriately, so we divide by 40.
- major_radius = std::max(touch.major, touch.minor) * dev_info.x_res / 40.0 *
- dev_info.major_radius_res;
+namespace {
+float ScaledRadius(
+ float radius,
+ const NeuralStylusPalmDetectionFilterModelConfig& model_config) {
+ if (model_config.radius_polynomial_resize.empty()) {
+ return radius;
+ }
+ float return_value = 0.0f;
+ for (uint32_t i = 0; i < model_config.radius_polynomial_resize.size(); ++i) {
+ float power = model_config.radius_polynomial_resize.size() - 1 - i;
+ return_value +=
+ model_config.radius_polynomial_resize[i] * powf(radius, power);
+ }
+ return return_value;
+}
+} // namespace
+
+PalmFilterSample CreatePalmFilterSample(
+ const InProgressTouchEvdev& touch,
+ const base::TimeTicks& time,
+ const NeuralStylusPalmDetectionFilterModelConfig& model_config,
+ const PalmFilterDeviceInfo& dev_info) {
+ // radius_x and radius_y have been
+ // scaled by resolution already.
+
+ PalmFilterSample sample;
+ sample.time = time;
+
+ sample.major_radius = ScaledRadius(
+ std::max(touch.major, touch.minor) * dev_info.major_radius_res,
+ model_config);
if (dev_info.minor_radius_supported) {
- minor_radius = std::min(touch.major, touch.minor) * dev_info.x_res / 40.0 *
- dev_info.minor_radius_res;
+ sample.minor_radius = ScaledRadius(
+ std::min(touch.major, touch.minor) * dev_info.minor_radius_res,
+ model_config);
} else {
- minor_radius = major_radius;
+ sample.minor_radius = ScaledRadius(touch.major, model_config);
}
// Nearest edge distance, in cm.
@@ -61,62 +87,72 @@ Sample::Sample(const InProgressTouchEvdev& touch,
float nearest_y_edge = std::min(touch.y, dev_info.max_y - touch.y);
float normalized_x_edge = nearest_x_edge / dev_info.x_res;
float normalized_y_edge = nearest_y_edge / dev_info.y_res;
- edge = std::min(normalized_x_edge, normalized_y_edge);
- point = gfx::PointF(touch.x / dev_info.x_res, touch.y / dev_info.y_res);
- tracking_id = touch.tracking_id;
- pressure = touch.pressure;
-}
+ sample.edge = std::min(normalized_x_edge, normalized_y_edge);
+ sample.point =
+ gfx::PointF(touch.x / dev_info.x_res, touch.y / dev_info.y_res);
+ sample.tracking_id = touch.tracking_id;
+ sample.pressure = touch.pressure;
-Sample::Sample(const Sample& other) = default;
-Sample& Sample::operator=(const Sample& other) = default;
-
-Stroke::Stroke(const Stroke& other) = default;
-Stroke::Stroke(Stroke&& other) = default;
-Stroke::Stroke(int max_length) : max_length_(max_length) {}
-Stroke::~Stroke() {}
+ return sample;
+}
-void Stroke::AddSample(const Sample& samp) {
+PalmFilterStroke::PalmFilterStroke(size_t max_length)
+ : max_length_(max_length) {}
+PalmFilterStroke::PalmFilterStroke(const PalmFilterStroke& other) = default;
+PalmFilterStroke::PalmFilterStroke(PalmFilterStroke&& other) = default;
+PalmFilterStroke& PalmFilterStroke::operator=(const PalmFilterStroke& other) =
+ default;
+PalmFilterStroke& PalmFilterStroke::operator=(PalmFilterStroke&& other) =
+ default;
+PalmFilterStroke::~PalmFilterStroke() {}
+
+void PalmFilterStroke::AddSample(const PalmFilterSample& sample) {
samples_seen_++;
if (samples_.empty()) {
- tracking_id_ = samp.tracking_id;
+ tracking_id_ = sample.tracking_id;
}
- DCHECK_EQ(tracking_id_, samp.tracking_id);
- samples_.push_back(samp);
+ DCHECK_EQ(tracking_id_, sample.tracking_id);
+ samples_.push_back(sample);
+ AddToUnscaledCentroid(sample.point.OffsetFromOrigin());
while (samples_.size() > max_length_) {
+ AddToUnscaledCentroid(-samples_.front().point.OffsetFromOrigin());
samples_.pop_front();
}
}
-gfx::PointF Stroke::GetCentroid() const {
- // TODO(robsc): Implement a Kahan sum to accurately track running sum instead
- // of brute force.
+void PalmFilterStroke::AddToUnscaledCentroid(const gfx::Vector2dF point) {
+ const gfx::Vector2dF corrected_point = point - unscaled_centroid_sum_error_;
+ const gfx::PointF new_unscaled_centroid =
+ unscaled_centroid_ + corrected_point;
+ unscaled_centroid_sum_error_ =
+ (new_unscaled_centroid - unscaled_centroid_) - corrected_point;
+ unscaled_centroid_ = new_unscaled_centroid;
+}
+
+gfx::PointF PalmFilterStroke::GetCentroid() const {
if (samples_.size() == 0) {
return gfx::PointF(0., 0.);
}
- gfx::PointF unscaled_centroid;
- for (const auto& sample : samples_) {
- unscaled_centroid += sample.point.OffsetFromOrigin();
- }
- return gfx::ScalePoint(unscaled_centroid, 1.f / samples_.size());
+ return gfx::ScalePoint(unscaled_centroid_, 1.f / samples_.size());
}
-const std::deque<Sample>& Stroke::samples() const {
+const std::deque<PalmFilterSample>& PalmFilterStroke::samples() const {
return samples_;
}
-int Stroke::tracking_id() const {
+int PalmFilterStroke::tracking_id() const {
return tracking_id_;
}
-uint64_t Stroke::samples_seen() const {
+uint64_t PalmFilterStroke::samples_seen() const {
return samples_seen_;
}
-void Stroke::SetTrackingId(int tracking_id) {
+void PalmFilterStroke::SetTrackingId(int tracking_id) {
tracking_id_ = tracking_id;
}
-float Stroke::MaxMajorRadius() const {
+float PalmFilterStroke::MaxMajorRadius() const {
float maximum = 0.0;
for (const auto& sample : samples_) {
maximum = std::max(maximum, sample.major_radius);
@@ -124,7 +160,7 @@ float Stroke::MaxMajorRadius() const {
return maximum;
}
-float Stroke::BiggestSize() const {
+float PalmFilterStroke::BiggestSize() const {
float biggest = 0;
for (const auto& sample : samples_) {
float size;
diff --git a/chromium/ui/events/ozone/evdev/touch_filter/neural_stylus_palm_detection_filter_util.h b/chromium/ui/events/ozone/evdev/touch_filter/neural_stylus_palm_detection_filter_util.h
index fe4962d542a..b9d97e5493b 100644
--- a/chromium/ui/events/ozone/evdev/touch_filter/neural_stylus_palm_detection_filter_util.h
+++ b/chromium/ui/events/ozone/evdev/touch_filter/neural_stylus_palm_detection_filter_util.h
@@ -4,6 +4,7 @@
#ifndef UI_EVENTS_OZONE_EVDEV_TOUCH_FILTER_NEURAL_STYLUS_PALM_DETECTION_FILTER_UTIL_H_
#define UI_EVENTS_OZONE_EVDEV_TOUCH_FILTER_NEURAL_STYLUS_PALM_DETECTION_FILTER_UTIL_H_
+
#include <cstdint>
#include <deque>
#include <vector>
@@ -11,16 +12,12 @@
#include "base/time/time.h"
#include "ui/events/ozone/evdev/event_device_info.h"
#include "ui/events/ozone/evdev/touch_evdev_types.h"
+#include "ui/events/ozone/evdev/touch_filter/neural_stylus_palm_detection_filter_model.h"
#include "ui/gfx/geometry/point_f.h"
namespace ui {
-struct EVENTS_OZONE_EVDEV_EXPORT DistilledDevInfo {
- private:
- explicit DistilledDevInfo(const EventDeviceInfo& devinfo);
- public:
- static const DistilledDevInfo Create(const EventDeviceInfo& devinfo);
- DistilledDevInfo() = delete;
+struct COMPONENT_EXPORT(EVDEV) PalmFilterDeviceInfo {
float max_x = 0.f;
float max_y = 0.f;
float x_res = 1.f;
@@ -30,48 +27,59 @@ struct EVENTS_OZONE_EVDEV_EXPORT DistilledDevInfo {
bool minor_radius_supported = false;
};
-// Data for a single touch event.
-class EVENTS_OZONE_EVDEV_EXPORT Sample {
- public:
- Sample(const InProgressTouchEvdev& touch,
- const base::TimeTicks& time,
- const DistilledDevInfo& dev_info);
- Sample(const Sample& other);
- Sample() = delete;
- Sample& operator=(const Sample& other);
+COMPONENT_EXPORT(EVDEV)
+PalmFilterDeviceInfo CreatePalmFilterDeviceInfo(const EventDeviceInfo& devinfo);
+// Data for a single touch event.
+struct COMPONENT_EXPORT(EVDEV) PalmFilterSample {
float major_radius = 0;
float minor_radius = 0;
float pressure = 0;
float edge = 0;
int tracking_id = 0;
gfx::PointF point;
- base::TimeTicks time = base::TimeTicks::UnixEpoch();
+ base::TimeTicks time;
};
-class EVENTS_OZONE_EVDEV_EXPORT Stroke {
+COMPONENT_EXPORT(EVDEV)
+PalmFilterSample CreatePalmFilterSample(
+ const InProgressTouchEvdev& touch,
+ const base::TimeTicks& time,
+ const NeuralStylusPalmDetectionFilterModelConfig& model_config,
+ const PalmFilterDeviceInfo& dev_info);
+
+class COMPONENT_EXPORT(EVDEV) PalmFilterStroke {
public:
- explicit Stroke(int max_length);
- Stroke(const Stroke& other);
- Stroke(Stroke&& other);
- virtual ~Stroke();
+ explicit PalmFilterStroke(size_t max_length);
+ PalmFilterStroke(const PalmFilterStroke& other);
+ PalmFilterStroke(PalmFilterStroke&& other);
+ PalmFilterStroke& operator=(const PalmFilterStroke& other);
+ PalmFilterStroke& operator=(PalmFilterStroke&& other);
+ ~PalmFilterStroke();
- void AddSample(const Sample& sample);
+ void AddSample(const PalmFilterSample& sample);
gfx::PointF GetCentroid() const;
float BiggestSize() const;
// If no elements in stroke, returns 0.0;
float MaxMajorRadius() const;
void SetTrackingId(int tracking_id);
- const std::deque<Sample>& samples() const;
+ const std::deque<PalmFilterSample>& samples() const;
uint64_t samples_seen() const;
int tracking_id() const;
private:
- std::deque<Sample> samples_;
+ void AddToUnscaledCentroid(const gfx::Vector2dF point);
+
+ std::deque<PalmFilterSample> samples_;
int tracking_id_ = 0;
uint64_t samples_seen_ = 0;
uint64_t max_length_;
+ gfx::PointF unscaled_centroid_ = gfx::PointF(0., 0.);
+ // Used in part of the kahan summation.
+ gfx::Vector2dF unscaled_centroid_sum_error_ =
+ gfx::PointF(0., 0.).OffsetFromOrigin();
};
} // namespace ui
+
#endif // UI_EVENTS_OZONE_EVDEV_TOUCH_FILTER_NEURAL_STYLUS_PALM_DETECTION_FILTER_UTIL_H_
diff --git a/chromium/ui/events/ozone/evdev/touch_filter/neural_stylus_palm_detection_filter_util_unittest.cc b/chromium/ui/events/ozone/evdev/touch_filter/neural_stylus_palm_detection_filter_util_unittest.cc
index fde33e6f6e0..0113d8afd0b 100644
--- a/chromium/ui/events/ozone/evdev/touch_filter/neural_stylus_palm_detection_filter_util_unittest.cc
+++ b/chromium/ui/events/ozone/evdev/touch_filter/neural_stylus_palm_detection_filter_util_unittest.cc
@@ -1,6 +1,7 @@
// Copyright 2019 The Chromium Authors. All rights reserved.
// Use of this source code is governed by a BSD-style license that can be
// found in the LICENSE file.
+
#include "ui/events/ozone/evdev/touch_filter/neural_stylus_palm_detection_filter_util.h"
#include <algorithm>
@@ -13,10 +14,13 @@
#include "ui/events/ozone/evdev/touch_evdev_types.h"
#include "ui/events/ozone/evdev/touch_filter/palm_detection_filter.h"
#include "ui/events/ozone/evdev/touch_filter/shared_palm_detection_filter_state.h"
+
namespace ui {
+
class NeuralStylusPalmDetectionFilterUtilTest : public testing::Test {
public:
NeuralStylusPalmDetectionFilterUtilTest() = default;
+
void SetUp() override {
EXPECT_TRUE(
CapabilitiesToDeviceInfo(kNocturneTouchScreen, &nocturne_touchscreen_));
@@ -31,12 +35,14 @@ class NeuralStylusPalmDetectionFilterUtilTest : public testing::Test {
protected:
InProgressTouchEvdev touch_;
EventDeviceInfo nocturne_touchscreen_;
+ NeuralStylusPalmDetectionFilterModelConfig model_config_;
+
DISALLOW_COPY_AND_ASSIGN(NeuralStylusPalmDetectionFilterUtilTest);
};
TEST_F(NeuralStylusPalmDetectionFilterUtilTest, DistilledNocturneTest) {
- const DistilledDevInfo nocturne_distilled =
- DistilledDevInfo::Create(nocturne_touchscreen_);
+ const PalmFilterDeviceInfo nocturne_distilled =
+ CreatePalmFilterDeviceInfo(nocturne_touchscreen_);
EXPECT_FLOAT_EQ(nocturne_distilled.max_x,
nocturne_touchscreen_.GetAbsMaximum(ABS_MT_POSITION_X));
EXPECT_FLOAT_EQ(nocturne_distilled.max_y,
@@ -58,8 +64,8 @@ TEST_F(NeuralStylusPalmDetectionFilterUtilTest, NoMinorResTest) {
auto abs_info = nocturne_touchscreen_.GetAbsInfoByCode(ABS_MT_TOUCH_MINOR);
abs_info.resolution = 0;
nocturne_touchscreen_.SetAbsInfo(ABS_MT_TOUCH_MINOR, abs_info);
- const DistilledDevInfo nocturne_distilled =
- DistilledDevInfo::Create(nocturne_touchscreen_);
+ const PalmFilterDeviceInfo nocturne_distilled =
+ CreatePalmFilterDeviceInfo(nocturne_touchscreen_);
EXPECT_EQ(1, nocturne_distilled.minor_radius_res);
EXPECT_EQ(1, nocturne_distilled.major_radius_res);
}
@@ -68,8 +74,8 @@ TEST_F(NeuralStylusPalmDetectionFilterUtilTest, DistillerKohakuTest) {
EventDeviceInfo kohaku_touchscreen;
ASSERT_TRUE(
CapabilitiesToDeviceInfo(kKohakuTouchscreen, &kohaku_touchscreen));
- const DistilledDevInfo kohaku_distilled =
- DistilledDevInfo::Create(kohaku_touchscreen);
+ const PalmFilterDeviceInfo kohaku_distilled =
+ CreatePalmFilterDeviceInfo(kohaku_touchscreen);
EXPECT_FALSE(kohaku_distilled.minor_radius_supported);
EXPECT_EQ(1, kohaku_distilled.x_res);
EXPECT_EQ(1, kohaku_distilled.y_res);
@@ -78,57 +84,60 @@ TEST_F(NeuralStylusPalmDetectionFilterUtilTest, DistillerKohakuTest) {
TEST_F(NeuralStylusPalmDetectionFilterUtilTest, DistilledLinkTest) {
EventDeviceInfo link_touchscreen;
ASSERT_TRUE(CapabilitiesToDeviceInfo(kLinkTouchscreen, &link_touchscreen));
- const DistilledDevInfo link_distilled =
- DistilledDevInfo::Create(link_touchscreen);
+ const PalmFilterDeviceInfo link_distilled =
+ CreatePalmFilterDeviceInfo(link_touchscreen);
EXPECT_FALSE(link_distilled.minor_radius_supported);
EXPECT_FLOAT_EQ(1.f, link_distilled.major_radius_res);
EXPECT_FLOAT_EQ(link_distilled.major_radius_res,
link_distilled.minor_radius_res);
}
-TEST_F(NeuralStylusPalmDetectionFilterUtilTest, SampleTest) {
- base::TimeTicks t =
- base::TimeTicks::UnixEpoch() + base::TimeDelta::FromSeconds(30);
- const DistilledDevInfo nocturne_distilled =
- DistilledDevInfo::Create(nocturne_touchscreen_);
- const Sample s(touch_, t, nocturne_distilled);
- EXPECT_EQ(t, s.time);
- EXPECT_EQ(25, s.major_radius);
- EXPECT_EQ(24, s.minor_radius);
- EXPECT_EQ(23, s.pressure);
- EXPECT_EQ(22, s.tracking_id);
- EXPECT_EQ(gfx::PointF(21 / 40.f, 20 / 40.f), s.point);
- EXPECT_EQ(0.5, s.edge);
+TEST_F(NeuralStylusPalmDetectionFilterUtilTest, PalmFilterSampleTest) {
+ base::TimeTicks time = base::TimeTicks() + base::TimeDelta::FromSeconds(30);
+ const PalmFilterDeviceInfo nocturne_distilled =
+ CreatePalmFilterDeviceInfo(nocturne_touchscreen_);
+ const PalmFilterSample sample =
+ CreatePalmFilterSample(touch_, time, model_config_, nocturne_distilled);
+ EXPECT_EQ(time, sample.time);
+ EXPECT_EQ(25, sample.major_radius);
+ EXPECT_EQ(24, sample.minor_radius);
+ EXPECT_EQ(23, sample.pressure);
+ EXPECT_EQ(22, sample.tracking_id);
+ EXPECT_EQ(gfx::PointF(21 / 40.f, 20 / 40.f), sample.point);
+ EXPECT_EQ(0.5, sample.edge);
}
TEST_F(NeuralStylusPalmDetectionFilterUtilTest, LinkTouchscreenSampleTest) {
EventDeviceInfo link_touchscreen;
- base::TimeTicks t =
- base::TimeTicks::UnixEpoch() + base::TimeDelta::FromSeconds(30);
+ base::TimeTicks time = base::TimeTicks() + base::TimeDelta::FromSeconds(30);
ASSERT_TRUE(CapabilitiesToDeviceInfo(kLinkTouchscreen, &link_touchscreen));
- const DistilledDevInfo link_distilled =
- DistilledDevInfo::Create(link_touchscreen);
+ const PalmFilterDeviceInfo link_distilled =
+ CreatePalmFilterDeviceInfo(link_touchscreen);
touch_.minor = 0; // no minor from link.
- const Sample s(touch_, t, link_distilled);
- EXPECT_FLOAT_EQ(12.5, s.major_radius);
- EXPECT_FLOAT_EQ(12.5, s.minor_radius);
+ // use 40 as a base since model is trained on that kind of device.
+ model_config_.radius_polynomial_resize = {
+ link_touchscreen.GetAbsResolution(ABS_MT_POSITION_X) / 40.0, 0.0};
+ const PalmFilterSample sample =
+ CreatePalmFilterSample(touch_, time, model_config_, link_distilled);
+ EXPECT_FLOAT_EQ(12.5, sample.major_radius);
+ EXPECT_FLOAT_EQ(12.5, sample.minor_radius);
}
-TEST_F(NeuralStylusPalmDetectionFilterUtilTest, StrokeTest) {
- Stroke stroke(3); // maxsize: 3.
+TEST_F(NeuralStylusPalmDetectionFilterUtilTest, PalmFilterStrokeTest) {
+ PalmFilterStroke stroke(3); // maxsize: 3.
EXPECT_EQ(0, stroke.tracking_id());
// With no points, center is 0.
EXPECT_EQ(gfx::PointF(0., 0.), stroke.GetCentroid());
- base::TimeTicks t =
- base::TimeTicks::UnixEpoch() + base::TimeDelta::FromSeconds(30);
- const DistilledDevInfo nocturne_distilled =
- DistilledDevInfo::Create(nocturne_touchscreen_);
+ base::TimeTicks time = base::TimeTicks() + base::TimeDelta::FromSeconds(30);
+ const PalmFilterDeviceInfo nocturne_distilled =
+ CreatePalmFilterDeviceInfo(nocturne_touchscreen_);
// Deliberately long test to ensure floating point continued accuracy.
for (int i = 0; i < 500000; ++i) {
touch_.x = 15 + i;
- Sample s(touch_, t, nocturne_distilled);
- stroke.AddSample(std::move(s));
+ PalmFilterSample sample =
+ CreatePalmFilterSample(touch_, time, model_config_, nocturne_distilled);
+ stroke.AddSample(std::move(sample));
EXPECT_EQ(touch_.tracking_id, stroke.tracking_id());
if (i < 3) {
if (i == 0) {
@@ -152,46 +161,70 @@ TEST_F(NeuralStylusPalmDetectionFilterUtilTest, StrokeTest) {
EXPECT_EQ(55, stroke.tracking_id());
}
-TEST_F(NeuralStylusPalmDetectionFilterUtilTest, StrokeBiggestSizeTest) {
- Stroke stroke(3), no_minor_stroke(3); // maxsize: 3.
+TEST_F(NeuralStylusPalmDetectionFilterUtilTest,
+ PalmFilterStrokeBiggestSizeTest) {
+ PalmFilterStroke stroke(3);
+ PalmFilterStroke no_minor_stroke(3); // maxsize: 3.
EXPECT_EQ(0, stroke.BiggestSize());
- base::TimeTicks t =
- base::TimeTicks::UnixEpoch() + base::TimeDelta::FromSeconds(30);
- const DistilledDevInfo nocturne_distilled =
- DistilledDevInfo::Create(nocturne_touchscreen_);
+ base::TimeTicks time = base::TimeTicks() + base::TimeDelta::FromSeconds(30);
+ const PalmFilterDeviceInfo nocturne_distilled =
+ CreatePalmFilterDeviceInfo(nocturne_touchscreen_);
for (int i = 0; i < 500; ++i) {
touch_.major = 2 + i;
touch_.minor = 1 + i;
- Sample s(touch_, t, nocturne_distilled);
+ PalmFilterSample sample =
+ CreatePalmFilterSample(touch_, time, model_config_, nocturne_distilled);
EXPECT_EQ(static_cast<uint64_t>(i), stroke.samples_seen());
- stroke.AddSample(std::move(s));
+ stroke.AddSample(sample);
EXPECT_FLOAT_EQ((1 + i) * (2 + i), stroke.BiggestSize());
- Sample second_s(touch_, t, nocturne_distilled);
- second_s.minor_radius = 0;
- no_minor_stroke.AddSample(std::move(second_s));
+ PalmFilterSample second_sample =
+ CreatePalmFilterSample(touch_, time, model_config_, nocturne_distilled);
+ second_sample.minor_radius = 0;
+ no_minor_stroke.AddSample(std::move(second_sample));
EXPECT_FLOAT_EQ((2 + i) * (2 + i), no_minor_stroke.BiggestSize());
EXPECT_EQ(std::min(3ul, 1ul + i), stroke.samples().size());
}
}
TEST_F(NeuralStylusPalmDetectionFilterUtilTest, StrokeGetMaxMajorTest) {
- Stroke stroke(3);
+ PalmFilterStroke stroke(3);
EXPECT_FLOAT_EQ(0, stroke.MaxMajorRadius());
- base::TimeTicks t =
+ base::TimeTicks time =
base::TimeTicks::UnixEpoch() + base::TimeDelta::FromSeconds(30);
- const DistilledDevInfo nocturne_distilled =
- DistilledDevInfo::Create(nocturne_touchscreen_);
+ const PalmFilterDeviceInfo nocturne_distilled =
+ CreatePalmFilterDeviceInfo(nocturne_touchscreen_);
for (int i = 1; i < 50; ++i) {
touch_.major = i;
touch_.minor = i - 1;
- Sample s(touch_, t, nocturne_distilled);
- t += base::TimeDelta::FromMilliseconds(8);
+ PalmFilterSample sample =
+ CreatePalmFilterSample(touch_, time, model_config_, nocturne_distilled);
+ time += base::TimeDelta::FromMilliseconds(8);
EXPECT_EQ(static_cast<uint64_t>(i - 1), stroke.samples_seen());
- stroke.AddSample(s);
+ stroke.AddSample(sample);
EXPECT_FLOAT_EQ(i, stroke.MaxMajorRadius());
}
}
+TEST_F(NeuralStylusPalmDetectionFilterUtilTest, SampleRadiusConversion) {
+ // A single number: a _constant_.
+ model_config_.radius_polynomial_resize = {71.3};
+ base::TimeTicks time =
+ base::TimeTicks::UnixEpoch() + base::TimeDelta::FromSeconds(30);
+ const PalmFilterDeviceInfo nocturne_distilled =
+ CreatePalmFilterDeviceInfo(nocturne_touchscreen_);
+ PalmFilterSample sample =
+ CreatePalmFilterSample(touch_, time, model_config_, nocturne_distilled);
+ EXPECT_FLOAT_EQ(71.3, sample.major_radius);
+ EXPECT_FLOAT_EQ(71.3, sample.minor_radius);
+
+ // 0.1*r^2 + 0.4*r - 5.0
+ model_config_.radius_polynomial_resize = {0.1, 0.4, -5.0};
+ sample =
+ CreatePalmFilterSample(touch_, time, model_config_, nocturne_distilled);
+ EXPECT_FLOAT_EQ(0.1 * 25 * 25 + 0.4 * 25 - 5.0, sample.major_radius);
+ EXPECT_FLOAT_EQ(0.1 * 24 * 24 + 0.4 * 24 - 5.0, sample.minor_radius);
+}
+
} // namespace ui
diff --git a/chromium/ui/events/ozone/evdev/touch_filter/neural_stylus_palm_report_filter.cc b/chromium/ui/events/ozone/evdev/touch_filter/neural_stylus_palm_report_filter.cc
new file mode 100644
index 00000000000..2fe91172bf5
--- /dev/null
+++ b/chromium/ui/events/ozone/evdev/touch_filter/neural_stylus_palm_report_filter.cc
@@ -0,0 +1,63 @@
+// Copyright 2019 The Chromium Authors. All rights reserved.
+// Use of this source code is governed by a BSD-style license that can be
+// found in the LICENSE file.
+
+#include "ui/events/ozone/evdev/touch_filter/neural_stylus_palm_report_filter.h"
+
+#include "base/metrics/histogram_macros.h"
+
+namespace ui {
+
+NeuralStylusReportFilter::NeuralStylusReportFilter(
+ SharedPalmDetectionFilterState* shared_palm_state)
+ : PalmDetectionFilter(shared_palm_state) {}
+
+NeuralStylusReportFilter::~NeuralStylusReportFilter() {}
+
+bool NeuralStylusReportFilter::CompatibleWithNeuralStylusReportFilter(
+ const EventDeviceInfo& devinfo) {
+ return devinfo.HasStylus();
+}
+
+void NeuralStylusReportFilter::Filter(
+ const std::vector<InProgressTouchEvdev>& touches,
+ base::TimeTicks time,
+ std::bitset<kNumTouchEvdevSlots>* slots_to_hold,
+ std::bitset<kNumTouchEvdevSlots>* slots_to_suppress) {
+ bool should_update = false;
+ for (const auto& touch : touches) {
+ // Is a stylus detected? We should be updating.
+ if (touch.altered && touch.stylus_button) {
+ should_update = true;
+ continue;
+ }
+ }
+ // Only update once when a stylus is detected.
+ if (!previous_update_ && should_update) {
+ // Once a stylus is detected, we report.
+ base::TimeDelta palm_age =
+ time - shared_palm_state_->latest_palm_touch_time;
+ base::TimeDelta finger_age =
+ time - shared_palm_state_->latest_finger_touch_time;
+ UMA_HISTOGRAM_TIMES(kNeuralPalmAge, palm_age);
+ UMA_HISTOGRAM_TIMES(kNeuralFingerAge, finger_age);
+ UMA_HISTOGRAM_COUNTS_100(kNeuralPalmTouchCount,
+ shared_palm_state_->active_palm_touches);
+ }
+ previous_update_ = should_update;
+ slots_to_hold->reset();
+ slots_to_suppress->reset();
+}
+
+const char NeuralStylusReportFilter::kFilterName[] = "NeuralStylusReportFilter";
+const char NeuralStylusReportFilter::kNeuralPalmAge[] =
+ "Ozone.NeuralStylusReport.PalmAgeBeforeStylus";
+const char NeuralStylusReportFilter::kNeuralFingerAge[] =
+ "Ozone.NeuralStylusReport.FingerAgeBeforeStylus";
+const char NeuralStylusReportFilter::kNeuralPalmTouchCount[] =
+ "Ozone.NeuralStylusReport.ActivePalmTouchCount";
+std::string NeuralStylusReportFilter::FilterNameForTesting() const {
+ return kFilterName;
+}
+
+} // namespace ui
diff --git a/chromium/ui/events/ozone/evdev/touch_filter/neural_stylus_palm_report_filter.h b/chromium/ui/events/ozone/evdev/touch_filter/neural_stylus_palm_report_filter.h
new file mode 100644
index 00000000000..1c7e28b8e5a
--- /dev/null
+++ b/chromium/ui/events/ozone/evdev/touch_filter/neural_stylus_palm_report_filter.h
@@ -0,0 +1,51 @@
+// Copyright 2019 The Chromium Authors. All rights reserved.
+// Use of this source code is governed by a BSD-style license that can be
+// found in the LICENSE file.
+
+#ifndef UI_EVENTS_OZONE_EVDEV_TOUCH_FILTER_NEURAL_STYLUS_PALM_REPORT_FILTER_H_
+#define UI_EVENTS_OZONE_EVDEV_TOUCH_FILTER_NEURAL_STYLUS_PALM_REPORT_FILTER_H_
+
+#include <bitset>
+#include <vector>
+
+#include "base/component_export.h"
+#include "base/time/time.h"
+#include "ui/events/ozone/evdev/event_device_info.h"
+#include "ui/events/ozone/evdev/touch_evdev_types.h"
+#include "ui/events/ozone/evdev/touch_filter/palm_detection_filter.h"
+#include "ui/events/ozone/evdev/touch_filter/shared_palm_detection_filter_state.h"
+
+namespace ui {
+
+// A palm detection filter that doesn't change any reports, but adds UMA reports
+// based on the shared palm state. Otherwise behaves identically to
+// OpenPalmDetectionFilter.
+class COMPONENT_EXPORT(EVDEV) NeuralStylusReportFilter
+ : public PalmDetectionFilter {
+ public:
+ explicit NeuralStylusReportFilter(
+ SharedPalmDetectionFilterState* shared_palm_state);
+ ~NeuralStylusReportFilter() override;
+
+ static bool CompatibleWithNeuralStylusReportFilter(
+ const EventDeviceInfo& devinfo);
+
+ void Filter(const std::vector<InProgressTouchEvdev>& touches,
+ base::TimeTicks time,
+ std::bitset<kNumTouchEvdevSlots>* slots_to_hold,
+ std::bitset<kNumTouchEvdevSlots>* slots_to_suppress) override;
+
+ static const char kFilterName[];
+ static const char kNeuralFingerAge[];
+ static const char kNeuralPalmAge[];
+ static const char kNeuralPalmTouchCount[];
+ std::string FilterNameForTesting() const override;
+
+ private:
+ bool previous_update_ = false;
+ DISALLOW_COPY_AND_ASSIGN(NeuralStylusReportFilter);
+};
+
+} // namespace ui
+
+#endif // UI_EVENTS_OZONE_EVDEV_TOUCH_FILTER_NEURAL_STYLUS_PALM_REPORT_FILTER_H_
diff --git a/chromium/ui/events/ozone/evdev/touch_filter/neural_stylus_palm_report_filter_unittest.cc b/chromium/ui/events/ozone/evdev/touch_filter/neural_stylus_palm_report_filter_unittest.cc
new file mode 100644
index 00000000000..6754617043f
--- /dev/null
+++ b/chromium/ui/events/ozone/evdev/touch_filter/neural_stylus_palm_report_filter_unittest.cc
@@ -0,0 +1,153 @@
+// Copyright 2019 The Chromium Authors. All rights reserved.
+// Use of this source code is governed by a BSD-style license that can be
+// found in the LICENSE file.
+
+#include "ui/events/ozone/evdev/touch_filter/neural_stylus_palm_report_filter.h"
+
+#include "base/test/metrics/histogram_tester.h"
+#include "base/time/time.h"
+#include "testing/gmock/include/gmock/gmock.h"
+#include "testing/gtest/include/gtest/gtest.h"
+#include "ui/events/ozone/evdev/event_device_info.h"
+#include "ui/events/ozone/evdev/event_device_test_util.h"
+#include "ui/events/ozone/evdev/touch_filter/palm_detection_filter.h"
+#include "ui/events/ozone/evdev/touch_filter/shared_palm_detection_filter_state.h"
+
+namespace ui {
+
+class NeuralStylusReportFilterTest : public testing::Test {
+ public:
+ NeuralStylusReportFilterTest() = default;
+
+ void SetUp() override {
+ shared_palm_state = std::make_unique<SharedPalmDetectionFilterState>();
+ palm_detection_filter_.reset(
+ new NeuralStylusReportFilter(shared_palm_state.get()));
+ EXPECT_TRUE(CapabilitiesToDeviceInfo(kNocturneTouchScreen,
+ &nocturne_touchscreen_info_));
+ EXPECT_TRUE(
+ CapabilitiesToDeviceInfo(kNocturneStylus, &nocturne_stylus_info_));
+ }
+
+ protected:
+ std::unique_ptr<SharedPalmDetectionFilterState> shared_palm_state;
+ std::unique_ptr<PalmDetectionFilter> palm_detection_filter_;
+ EventDeviceInfo nocturne_touchscreen_info_, nocturne_stylus_info_;
+
+ DISALLOW_COPY_AND_ASSIGN(NeuralStylusReportFilterTest);
+};
+
+TEST_F(NeuralStylusReportFilterTest, TestSetsToZero) {
+ std::bitset<kNumTouchEvdevSlots> suppress, hold;
+ suppress.set(kNumTouchEvdevSlots - 1, 1);
+ hold.set(0, 1);
+ std::vector<InProgressTouchEvdev> inputs;
+ inputs.resize(kNumTouchEvdevSlots);
+ palm_detection_filter_->Filter(inputs, base::TimeTicks::Now(), &hold,
+ &suppress);
+ EXPECT_TRUE(hold.none());
+ EXPECT_TRUE(suppress.none());
+}
+
+TEST_F(NeuralStylusReportFilterTest, CompatibleWithStylus) {
+ EXPECT_FALSE(NeuralStylusReportFilter::CompatibleWithNeuralStylusReportFilter(
+ nocturne_touchscreen_info_));
+ EXPECT_TRUE(NeuralStylusReportFilter::CompatibleWithNeuralStylusReportFilter(
+ nocturne_stylus_info_));
+}
+
+TEST_F(NeuralStylusReportFilterTest, TestNoUpdatesWhenNotTouching) {
+ base::HistogramTester histogram_tester;
+ std::bitset<kNumTouchEvdevSlots> suppress, hold;
+ std::vector<InProgressTouchEvdev> inputs;
+ inputs.resize(kNumTouchEvdevSlots);
+
+ base::TimeTicks sample_t = base::TimeTicks::Now();
+
+ palm_detection_filter_->Filter(inputs, sample_t, &hold, &suppress);
+ EXPECT_THAT(
+ histogram_tester.GetAllSamples(NeuralStylusReportFilter::kNeuralPalmAge),
+ ::testing::IsEmpty());
+ EXPECT_THAT(histogram_tester.GetAllSamples(
+ NeuralStylusReportFilter::kNeuralFingerAge),
+ ::testing::IsEmpty());
+ EXPECT_THAT(histogram_tester.GetAllSamples(
+ NeuralStylusReportFilter::kNeuralPalmTouchCount),
+ ::testing::IsEmpty());
+
+ shared_palm_state->active_palm_touches = 2;
+ shared_palm_state->latest_stylus_touch_time =
+ sample_t - base::TimeDelta::FromMillisecondsD(10.0);
+ shared_palm_state->latest_palm_touch_time =
+ sample_t - base::TimeDelta::FromMillisecondsD(15.0);
+ shared_palm_state->latest_finger_touch_time =
+ sample_t - base::TimeDelta::FromMillisecondsD(20.0);
+
+ inputs[0].altered = true;
+ inputs[0].stylus_button = true;
+
+ // We should now get a bunch of updates.
+ palm_detection_filter_->Filter(inputs, sample_t, &hold, &suppress);
+ histogram_tester.ExpectTotalCount(NeuralStylusReportFilter::kNeuralPalmAge,
+ 1);
+ histogram_tester.ExpectTimeBucketCount(
+ NeuralStylusReportFilter::kNeuralPalmAge,
+ base::TimeDelta::FromMillisecondsD(15.0), 1);
+ histogram_tester.ExpectTotalCount(NeuralStylusReportFilter::kNeuralFingerAge,
+ 1);
+ histogram_tester.ExpectTimeBucketCount(
+ NeuralStylusReportFilter::kNeuralFingerAge,
+ base::TimeDelta::FromMillisecondsD(20.0), 1);
+ histogram_tester.ExpectTotalCount(
+ NeuralStylusReportFilter::kNeuralPalmTouchCount, 1);
+ histogram_tester.ExpectBucketCount(
+ NeuralStylusReportFilter::kNeuralPalmTouchCount, 2, 1);
+ // We should now get a bunch of updates.
+
+ // Ensure no more updates.
+ palm_detection_filter_->Filter(
+ inputs, sample_t + base::TimeDelta::FromMillisecondsD(5.0), &hold,
+ &suppress);
+ histogram_tester.ExpectTotalCount(NeuralStylusReportFilter::kNeuralPalmAge,
+ 1);
+ histogram_tester.ExpectTotalCount(NeuralStylusReportFilter::kNeuralFingerAge,
+ 1);
+ histogram_tester.ExpectTotalCount(
+ NeuralStylusReportFilter::kNeuralPalmTouchCount, 1);
+
+ // Set to 0 again, filter, then set to touching again.
+ inputs[0] = inputs[1];
+ palm_detection_filter_->Filter(
+ inputs, sample_t + base::TimeDelta::FromMillisecondsD(10.0), &hold,
+ &suppress);
+
+ inputs[0].altered = true;
+ inputs[0].stylus_button = true;
+ palm_detection_filter_->Filter(
+ inputs, sample_t + base::TimeDelta::FromMillisecondsD(15.0), &hold,
+ &suppress);
+ histogram_tester.ExpectTotalCount(NeuralStylusReportFilter::kNeuralPalmAge,
+ 2);
+ histogram_tester.ExpectTimeBucketCount(
+ NeuralStylusReportFilter::kNeuralPalmAge,
+ base::TimeDelta::FromMillisecondsD(15.0), 1);
+ histogram_tester.ExpectTimeBucketCount(
+ NeuralStylusReportFilter::kNeuralPalmAge,
+ base::TimeDelta::FromMillisecondsD(30.0), 1);
+
+ histogram_tester.ExpectTotalCount(NeuralStylusReportFilter::kNeuralFingerAge,
+ 2);
+ histogram_tester.ExpectTimeBucketCount(
+ NeuralStylusReportFilter::kNeuralFingerAge,
+ base::TimeDelta::FromMillisecondsD(20.0), 1);
+ histogram_tester.ExpectTimeBucketCount(
+ NeuralStylusReportFilter::kNeuralFingerAge,
+ base::TimeDelta::FromMillisecondsD(35.0), 1);
+
+ histogram_tester.ExpectTotalCount(
+ NeuralStylusReportFilter::kNeuralPalmTouchCount, 2);
+ histogram_tester.ExpectBucketCount(
+ NeuralStylusReportFilter::kNeuralPalmTouchCount, 2, 2);
+}
+
+} // namespace ui
diff --git a/chromium/ui/events/ozone/evdev/touch_filter/open_palm_detection_filter.cc b/chromium/ui/events/ozone/evdev/touch_filter/open_palm_detection_filter.cc
index b7246ac7af6..062ca7cf86d 100644
--- a/chromium/ui/events/ozone/evdev/touch_filter/open_palm_detection_filter.cc
+++ b/chromium/ui/events/ozone/evdev/touch_filter/open_palm_detection_filter.cc
@@ -5,10 +5,13 @@
#include "ui/events/ozone/evdev/touch_filter/open_palm_detection_filter.h"
namespace ui {
+
OpenPalmDetectionFilter::OpenPalmDetectionFilter(
SharedPalmDetectionFilterState* shared_palm_state)
: PalmDetectionFilter(shared_palm_state) {}
+OpenPalmDetectionFilter::~OpenPalmDetectionFilter() {}
+
void OpenPalmDetectionFilter::Filter(
const std::vector<InProgressTouchEvdev>& touches,
base::TimeTicks time,
@@ -16,12 +19,14 @@ void OpenPalmDetectionFilter::Filter(
std::bitset<kNumTouchEvdevSlots>* slots_to_suppress) {
slots_to_hold->reset();
slots_to_suppress->reset();
+ // Open Palm doesn't know if it's running on a stylus device, or a
+ // touchscreen. It doesn't track active fingers/palms on the device.
}
const char OpenPalmDetectionFilter::kFilterName[] = "OpenPalmDetectionFilter";
+
std::string OpenPalmDetectionFilter::FilterNameForTesting() const {
return kFilterName;
}
-OpenPalmDetectionFilter::~OpenPalmDetectionFilter() {}
} // namespace ui
diff --git a/chromium/ui/events/ozone/evdev/touch_filter/open_palm_detection_filter.h b/chromium/ui/events/ozone/evdev/touch_filter/open_palm_detection_filter.h
index 07697eab26f..9cef99cea43 100644
--- a/chromium/ui/events/ozone/evdev/touch_filter/open_palm_detection_filter.h
+++ b/chromium/ui/events/ozone/evdev/touch_filter/open_palm_detection_filter.h
@@ -12,27 +12,30 @@
#include "ui/events/ozone/evdev/touch_evdev_types.h"
#include "ui/events/ozone/evdev/touch_filter/palm_detection_filter.h"
#include "ui/events/ozone/evdev/touch_filter/shared_palm_detection_filter_state.h"
+
namespace ui {
// A simple implementation of PalmDetectionFilter.
// Does not delay or set anything to palm.
-class EVENTS_OZONE_EVDEV_EXPORT OpenPalmDetectionFilter
+class COMPONENT_EXPORT(EVDEV) OpenPalmDetectionFilter
: public PalmDetectionFilter {
public:
explicit OpenPalmDetectionFilter(
SharedPalmDetectionFilterState* shared_palm_state);
~OpenPalmDetectionFilter() override;
+
void Filter(const std::vector<InProgressTouchEvdev>& touches,
base::TimeTicks time,
std::bitset<kNumTouchEvdevSlots>* slots_to_hold,
std::bitset<kNumTouchEvdevSlots>* slots_to_suppress) override;
- const static char kFilterName[];
+ static const char kFilterName[];
std::string FilterNameForTesting() const override;
private:
DISALLOW_COPY_AND_ASSIGN(OpenPalmDetectionFilter);
};
+
} // namespace ui
#endif // UI_EVENTS_OZONE_EVDEV_TOUCH_FILTER_OPEN_PALM_DETECTION_FILTER_H_
diff --git a/chromium/ui/events/ozone/evdev/touch_filter/open_palm_detection_filter_unittest.cc b/chromium/ui/events/ozone/evdev/touch_filter/open_palm_detection_filter_unittest.cc
index 1aeda19666a..30b479d6b53 100644
--- a/chromium/ui/events/ozone/evdev/touch_filter/open_palm_detection_filter_unittest.cc
+++ b/chromium/ui/events/ozone/evdev/touch_filter/open_palm_detection_filter_unittest.cc
@@ -7,10 +7,13 @@
#include "testing/gtest/include/gtest/gtest.h"
#include "ui/events/ozone/evdev/touch_filter/palm_detection_filter.h"
#include "ui/events/ozone/evdev/touch_filter/shared_palm_detection_filter_state.h"
+
namespace ui {
+
class OpenPalmDetectionFilterTest : public testing::Test {
public:
OpenPalmDetectionFilterTest() = default;
+
void SetUp() override {
shared_palm_state = std::make_unique<SharedPalmDetectionFilterState>();
palm_detection_filter_.reset(
@@ -19,8 +22,8 @@ class OpenPalmDetectionFilterTest : public testing::Test {
protected:
std::unique_ptr<SharedPalmDetectionFilterState> shared_palm_state;
-
std::unique_ptr<PalmDetectionFilter> palm_detection_filter_;
+
DISALLOW_COPY_AND_ASSIGN(OpenPalmDetectionFilterTest);
};
@@ -35,4 +38,5 @@ TEST_F(OpenPalmDetectionFilterTest, TestSetsToZero) {
EXPECT_TRUE(hold.none());
EXPECT_TRUE(suppress.none());
}
+
} // namespace ui
diff --git a/chromium/ui/events/ozone/evdev/touch_filter/palm_detection_filter.cc b/chromium/ui/events/ozone/evdev/touch_filter/palm_detection_filter.cc
index f3b30a96fd4..c25b68236b3 100644
--- a/chromium/ui/events/ozone/evdev/touch_filter/palm_detection_filter.cc
+++ b/chromium/ui/events/ozone/evdev/touch_filter/palm_detection_filter.cc
@@ -5,10 +5,13 @@
#include "ui/events/ozone/evdev/touch_filter/palm_detection_filter.h"
namespace ui {
+
PalmDetectionFilter::PalmDetectionFilter(
SharedPalmDetectionFilterState* shared_palm_state)
: shared_palm_state_(shared_palm_state) {
DCHECK(shared_palm_state != nullptr);
}
+
PalmDetectionFilter::~PalmDetectionFilter() {}
+
} // namespace ui
diff --git a/chromium/ui/events/ozone/evdev/touch_filter/palm_detection_filter.h b/chromium/ui/events/ozone/evdev/touch_filter/palm_detection_filter.h
index a5db46fd923..d9f98de2637 100644
--- a/chromium/ui/events/ozone/evdev/touch_filter/palm_detection_filter.h
+++ b/chromium/ui/events/ozone/evdev/touch_filter/palm_detection_filter.h
@@ -19,11 +19,12 @@ namespace ui {
// 2. To decide which touches to suppress / "cancel".
// Interface is similar to that of TouchFilter but enshrines the "hold" as a
// first class citizen.
-class EVENTS_OZONE_EVDEV_EXPORT PalmDetectionFilter {
+class COMPONENT_EXPORT(EVDEV) PalmDetectionFilter {
public:
// shared_palm_state is not owned!
explicit PalmDetectionFilter(
SharedPalmDetectionFilterState* shared_palm_state);
+ virtual ~PalmDetectionFilter();
// Execute a filter event. Expected to be executed on every update to touches.
// Arguments are:
@@ -43,12 +44,11 @@ class EVENTS_OZONE_EVDEV_EXPORT PalmDetectionFilter {
// The name of this filter, for testing purposes.
virtual std::string FilterNameForTesting() const = 0;
- virtual ~PalmDetectionFilter();
-
protected:
// Not owned!
- SharedPalmDetectionFilterState* shared_palm_state_;
+ SharedPalmDetectionFilterState* const shared_palm_state_;
};
+
} // namespace ui
#endif // UI_EVENTS_OZONE_EVDEV_TOUCH_FILTER_PALM_DETECTION_FILTER_H_
diff --git a/chromium/ui/events/ozone/evdev/touch_filter/palm_detection_filter_factory.cc b/chromium/ui/events/ozone/evdev/touch_filter/palm_detection_filter_factory.cc
index 5d29bf53cda..1d8921ae091 100644
--- a/chromium/ui/events/ozone/evdev/touch_filter/palm_detection_filter_factory.cc
+++ b/chromium/ui/events/ozone/evdev/touch_filter/palm_detection_filter_factory.cc
@@ -5,32 +5,59 @@
#include "ui/events/ozone/evdev/touch_filter/palm_detection_filter_factory.h"
#include <memory>
+#include <utility>
#include "base/feature_list.h"
+#include "base/strings/string_number_conversions.h"
+#include "base/strings/string_split.h"
#include "base/time/time.h"
#include "ui/events/ozone/evdev/event_device_info.h"
#include "ui/events/ozone/evdev/touch_filter/heuristic_stylus_palm_detection_filter.h"
+#include "ui/events/ozone/evdev/touch_filter/neural_stylus_palm_detection_filter.h"
+#include "ui/events/ozone/evdev/touch_filter/neural_stylus_palm_detection_filter_model.h"
+#include "ui/events/ozone/evdev/touch_filter/neural_stylus_palm_report_filter.h"
#include "ui/events/ozone/evdev/touch_filter/open_palm_detection_filter.h"
#include "ui/events/ozone/evdev/touch_filter/palm_detection_filter.h"
+#include "ui/events/ozone/evdev/touch_filter/palm_model/onedevice_train_palm_detection_filter_model.h"
+#include "ui/events/ozone/features.h"
namespace ui {
-const base::Feature kEnableHeuristicPalmDetectionFilter{
- "EnableHeuristicPalmDetectionFilter", base::FEATURE_DISABLED_BY_DEFAULT};
+namespace internal {
-const base::FeatureParam<double> kHeuristicCancelThresholdSeconds{
- &kEnableHeuristicPalmDetectionFilter,
- "heuristic_palm_cancel_threshold_seconds", 0.4};
-
-const base::FeatureParam<double> kHeuristicHoldThresholdSeconds{
- &kEnableHeuristicPalmDetectionFilter,
- "heuristic_palm_hold_threshold_seconds", 1.0};
+std::vector<float> ParseRadiusPolynomial(const std::string& radius_string) {
+ std::vector<std::string> split_radii = base::SplitString(
+ radius_string, ",", base::TRIM_WHITESPACE, base::SPLIT_WANT_NONEMPTY);
+ std::vector<float> return_value;
+ for (const std::string& unparsed : split_radii) {
+ double item;
+ if (!base::StringToDouble(unparsed, &item) && !std::isnan(item)) {
+ LOG(DFATAL) << "Unable to parse " << unparsed
+ << " to a floating point; Returning empty.";
+ return {};
+ }
+ return_value.push_back(item);
+ }
+ return return_value;
+}
-const base::FeatureParam<int> kHeuristicStrokeCount{
- &kEnableHeuristicPalmDetectionFilter, "heuristic_palm_stroke_count", 0};
+} // namespace internal
std::unique_ptr<PalmDetectionFilter> CreatePalmDetectionFilter(
const EventDeviceInfo& devinfo,
SharedPalmDetectionFilterState* shared_palm_state) {
+ if (base::FeatureList::IsEnabled(kEnableNeuralPalmDetectionFilter) &&
+ NeuralStylusPalmDetectionFilter::
+ CompatibleWithNeuralStylusPalmDetectionFilter(devinfo)) {
+ std::vector<float> radius_polynomial =
+ internal::ParseRadiusPolynomial(kNeuralPalmRadiusPolynomial.Get());
+ // Theres only one model right now.
+ std::unique_ptr<NeuralStylusPalmDetectionFilterModel> model =
+ std::make_unique<OneDeviceTrainNeuralStylusPalmDetectionFilterModel>(
+ radius_polynomial);
+ return std::make_unique<NeuralStylusPalmDetectionFilter>(
+ devinfo, std::move(model), shared_palm_state);
+ }
+
if (base::FeatureList::IsEnabled(kEnableHeuristicPalmDetectionFilter)) {
const base::TimeDelta hold_time =
base::TimeDelta::FromSecondsD(kHeuristicHoldThresholdSeconds.Get());
@@ -40,7 +67,14 @@ std::unique_ptr<PalmDetectionFilter> CreatePalmDetectionFilter(
return std::make_unique<HeuristicStylusPalmDetectionFilter>(
shared_palm_state, stroke_count, hold_time, cancel_time);
}
- return std::make_unique<OpenPalmDetectionFilter>(shared_palm_state);
+
+ if (base::FeatureList::IsEnabled(kEnableNeuralStylusReportFilter) &&
+ NeuralStylusReportFilter::CompatibleWithNeuralStylusReportFilter(
+ devinfo)) {
+ return std::make_unique<NeuralStylusReportFilter>(shared_palm_state);
+ } else {
+ return std::make_unique<OpenPalmDetectionFilter>(shared_palm_state);
+ }
}
} // namespace ui
diff --git a/chromium/ui/events/ozone/evdev/touch_filter/palm_detection_filter_factory.h b/chromium/ui/events/ozone/evdev/touch_filter/palm_detection_filter_factory.h
index d6b4b77e7b4..6972fe0e0b3 100644
--- a/chromium/ui/events/ozone/evdev/touch_filter/palm_detection_filter_factory.h
+++ b/chromium/ui/events/ozone/evdev/touch_filter/palm_detection_filter_factory.h
@@ -1,6 +1,7 @@
// Copyright 2019 The Chromium Authors. All rights reserved.
// Use of this source code is governed by a BSD-style license that can be
// found in the LICENSE file.
+
#ifndef UI_EVENTS_OZONE_EVDEV_TOUCH_FILTER_PALM_DETECTION_FILTER_FACTORY_H_
#define UI_EVENTS_OZONE_EVDEV_TOUCH_FILTER_PALM_DETECTION_FILTER_FACTORY_H_
@@ -8,29 +9,27 @@
#include <set>
#include <string>
+#include "base/component_export.h"
#include "base/feature_list.h"
#include "base/metrics/field_trial_params.h"
-#include "base/time/time.h"
#include "ui/events/ozone/evdev/event_device_info.h"
-#include "ui/events/ozone/evdev/events_ozone_evdev_export.h"
-#include "ui/events/ozone/evdev/touch_filter/heuristic_stylus_palm_detection_filter.h"
-#include "ui/events/ozone/evdev/touch_filter/open_palm_detection_filter.h"
#include "ui/events/ozone/evdev/touch_filter/palm_detection_filter.h"
#include "ui/events/ozone/evdev/touch_filter/shared_palm_detection_filter_state.h"
+
namespace ui {
-extern const EVENTS_OZONE_EVDEV_EXPORT base::Feature
- kEnableHeuristicPalmDetectionFilter;
-
-extern const EVENTS_OZONE_EVDEV_EXPORT base::FeatureParam<double>
- kHeuristicCancelThresholdSeconds;
-extern const EVENTS_OZONE_EVDEV_EXPORT base::FeatureParam<double>
- kHeuristicHoldThresholdSeconds;
-extern const EVENTS_OZONE_EVDEV_EXPORT base::FeatureParam<int>
- kHeuristicStrokeCount;
-std::unique_ptr<PalmDetectionFilter> EVENTS_OZONE_EVDEV_EXPORT
-CreatePalmDetectionFilter(const EventDeviceInfo& devinfo,
- SharedPalmDetectionFilterState* shared_palm_state);
+COMPONENT_EXPORT(EVDEV)
+std::unique_ptr<PalmDetectionFilter> CreatePalmDetectionFilter(
+ const EventDeviceInfo& devinfo,
+ SharedPalmDetectionFilterState* shared_palm_state);
+
+namespace internal {
+// In a named namespace for testing.
+
+COMPONENT_EXPORT(EVDEV)
+std::vector<float> ParseRadiusPolynomial(const std::string& radius_string);
+} // namespace internal
+
} // namespace ui
#endif // UI_EVENTS_OZONE_EVDEV_TOUCH_FILTER_PALM_DETECTION_FILTER_FACTORY_H_
diff --git a/chromium/ui/events/ozone/evdev/touch_filter/palm_detection_filter_factory_unittest.cc b/chromium/ui/events/ozone/evdev/touch_filter/palm_detection_filter_factory_unittest.cc
index 46d39849195..3d0d7ebb4cc 100644
--- a/chromium/ui/events/ozone/evdev/touch_filter/palm_detection_filter_factory_unittest.cc
+++ b/chromium/ui/events/ozone/evdev/touch_filter/palm_detection_filter_factory_unittest.cc
@@ -10,14 +10,20 @@
#include "testing/gtest/include/gtest/gtest.h"
#include "ui/events/ozone/evdev/event_device_info.h"
#include "ui/events/ozone/evdev/event_device_test_util.h"
+#include "ui/events/ozone/evdev/touch_filter/heuristic_stylus_palm_detection_filter.h"
+#include "ui/events/ozone/evdev/touch_filter/neural_stylus_palm_detection_filter.h"
+#include "ui/events/ozone/evdev/touch_filter/neural_stylus_palm_report_filter.h"
#include "ui/events/ozone/evdev/touch_filter/open_palm_detection_filter.h"
#include "ui/events/ozone/evdev/touch_filter/palm_detection_filter.h"
#include "ui/events/ozone/evdev/touch_filter/shared_palm_detection_filter_state.h"
+#include "ui/events/ozone/features.h"
namespace ui {
+
class PalmDetectionFilterFactoryTest : public testing::Test {
public:
PalmDetectionFilterFactoryTest() = default;
+
void SetUp() override {
EXPECT_TRUE(
CapabilitiesToDeviceInfo(kEveTouchScreen, &eve_touchscreen_info_));
@@ -34,12 +40,17 @@ class PalmDetectionFilterFactoryTest : public testing::Test {
EventDeviceInfo eve_touchscreen_info_, eve_stylus_info_,
nocturne_touchscreen_info_, nocturne_stylus_info_;
SharedPalmDetectionFilterState shared_palm_state_;
+
DISALLOW_COPY_AND_ASSIGN(PalmDetectionFilterFactoryTest);
};
+class PalmDetectionFilterFactoryDeathTest
+ : public PalmDetectionFilterFactoryTest {};
+
TEST_F(PalmDetectionFilterFactoryTest, AllDisabled) {
- scoped_feature_list_->InitAndDisableFeature(
- ui::kEnableHeuristicPalmDetectionFilter);
+ scoped_feature_list_->InitWithFeatures(
+ {}, {ui::kEnableHeuristicPalmDetectionFilter,
+ ui::kEnableNeuralPalmDetectionFilter});
std::unique_ptr<PalmDetectionFilter> palm_filter =
CreatePalmDetectionFilter(eve_touchscreen_info_, &shared_palm_state_);
EXPECT_EQ(OpenPalmDetectionFilter::kFilterName,
@@ -55,7 +66,7 @@ TEST_F(PalmDetectionFilterFactoryTest, HeuristicEnabledForEve) {
scoped_feature_list_->InitWithFeaturesAndParameters(
{base::test::ScopedFeatureList::FeatureAndParams(
ui::kEnableHeuristicPalmDetectionFilter, {})},
- {});
+ {ui::kEnableNeuralPalmDetectionFilter});
std::unique_ptr<PalmDetectionFilter> palm_filter =
CreatePalmDetectionFilter(eve_touchscreen_info_, &shared_palm_state_);
EXPECT_EQ(HeuristicStylusPalmDetectionFilter::kFilterName,
@@ -83,7 +94,7 @@ TEST_F(PalmDetectionFilterFactoryTest, HeuristicTimesSet) {
ui::kEnableHeuristicPalmDetectionFilter,
{{"heuristic_palm_cancel_threshold_seconds", "0.8"},
{"heuristic_palm_hold_threshold_seconds", "15.327"}})},
- {});
+ {ui::kEnableNeuralPalmDetectionFilter});
std::unique_ptr<PalmDetectionFilter> palm_filter = CreatePalmDetectionFilter(
nocturne_touchscreen_info_, &shared_palm_state_);
@@ -95,5 +106,74 @@ TEST_F(PalmDetectionFilterFactoryTest, HeuristicTimesSet) {
EXPECT_EQ(base::TimeDelta::FromSecondsD(15.327),
heuristic_filter->HoldTime());
}
+TEST_F(PalmDetectionFilterFactoryTest, NeuralReportNoNeuralDetectSet) {
+ scoped_feature_list_->InitWithFeatures(
+ {ui::kEnableNeuralStylusReportFilter},
+ {ui::kEnableHeuristicPalmDetectionFilter,
+ ui::kEnableNeuralPalmDetectionFilter});
+ std::unique_ptr<PalmDetectionFilter> palm_filter = CreatePalmDetectionFilter(
+ nocturne_touchscreen_info_, &shared_palm_state_);
+ ASSERT_EQ(OpenPalmDetectionFilter::kFilterName,
+ palm_filter->FilterNameForTesting());
+ palm_filter =
+ CreatePalmDetectionFilter(nocturne_stylus_info_, &shared_palm_state_);
+ ASSERT_EQ(NeuralStylusReportFilter::kFilterName,
+ palm_filter->FilterNameForTesting());
+}
+
+TEST_F(PalmDetectionFilterFactoryTest, NeuralReportNeuralDetectSet) {
+ scoped_feature_list_->InitWithFeatures(
+ {ui::kEnableNeuralStylusReportFilter,
+ ui::kEnableNeuralPalmDetectionFilter},
+ {ui::kEnableHeuristicPalmDetectionFilter});
+ std::unique_ptr<PalmDetectionFilter> palm_filter = CreatePalmDetectionFilter(
+ nocturne_touchscreen_info_, &shared_palm_state_);
+ ASSERT_EQ(NeuralStylusPalmDetectionFilter::kFilterName,
+ palm_filter->FilterNameForTesting());
+ palm_filter =
+ CreatePalmDetectionFilter(nocturne_stylus_info_, &shared_palm_state_);
+ ASSERT_EQ(NeuralStylusReportFilter::kFilterName,
+ palm_filter->FilterNameForTesting());
+}
+
+TEST_F(PalmDetectionFilterFactoryTest, NeuralBeatsHeuristic) {
+ scoped_feature_list_->InitWithFeaturesAndParameters(
+ {base::test::ScopedFeatureList::FeatureAndParams(
+ ui::kEnableHeuristicPalmDetectionFilter, {}),
+ base::test::ScopedFeatureList::FeatureAndParams(
+ ui::kEnableNeuralPalmDetectionFilter, {})},
+ {});
+ std::unique_ptr<PalmDetectionFilter> palm_filter = CreatePalmDetectionFilter(
+ nocturne_touchscreen_info_, &shared_palm_state_);
+ ASSERT_EQ(NeuralStylusPalmDetectionFilter::kFilterName,
+ palm_filter->FilterNameForTesting());
+}
+
+TEST_F(PalmDetectionFilterFactoryTest, ParseTest) {
+ EXPECT_EQ(std::vector<float>(), internal::ParseRadiusPolynomial(""));
+ // Note we test for whitespace trimming.
+ EXPECT_EQ(std::vector<float>({3.7, 2.91, 15.19191}),
+ internal::ParseRadiusPolynomial("3.7, 2.91, 15.19191 "));
+}
+
+TEST_F(PalmDetectionFilterFactoryDeathTest, BadParseRecovery) {
+ // in debug, die. In non debug, expect {}
+ EXPECT_DEBUG_DEATH(EXPECT_EQ(std::vector<float>(),
+ internal::ParseRadiusPolynomial("cheese")),
+ "Unable to parse.*cheese");
+}
+
+TEST_F(PalmDetectionFilterFactoryDeathTest, BadNeuralParamParse) {
+ scoped_feature_list_->InitWithFeaturesAndParameters(
+ {base::test::ScopedFeatureList::FeatureAndParams(
+ ui::kEnableNeuralPalmDetectionFilter,
+ {
+ {"neural_palm_radius_polynomial", "1.0,chicken"},
+ })},
+ {ui::kEnableHeuristicPalmDetectionFilter});
+ EXPECT_DEBUG_DEATH(CreatePalmDetectionFilter(nocturne_touchscreen_info_,
+ &shared_palm_state_),
+ "Unable to parse.*chicken");
+}
} // namespace ui
diff --git a/chromium/ui/events/ozone/evdev/touch_filter/palm_model/onedevice_train_palm_detection_filter_inference.cc b/chromium/ui/events/ozone/evdev/touch_filter/palm_model/onedevice_train_palm_detection_filter_inference.cc
new file mode 100644
index 00000000000..04e040a5f32
--- /dev/null
+++ b/chromium/ui/events/ozone/evdev/touch_filter/palm_model/onedevice_train_palm_detection_filter_inference.cc
@@ -0,0 +1,15800 @@
+// Copyright 2019 The Chromium Authors. All rights reserved.
+// Use of this source code is governed by a BSD-style license that can be
+// found in the LICENSE file.
+#include "ui/events/ozone/evdev/touch_filter/palm_model/onedevice_train_palm_detection_filter_inference.h"
+#include <algorithm>
+#include <cassert>
+#include <cmath>
+#include <cstdint>
+#include <cstring>
+#include <limits>
+#include <tuple>
+#define USE_EIGEN 0
+
+namespace ui {
+namespace {
+
+// -----------------------------------------------------------------------------
+// OP LIBRARY
+// Copied here to make sure that the inferece code always stays in sync with the
+// lib that it was generated for.
+// -----------------------------------------------------------------------------
+
+// Default to using std::copy and std::fill over memcpy and memset as they
+// are usually faster, thanks to the compiler getting stricter alignment
+// guarantees.
+#ifndef USE_TYPED_MEMSETMEMCPY
+#define USE_TYPED_MEMSETMEMCPY 1
+#endif
+#ifndef USE_EIGEN
+#error Please define USE_EIGEN to either 0 or 1
+#endif
+
+// Helper to reinterpret memory as Eigen matrices.
+#if USE_EIGEN
+template <typename Scalar>
+using ConstMatrixMap = typename Eigen::Map<
+ const Eigen::Matrix<Scalar, Eigen::Dynamic, Eigen::Dynamic>>;
+template <typename Scalar>
+using ConstRowVectorMap =
+ typename Eigen::Map<const Eigen::Matrix<Scalar, Eigen::Dynamic, 1>>;
+template <typename Scalar>
+using RowVectorMap =
+ typename Eigen::Map<Eigen::Matrix<Scalar, Eigen::Dynamic, 1>>;
+template <typename Scalar>
+using MatrixMap =
+ typename Eigen::Map<Eigen::Matrix<Scalar, Eigen::Dynamic, Eigen::Dynamic>>;
+template <typename Scalar>
+using SparseMatrix = Eigen::SparseMatrix<Scalar, Eigen::RowMajor>;
+#endif
+
+#if OP_LIB_BENCHMARK
+class PerOpTimings {
+ public:
+ void Add(const string& op, absl::Duration time) { time_per_op_[op] += time; }
+
+ void Reset() { time_per_op_.clear(); }
+
+ void WriteTimingsToInfoLog() {
+ string message = "Per op totals:\n";
+ absl::Duration total;
+ for (auto& entry : time_per_op_) {
+ total += entry.second;
+ absl::StrAppend(
+ &message, entry.first, ": ",
+ absl::LegacyPrecision(absl::ToDoubleMilliseconds(entry.second)),
+ " ms\n");
+ }
+ absl::StrAppend(&message, "Total: ",
+ absl::LegacyPrecision(absl::ToDoubleMilliseconds(total)),
+ " ms\n");
+ VLOG(1) << message;
+ }
+
+ private:
+ std::map<string, absl::Duration> time_per_op_;
+};
+
+// Timer for individual operations. For each operation, add a statement like
+// BENCHMARK_TIMER(name_part1, name_part2, ...);
+// to the beginning of the code. All name parts will be concatenated together
+// and a line will be logged after executing the operation showing the name and
+// the elapsed time.
+class BenchmarkTimer {
+ public:
+ explicit BenchmarkTimer(string name)
+ : name_(std::move(name)), start_(absl::Now()) {}
+
+ ~BenchmarkTimer() {
+ const absl::Duration elapsed = absl::Now() - start_;
+ Singleton<PerOpTimings>::get()->Add(name_, elapsed);
+ VLOG(1) << "Time for " << name_ << ": "
+ << absl::ToDoubleMilliseconds(elapsed) << " ms";
+ }
+
+ private:
+ const string name_;
+ const absl::Time start_;
+};
+
+#define BENCHMARK_TIMER(...) BenchmarkTimer timer(absl::StrCat(__VA_ARGS__));
+
+#else // OP_LIB_BENCHMARK
+#define BENCHMARK_TIMER(...)
+#endif // OP_LIB_BENCHMARK
+
+// The size of a shape in terms of number of coefficients.
+inline int32_t ShapeSize(const int32_t rank, const int32_t* shape) {
+ int32_t size = 1;
+ for (int32_t i = 0; i < rank; ++i)
+ size *= shape[i];
+ return size;
+}
+
+// For convolutional operations, calculates the output size with VALID padding.
+// Returns (height, width).
+inline std::tuple<int, int> GetConvOutputSizeVALID(const int32_t* input_shape,
+ const int32_t* kernel_shape,
+ int32_t stride_y,
+ int32_t stride_x) {
+ return std::make_tuple(
+ (input_shape[1] + stride_y - kernel_shape[0]) / stride_y,
+ (input_shape[2] + stride_x - kernel_shape[1]) / stride_x);
+}
+
+// For convolutional operations, calculates the output size with SAME padding.
+// Returns (height, width).
+inline std::tuple<int, int> GetConvOutputSizeSAME(const int32_t* input_shape,
+ int32_t stride_y,
+ int32_t stride_x) {
+ return std::make_tuple((input_shape[1] + stride_y - 1) / stride_y,
+ (input_shape[2] + stride_x - 1) / stride_x);
+}
+
+// Helper to compute the size of the inner loop for an op that uses indices to
+// specify which axes are reduced.
+template <typename Tidx>
+int32_t GetReduceInnerSize(int32_t input_tensor_rank,
+ const int32_t* __restrict input_shape,
+ int32_t index_tensor_rank,
+ const int32_t* __restrict index_shape,
+ const Tidx* __restrict index_values) {
+ assert(index_tensor_rank <= 1);
+ const int32_t num_indices = index_tensor_rank > 0 ? index_shape[0] : 1;
+ int32_t inner_size = 1;
+ for (int32_t i = 0; i < num_indices; ++i) {
+ inner_size *= input_shape[index_values[i]];
+ }
+ return inner_size;
+}
+
+template <typename T>
+void ConcatV2Args2(int32_t arg0_rank,
+ const int32_t* __restrict arg0_shape,
+ const T* __restrict arg0_values,
+ int32_t arg1_rank,
+ const int32_t* __restrict arg1_shape,
+ const T* __restrict arg1_values,
+ const int32_t* __restrict axis_value,
+ T* __restrict output_values) {
+ BENCHMARK_TIMER("ConcatV2Args2");
+ const int32_t axis = axis_value[0];
+ const int32_t num_lines = ShapeSize(axis, arg0_shape);
+ const int32_t arg0_line_size = ShapeSize(arg0_rank - axis, arg0_shape + axis);
+ const int32_t arg1_line_size = ShapeSize(arg1_rank - axis, arg1_shape + axis);
+ for (int32_t line = 0; line < num_lines; ++line) {
+ std::copy(arg0_values, arg0_values + arg0_line_size, output_values);
+ arg0_values += arg0_line_size;
+ output_values += arg0_line_size;
+ std::copy(arg1_values, arg1_values + arg1_line_size, output_values);
+ arg1_values += arg1_line_size;
+ output_values += arg1_line_size;
+ }
+}
+
+template <typename T>
+void MatMul(const int32_t* __restrict input_shape,
+ const T* __restrict input_values,
+ const int32_t* __restrict weight_shape,
+ const T* __restrict weight_values,
+ T* __restrict output_values) {
+ BENCHMARK_TIMER("MatMul");
+#if USE_EIGEN
+ const auto in =
+ ConstMatrixMap<T>(input_values, input_shape[1], input_shape[0]);
+ const auto weight =
+ ConstMatrixMap<T>(weight_values, weight_shape[1], weight_shape[0]);
+ auto result = MatrixMap<T>(output_values, weight_shape[1], input_shape[0]);
+ result.noalias() = weight * in;
+#else
+ const int32_t batch_size = input_shape[0];
+ const int32_t num_inputs = weight_shape[0];
+ const int32_t num_outputs = weight_shape[1];
+ assert(input_shape[1] == num_inputs);
+ for (int32_t batch = 0; batch < batch_size; ++batch) {
+ for (int32_t out_i = 0; out_i < num_outputs; ++out_i) {
+ T value = 0;
+ for (int32_t in_i = 0; in_i < num_inputs; ++in_i) {
+ value += input_values[batch * num_inputs + in_i] *
+ weight_values[in_i * num_outputs + out_i];
+ }
+ *output_values++ = value;
+ }
+ }
+#endif
+}
+
+template <typename T>
+void DepthwiseConv2dNative(const int32_t* __restrict input_shape,
+ const T* __restrict input_values,
+ const int32_t* __restrict kernel_shape,
+ const T* __restrict kernel_values,
+ int32_t stride_y,
+ int32_t stride_x,
+ int32_t out_height,
+ int32_t out_width,
+ T* __restrict output_values) {
+ BENCHMARK_TIMER("DepthwiseConv2dNative");
+ // Give the shape values nicer names.
+ assert(input_shape[3] == kernel_shape[2]);
+ const int32_t batch_size = input_shape[0];
+ const int32_t kernel_height = kernel_shape[0];
+ const int32_t kernel_width = kernel_shape[1];
+ const int32_t in_depth = kernel_shape[2];
+ const int32_t depth_mul = kernel_shape[3];
+ const int32_t in_height = input_shape[1];
+ const int32_t in_width = input_shape[2];
+
+ // Compute the amount of padding needed to get the desired output size.
+ const int32_t pad_height =
+ ((out_height - 1) * stride_y + kernel_height - in_height) / 2;
+ const int32_t pad_width =
+ ((out_width - 1) * stride_x + kernel_width - in_width) / 2;
+
+ // Cache the strides for address computations.
+ const int32_t in_strides[4] = {
+ input_shape[1] * input_shape[2] * input_shape[3], // batch
+ input_shape[2] * input_shape[3], // y
+ input_shape[3], // x
+ 1, // channel
+ };
+ const int32_t kernel_strides[4] = {
+ kernel_shape[1] * kernel_shape[2] * kernel_shape[3], // y
+ kernel_shape[2] * kernel_shape[3], // x
+ kernel_shape[3], // in channels
+ 1, // channel mult
+ };
+
+ T* out_write_ptr = output_values;
+ for (int32_t batch = 0; batch < batch_size; ++batch) {
+ for (int32_t out_y = 0; out_y < out_height; ++out_y) {
+ for (int32_t out_x = 0; out_x < out_width; ++out_x) {
+ // Compute the input read offsets.
+ const int32_t in_y_origin = (out_y * stride_y) - pad_height;
+ const int32_t in_x_origin = (out_x * stride_x) - pad_width;
+
+ // Compute the range of the kernel to be applied (we may need to clip
+ // when we'd read outside of the valid input region - for SAME).
+ const int32_t kernel_y_start =
+ std::max(static_cast<int32_t>(0), -in_y_origin);
+ const int32_t kernel_y_end =
+ std::min(kernel_height, in_height - in_y_origin);
+ const int32_t kernel_x_start =
+ std::max(static_cast<int32_t>(0), -in_x_origin);
+ const int32_t kernel_x_end =
+ std::min(kernel_width, in_width - in_x_origin);
+
+ for (int32_t in_c = 0; in_c < in_depth; ++in_c) {
+ for (int32_t mul_c = 0; mul_c < depth_mul; ++mul_c, ++out_write_ptr) {
+ // Convolve.
+ T sum = 0;
+ for (int32_t k_y = kernel_y_start; k_y < kernel_y_end; ++k_y) {
+ const int32_t in_y = in_y_origin + k_y;
+ assert(in_y >= 0 && in_y < in_height);
+ for (int32_t k_x = kernel_x_start; k_x < kernel_x_end; ++k_x) {
+ const int32_t in_x = in_x_origin + k_x;
+ assert(in_x >= 0 && in_x < in_width);
+ const T input_value =
+ input_values[batch * in_strides[0] + // batch
+ in_y * in_strides[1] + // y
+ in_x * in_strides[2] + // x
+ in_c]; // in chan
+ const T kernel_value =
+ kernel_values[k_y * kernel_strides[0] + // y
+ k_x * kernel_strides[1] + // x
+ in_c * kernel_strides[2] + // in chan
+ mul_c]; // chan mult
+ sum += input_value * kernel_value;
+ }
+ }
+ *out_write_ptr = sum;
+ } // mul_c
+ } // in_c
+ } // out_x
+ } // out_y
+ } // batch
+}
+
+template <typename T>
+void DepthwiseConv2dNativeVALID(const int32_t* __restrict input_shape,
+ const T* __restrict input_values,
+ const int32_t* __restrict kernel_shape,
+ const T* __restrict kernel_values,
+ int32_t stride_y,
+ int32_t stride_x,
+ T* __restrict output_values) {
+ const auto out_size =
+ GetConvOutputSizeVALID(input_shape, kernel_shape, stride_y, stride_x);
+ DepthwiseConv2dNative<T>(
+ input_shape, input_values, kernel_shape, kernel_values, stride_y,
+ stride_x, std::get<0>(out_size), std::get<1>(out_size), output_values);
+}
+
+template <typename T>
+void DepthwiseConv2dNativeSAME(const int32_t* __restrict input_shape,
+ const T* __restrict input_values,
+ const int32_t* __restrict kernel_shape,
+ const T* __restrict kernel_values,
+ int32_t stride_y,
+ int32_t stride_x,
+ T* __restrict output_values) {
+ const auto out_size = GetConvOutputSizeSAME(input_shape, stride_y, stride_x);
+ DepthwiseConv2dNative<T>(
+ input_shape, input_values, kernel_shape, kernel_values, stride_y,
+ stride_x, std::get<0>(out_size), std::get<1>(out_size), output_values);
+}
+
+template <typename T>
+void FullyConnected(const int32_t* __restrict input_shape,
+ const T* __restrict input_values,
+ const int32_t* __restrict weight_shape,
+ const T* __restrict weight_values,
+ const int32_t* __restrict bias_shape,
+ const T* __restrict bias_values,
+ T* __restrict output_values) {
+ BENCHMARK_TIMER("FullyConnected");
+#if USE_EIGEN
+ const auto in =
+ ConstMatrixMap<T>(input_values, input_shape[1], input_shape[0]);
+ const auto weight =
+ ConstMatrixMap<T>(weight_values, weight_shape[1], weight_shape[0]);
+ const auto bias = ConstRowVectorMap<T>(bias_values, bias_shape[0]);
+ auto result = MatrixMap<T>(output_values, weight_shape[1], input_shape[0]);
+ result.noalias() = (weight * in).colwise() + bias;
+#else
+ const int32_t batch_size = input_shape[0];
+ const int32_t num_inputs = weight_shape[0];
+ const int32_t num_outputs = weight_shape[1];
+ assert(input_shape[1] == num_inputs);
+ assert(bias_shape[0] == num_outputs);
+ for (int32_t batch = 0; batch < batch_size; ++batch) {
+ for (int32_t out_i = 0; out_i < num_outputs; ++out_i) {
+ T value = bias_values[out_i];
+ for (int32_t in_i = 0; in_i < num_inputs; ++in_i) {
+ value += input_values[batch * num_inputs + in_i] *
+ weight_values[in_i * num_outputs + out_i];
+ }
+ output_values[batch * num_outputs + out_i] = value;
+ }
+ }
+#endif
+}
+
+#if USE_EIGEN_SPARSE
+template <typename T>
+void SparseDenseMatmulCSR(const int32_t* __restrict input_shape,
+ const T* __restrict input_values,
+ const int32_t* __restrict weight_shape,
+ const T* __restrict weight_values,
+ const int32_t nnz,
+ const int32_t* outer_index,
+ const int32_t* cols,
+ T* __restrict output_values) {
+ BENCHMARK_TIMER("SparseDenseMatmulCSR");
+ const int32_t num_rows = weight_shape[1];
+ const int32_t num_cols = weight_shape[0];
+ const auto in =
+ ConstMatrixMap<T>(input_values, input_shape[1], input_shape[0]);
+ const Eigen::Map<const SparseMatrix<T>> weight(
+ num_rows, num_cols, nnz, outer_index, cols, weight_values);
+ auto result = MatrixMap<T>(output_values, num_rows, input_shape[0]);
+ result.noalias() = weight * in;
+}
+
+template <typename T>
+void SparseFullyConnectedCSR(const int32_t* __restrict input_shape,
+ const T* __restrict input_values,
+ const int32_t* __restrict weight_shape,
+ const T* __restrict weight_values,
+ const int32_t nnz,
+ const int32_t* outer_index,
+ const int32_t* cols,
+ const int32_t* __restrict bias_shape,
+ const T* __restrict bias_values,
+ T* __restrict output_values) {
+ BENCHMARK_TIMER("SparseFullyConnectedCSR");
+ const int32_t num_rows = weight_shape[1];
+ const int32_t num_cols = weight_shape[0];
+ const auto in =
+ ConstMatrixMap<T>(input_values, input_shape[1], input_shape[0]);
+ const auto bias = ConstRowVectorMap<T>(bias_values, bias_shape[0]);
+ const Eigen::Map<const SparseMatrix<T>> weight(
+ num_rows, num_cols, nnz, outer_index, cols, weight_values);
+ auto result = MatrixMap<T>(output_values, num_rows, input_shape[0]);
+ result.noalias() = (weight * in).colwise() + bias;
+}
+#endif
+
+template <typename T, typename TIndex>
+void Gather(int32_t params_rank,
+ const int32_t* __restrict params_shape,
+ const T* __restrict params_values,
+ int32_t indices_rank,
+ const int32_t* __restrict indices_shape,
+ const TIndex* __restrict indices_values,
+ T* __restrict output_values) {
+ BENCHMARK_TIMER("Gather");
+ const int32_t num_indices = ShapeSize(indices_rank, indices_shape);
+ const int32_t num_params = params_shape[0];
+ const int32_t slice_size = ShapeSize(params_rank - 1, params_shape + 1);
+ for (int32_t i = 0; i < num_indices; ++i) {
+ const int32_t index = indices_values[i];
+ if (index < 0 || index >= num_params) {
+ std::fill(output_values, output_values + slice_size, 0);
+ } else {
+ std::copy(params_values + index * slice_size,
+ params_values + index * slice_size + slice_size, output_values);
+ }
+ output_values += slice_size;
+ }
+}
+
+template <typename T>
+void Im2Row(const int32_t* __restrict input_shape,
+ const T* __restrict input_values,
+ const int32_t* __restrict kernel_shape,
+ int32_t stride_y,
+ int32_t stride_x,
+ int32_t out_height,
+ int32_t out_width,
+ T* __restrict output_values) {
+ BENCHMARK_TIMER("Im2Row");
+ // Give the shape values nicer names.
+ assert(input_shape[3] == kernel_shape[2]);
+ const int32_t batch_size = input_shape[0];
+ const int32_t kernel_height = kernel_shape[0];
+ const int32_t kernel_width = kernel_shape[1];
+ const int32_t in_depth = kernel_shape[2];
+ const int32_t in_height = input_shape[1];
+ const int32_t in_width = input_shape[2];
+
+ // Compute the amount of padding needed to get the desired output size.
+ const int32_t pad_height =
+ ((out_height - 1) * stride_y + kernel_height - in_height) / 2;
+ const int32_t pad_width =
+ ((out_width - 1) * stride_x + kernel_width - in_width) / 2;
+
+ // Cache the strides for address computations.
+ const int32_t x_stride = input_shape[3];
+ const int32_t y_stride = input_shape[2] * x_stride;
+ const int32_t batch_stride = input_shape[1] * y_stride;
+
+ for (int32_t batch = 0; batch < batch_size; ++batch) {
+ for (int32_t out_y = 0; out_y < out_height; ++out_y) {
+ for (int32_t out_x = 0; out_x < out_width; ++out_x) {
+ // Compute the input read offsets.
+ const int32_t in_y_origin = (out_y * stride_y) - pad_height;
+ const int32_t in_x_origin = (out_x * stride_x) - pad_width;
+
+ // Compute the range of the kernel to be applied (we may need to clip
+ // when we'd read outside of the valid input region - for SAME).
+ const int32_t kernel_y_start =
+ std::max(static_cast<int32_t>(0), -in_y_origin);
+ const int32_t kernel_y_end =
+ std::min(kernel_height, in_height - in_y_origin);
+ const int32_t kernel_x_start =
+ std::max(static_cast<int32_t>(0), -in_x_origin);
+ const int32_t kernel_x_end =
+ std::min(kernel_width, in_width - in_x_origin);
+
+ // Padding top.
+ if (kernel_y_start != 0) {
+ const int32_t num_lines = kernel_y_start;
+ const int32_t num_coeffs = num_lines * kernel_width * in_depth;
+#if USE_TYPED_MEMSETMEMCPY
+ std::fill(output_values, output_values + num_coeffs, 0);
+#else
+ std::memset(output_values, 0, num_coeffs * sizeof(T));
+#endif
+ output_values += num_coeffs;
+ }
+ for (int32_t k_y = kernel_y_start; k_y < kernel_y_end; ++k_y) {
+ // Padding left.
+ if (kernel_x_start != 0) {
+ const int32_t num_coeffs = kernel_x_start * in_depth;
+#if USE_TYPED_MEMSETMEMCPY
+ std::fill(output_values, output_values + num_coeffs, 0);
+#else
+ std::memset(output_values, 0, num_coeffs * sizeof(T));
+#endif
+ output_values += num_coeffs;
+ }
+ // Valid values.
+ {
+ const int32_t in_y = in_y_origin + k_y;
+ const int32_t in_x = in_x_origin + kernel_x_start;
+ const int32_t num_coeffs =
+ (kernel_x_end - kernel_x_start) * in_depth;
+#if USE_TYPED_MEMSETMEMCPY
+ const int32_t offset =
+ batch * batch_stride + in_y * y_stride + in_x * x_stride;
+ std::copy(input_values + offset, input_values + offset + num_coeffs,
+ output_values);
+#else
+ std::memcpy(output_values,
+ input_values // Reusing the restricted pointer.
+ + batch * batch_stride // batch
+ + in_y * y_stride // y
+ + in_x * x_stride, // x
+ num_coeffs * sizeof(T));
+#endif
+ output_values += num_coeffs;
+ }
+ // Padding right.
+ if (kernel_x_end != kernel_width) {
+ const int32_t num_coeffs = (kernel_width - kernel_x_end) * in_depth;
+#if USE_TYPED_MEMSETMEMCPY
+ std::fill(output_values, output_values + num_coeffs, 0);
+#else
+ std::memset(output_values, 0, num_coeffs * sizeof(T));
+#endif
+ output_values += num_coeffs;
+ }
+ }
+ // Padding bottom.
+ if (kernel_y_end != kernel_height) {
+ const int32_t num_lines = kernel_height - kernel_y_end;
+ const int32_t num_coeffs = num_lines * kernel_width * in_depth;
+#if USE_TYPED_MEMSETMEMCPY
+ std::fill(output_values, output_values + num_coeffs, 0);
+#else
+ std::memset(output_values, 0, num_coeffs * sizeof(T));
+#endif
+ output_values += num_coeffs;
+ }
+ }
+ }
+ }
+}
+
+template <typename T>
+void Im2RowVALID(const int32_t* __restrict input_shape,
+ const T* __restrict input_values,
+ const int32_t* __restrict kernel_shape,
+ int32_t stride_y,
+ int32_t stride_x,
+ T* __restrict output_values) {
+ const auto out_size =
+ GetConvOutputSizeVALID(input_shape, kernel_shape, stride_y, stride_x);
+ Im2Row<T>(input_shape, input_values, kernel_shape, stride_y, stride_x,
+ std::get<0>(out_size), std::get<1>(out_size), output_values);
+}
+
+template <typename T>
+void Im2RowSAME(const int32_t* __restrict input_shape,
+ const T* __restrict input_values,
+ const int32_t* __restrict kernel_shape,
+ int32_t stride_y,
+ int32_t stride_x,
+ T* __restrict output_values) {
+ const auto out_size = GetConvOutputSizeSAME(input_shape, stride_y, stride_x);
+ Im2Row<T>(input_shape, input_values, kernel_shape, stride_y, stride_x,
+ std::get<0>(out_size), std::get<1>(out_size), output_values);
+}
+
+// We use macros instead of template functions with templated functors here
+// because it's a lot less verbose and easier for the compiler to optimize.
+#define POOL_OP(OP_NAME, DEFAULT_VALUE, UPDATE_EXPR, RESULT_EXPR) \
+ template <typename T> \
+ void OP_NAME##Pool(const int32_t* __restrict input_shape, \
+ const T* __restrict input_values, int32_t stride_y, \
+ int32_t stride_x, int32_t kernel_height, \
+ int32_t kernel_width, int32_t out_height, \
+ int32_t out_width, T* __restrict output_values) { \
+ BENCHMARK_TIMER(#OP_NAME, "Pool"); \
+ const int32_t batch_size = input_shape[0]; \
+ const int32_t in_height = input_shape[1]; \
+ const int32_t in_width = input_shape[2]; \
+ const int32_t depth = input_shape[3]; \
+ \
+ const int32_t pad_height = \
+ ((out_height - 1) * stride_y + kernel_height - in_height) / 2; \
+ const int32_t pad_width = \
+ ((out_width - 1) * stride_x + kernel_width - in_width) / 2; \
+ \
+ const int32_t in_strides[4] = { \
+ input_shape[1] * input_shape[2] * input_shape[3], \
+ input_shape[2] * input_shape[3], \
+ input_shape[3], \
+ 1, \
+ }; \
+ \
+ T* out_write_ptr = output_values; \
+ for (int32_t batch = 0; batch < batch_size; ++batch) { \
+ for (int32_t out_y = 0; out_y < out_height; ++out_y) { \
+ for (int32_t out_x = 0; out_x < out_width; ++out_x) { \
+ const int32_t in_y_origin = (out_y * stride_y) - pad_height; \
+ const int32_t in_x_origin = (out_x * stride_x) - pad_width; \
+ const int32_t kernel_y_start = \
+ std::max(static_cast<int32_t>(0), -in_y_origin); \
+ const int32_t kernel_y_end = \
+ std::min(kernel_height, in_height - in_y_origin); \
+ const int32_t kernel_x_start = \
+ std::max(static_cast<int32_t>(0), -in_x_origin); \
+ const int32_t kernel_x_end = \
+ std::min(kernel_width, in_width - in_x_origin); \
+ const int32_t count = (kernel_y_end - kernel_y_start) * \
+ (kernel_x_end - kernel_x_start); \
+ (void)sizeof(count); \
+ \
+ for (int32_t chan = 0; chan < depth; ++chan, ++out_write_ptr) { \
+ T value = DEFAULT_VALUE; \
+ for (int32_t k_y = kernel_y_start; k_y < kernel_y_end; ++k_y) { \
+ const int32_t in_y = in_y_origin + k_y; \
+ assert(in_y >= 0 && in_y < in_height); \
+ for (int32_t k_x = kernel_x_start; k_x < kernel_x_end; ++k_x) { \
+ const int32_t in_x = in_x_origin + k_x; \
+ assert(in_x >= 0 && in_x < in_width); \
+ const T next = input_values[batch * in_strides[0] + \
+ in_y * in_strides[1] + \
+ in_x * in_strides[2] + chan]; \
+ value = UPDATE_EXPR; \
+ } \
+ } \
+ *out_write_ptr = RESULT_EXPR; \
+ } \
+ } \
+ } \
+ } \
+ } \
+ \
+ template <typename T> \
+ void OP_NAME##PoolVALID(const int32_t* __restrict input_shape, \
+ const T* __restrict input_values, int32_t stride_y, \
+ int32_t stride_x, int32_t kernel_height, \
+ int32_t kernel_width, T* __restrict output_values) { \
+ const int32_t kernel_shape[4] = {kernel_height, kernel_width, 1, 1}; \
+ const auto out_size = \
+ GetConvOutputSizeVALID(input_shape, kernel_shape, stride_y, stride_x); \
+ OP_NAME##Pool<T>(input_shape, input_values, stride_y, stride_x, \
+ kernel_height, kernel_width, std::get<0>(out_size), \
+ std::get<1>(out_size), output_values); \
+ } \
+ \
+ template <typename T> \
+ void OP_NAME##PoolSAME(const int32_t* __restrict input_shape, \
+ const T* __restrict input_values, int32_t stride_y, \
+ int32_t stride_x, int32_t kernel_height, \
+ int32_t kernel_width, T* __restrict output_values) { \
+ const auto out_size = \
+ GetConvOutputSizeSAME(input_shape, stride_y, stride_x); \
+ OP_NAME##Pool<T>(input_shape, input_values, stride_y, stride_x, \
+ kernel_height, kernel_width, std::get<0>(out_size), \
+ std::get<1>(out_size), output_values); \
+ }
+
+POOL_OP(Max, std::numeric_limits<T>::lowest(), std::max(value, next), value)
+POOL_OP(Avg, 0, value + next, value / count)
+
+template <typename T>
+void Memcpy(const int32_t rank,
+ const int32_t* __restrict input_shape,
+ const T* __restrict input_values,
+ T* __restrict output_values) {
+ BENCHMARK_TIMER("Memcpy");
+ const int32_t size = ShapeSize(rank, input_shape);
+ for (int32_t i = 0; i < size; ++i) {
+ output_values[i] = input_values[i];
+ }
+}
+
+template <typename T>
+void Softmax(const int32_t rank,
+ const int32_t* __restrict input_shape,
+ const T* __restrict input_values,
+ const int32_t reduce_dim,
+ T* __restrict output_values,
+ T* __restrict scratch_values) {
+ BENCHMARK_TIMER("Softmax");
+ const int32_t size = ShapeSize(rank, input_shape);
+ if (rank == 2 && reduce_dim == 1) {
+ T logits_max = std::numeric_limits<T>::lowest();
+
+ // Max.
+ for (int32_t i = 0; i < size; ++i) {
+ logits_max = std::max(logits_max, input_values[i]);
+ }
+
+ // Pre-compute exp.
+ for (int32_t i = 0; i < size; ++i) {
+ scratch_values[i] = std::exp(input_values[i] - logits_max);
+ }
+
+ // Sum over the last dimension, then divide the exps and write out.
+ for (int32_t offset = 0; offset < size; offset += input_shape[1]) {
+ const int32_t end_offset = offset + input_shape[1];
+ T sum = 0;
+ for (int32_t i = offset; i < end_offset; ++i) {
+ sum += scratch_values[i];
+ }
+ const T rcp_denom = static_cast<T>(1) / sum;
+ for (int32_t i = 0; i < input_shape[1]; ++i) {
+ output_values[offset + i] = scratch_values[offset + i] * rcp_denom;
+ }
+ }
+ } else {
+ assert(false && "Generic Softmax not yet supported.");
+ }
+}
+
+// Returns the start position for a slice in a single dimension.
+template <typename T>
+int32_t StridedSliceBegin(int32_t range_mask,
+ const T* __restrict range_values,
+ const T* __restrict strides,
+ const int32_t* __restrict input_shape,
+ int32_t dim) {
+ const bool is_explicit = 0 == (range_mask & (1 << dim));
+ if (is_explicit) {
+ const T range_value = range_values[dim];
+ return (range_value < 0 ? range_value + input_shape[dim] : range_value);
+ } else {
+ const bool is_reverse = strides[dim] < 0;
+ return is_reverse ? input_shape[dim] - 1 : 0;
+ }
+}
+
+// Returns the end position for a slice in a single dimension.
+template <typename T>
+int32_t StridedSliceEnd(int32_t range_mask,
+ const T* __restrict range_values,
+ const T* __restrict strides,
+ const int32_t* __restrict input_shape,
+ int32_t dim) {
+ const bool is_explicit = 0 == (range_mask & (1 << dim));
+ if (is_explicit) {
+ const T range_value = range_values[dim];
+ return (range_value < 0 ? range_value + input_shape[dim] : range_value);
+ } else {
+ const bool is_reverse = strides[dim] < 0;
+ return is_reverse ? -1 : input_shape[dim];
+ }
+}
+
+template <typename T, typename TIdx>
+void StridedSlice(const int32_t input_rank,
+ const int32_t* __restrict input_shape,
+ const T* __restrict input_values,
+ const TIdx* __restrict begin,
+ const TIdx* __restrict end,
+ const TIdx* __restrict strides,
+ int32_t begin_mask,
+ int32_t end_mask,
+ T* __restrict output_values) {
+ BENCHMARK_TIMER("StridedSlice");
+ const int32_t MAX_RANK = 8;
+ assert(input_rank < MAX_RANK);
+
+ // Compute the address strides for each dimension.
+ int32_t dim_addr_strides[MAX_RANK] = {0};
+ dim_addr_strides[input_rank - 1] = 1;
+ for (int32_t dim = input_rank - 2; dim >= 0; --dim) {
+ dim_addr_strides[dim] = dim_addr_strides[dim + 1] * input_shape[dim + 1];
+ }
+
+ // Resolve the masks and get explicit ranges for each dimension.
+ int32_t dim_begin[MAX_RANK];
+ int32_t dim_end[MAX_RANK];
+ bool dim_is_full_range[MAX_RANK];
+ for (int32_t dim = 0; dim < input_rank; ++dim) {
+ const int32_t stride = strides[dim];
+ dim_begin[dim] =
+ StridedSliceBegin(begin_mask, begin, strides, input_shape, dim);
+ dim_end[dim] = StridedSliceEnd(end_mask, end, strides, input_shape, dim);
+ dim_is_full_range[dim] =
+ dim_begin[dim] == 0 && dim_end[dim] == input_shape[dim] && stride == 1;
+ // Make sure that the dim_end is always bigger than dim_begin, this
+ // simplifies the boundry checks below.
+ if (stride > 0 && dim_begin[dim] > dim_end[dim]) {
+ dim_end[dim] += input_shape[dim];
+ }
+
+ // Our termination criteria for loops is that we hit the end exactly, so
+ // we need to ensure that we don't step over the end with stride != 1.
+ const int32_t length_mod = (dim_end[dim] - dim_begin[dim]) % stride;
+ if (length_mod != 0) {
+ dim_end[dim] += stride - length_mod;
+ }
+ }
+
+ // Find out how large the blocks are that we can copy contiguously. (All
+ // dimensions on the right for which we fetch the full range)
+ int32_t last_sliced_dim = input_rank - 1;
+ int32_t block_size = 1;
+ for (int32_t dim = input_rank - 1; dim >= 0 && dim_is_full_range[dim];
+ --dim) {
+ block_size *= input_shape[dim];
+ last_sliced_dim--;
+ }
+
+ // Initialize the read pos for each dimension according to the begin offsets.
+ int32_t read_pos[MAX_RANK] = {0};
+ for (int32_t dim = 0; dim < input_rank; ++dim) {
+ read_pos[dim] = dim_begin[dim];
+ }
+
+ while (read_pos[0] != dim_end[0]) {
+ // Compute the read offset for the current position.
+ int32_t read_offset = 0;
+ for (int32_t dim = 0; dim <= last_sliced_dim; ++dim) {
+ read_offset += (read_pos[dim] % input_shape[dim]) * dim_addr_strides[dim];
+ }
+
+#if USE_TYPED_MEMSETMEMCPY
+ std::copy(input_values + read_offset,
+ input_values + read_offset + block_size, output_values);
+#else
+ std::memcpy(output_values, input_values + read_offset,
+ block_size * sizeof(T));
+#endif
+ output_values += block_size;
+
+ // Advance the read position.
+ for (int32_t dim = last_sliced_dim; dim >= 0; --dim) {
+ read_pos[dim] += strides[dim];
+ if (dim == 0 || read_pos[dim] != dim_end[dim])
+ break;
+ read_pos[dim] = dim_begin[dim];
+ }
+ }
+}
+
+template <typename T>
+void TransposeRank3(const int32_t* __restrict input_shape,
+ const T* __restrict input_values,
+ const int32_t* __restrict perm,
+ T* __restrict output_values) {
+ BENCHMARK_TIMER("TransposeRank3");
+ const int32_t in_strides[3] = {
+ input_shape[1] * input_shape[2],
+ input_shape[2],
+ 1,
+ };
+ const int32_t out_strides[3] = {in_strides[perm[0]], in_strides[perm[1]],
+ in_strides[perm[2]]};
+ const int32_t out_shape[3] = {input_shape[perm[0]], input_shape[perm[1]],
+ input_shape[perm[2]]};
+
+ int32_t write_offset = 0;
+ for (int32_t it0 = 0; it0 < out_shape[0]; ++it0) {
+ const int32_t read_offset0 = it0 * out_strides[0];
+ for (int32_t it1 = 0; it1 < out_shape[1]; ++it1) {
+ const int32_t read_offset01 = read_offset0 + it1 * out_strides[1];
+ for (int32_t it2 = 0; it2 < out_shape[2]; ++it2, ++write_offset) {
+ const int32_t read_offset = read_offset01 + it2 * out_strides[2];
+ output_values[write_offset] = input_values[read_offset];
+ }
+ }
+ }
+}
+
+template <typename T>
+void TransposeRank4(const int32_t* __restrict input_shape,
+ const T* __restrict input_values,
+ const int32_t* __restrict perm,
+ T* __restrict output_values) {
+ BENCHMARK_TIMER("TransposeRank4");
+ const int32_t in_strides[4] = {
+ input_shape[1] * input_shape[2] * input_shape[3],
+ input_shape[2] * input_shape[3],
+ input_shape[3],
+ 1,
+ };
+ const int32_t out_strides[4] = {in_strides[perm[0]], in_strides[perm[1]],
+ in_strides[perm[2]], in_strides[perm[3]]};
+ const int32_t out_shape[4] = {input_shape[perm[0]], input_shape[perm[1]],
+ input_shape[perm[2]], input_shape[perm[3]]};
+
+ int32_t write_offset = 0;
+ for (int32_t it0 = 0; it0 < out_shape[0]; ++it0) {
+ const int32_t read_offset0 = it0 * out_strides[0];
+ for (int32_t it1 = 0; it1 < out_shape[1]; ++it1) {
+ const int32_t read_offset01 = read_offset0 + it1 * out_strides[1];
+ for (int32_t it2 = 0; it2 < out_shape[2]; ++it2) {
+ const int32_t read_offset012 = read_offset01 + it2 * out_strides[2];
+ for (int32_t it3 = 0; it3 < out_shape[3]; ++it3, ++write_offset) {
+ const int32_t read_offset = read_offset012 + it3 * out_strides[3];
+ output_values[write_offset] = input_values[read_offset];
+ }
+ }
+ }
+ }
+}
+
+template <typename T, typename TIdx, typename TDepth>
+void OneHot(const int32_t input_rank,
+ const int32_t* __restrict input_shape,
+ const TIdx* __restrict input_values,
+ const TDepth* __restrict depth,
+ const T* __restrict on_value,
+ const T* __restrict off_value,
+ const int32_t axis,
+ T* __restrict output_values) {
+ BENCHMARK_TIMER("OneHot");
+ const int32_t num_elements = ShapeSize(input_rank, input_shape);
+ // We can assume axis >= 0 in this implementation.
+ const int32_t prefix_dim_size = ShapeSize(axis, input_shape);
+ const int32_t suffix_dim_size = num_elements / prefix_dim_size;
+ int32_t write_offset = 0;
+ for (int32_t i = 0; i < prefix_dim_size; ++i) {
+ const int32_t read_offset_pre = i * suffix_dim_size;
+ for (TDepth d = 0; d < *depth; ++d) {
+ for (int32_t j = 0; j < suffix_dim_size; ++j, ++write_offset) {
+ const int32_t read_offset = read_offset_pre + j;
+ output_values[write_offset] =
+ (input_values[read_offset] == d) ? *on_value : *off_value;
+ }
+ }
+ }
+}
+
+template <typename T, typename TIdx, typename TDepth>
+void OneHotLastDim(const int32_t input_rank,
+ const int32_t* __restrict input_shape,
+ const TIdx* __restrict input_values,
+ const TDepth* __restrict depth,
+ const T* __restrict on_value,
+ const T* __restrict off_value,
+ T* __restrict output_values) {
+ BENCHMARK_TIMER("OneHotLastDim");
+ const int32_t num_elements = ShapeSize(input_rank, input_shape);
+ int32_t write_offset = 0;
+ for (int32_t i = 0; i < num_elements; ++i) {
+ for (TDepth d = 0; d < *depth; ++d, ++write_offset) {
+ output_values[write_offset] =
+ (input_values[i] == d) ? *on_value : *off_value;
+ }
+ }
+}
+
+// -----------------------------------------------------------------------------
+// Simple unary ops
+// -----------------------------------------------------------------------------
+
+// We use macros instead of template functions with templated functors here
+// because it's a lot less verbose and easier for the compiler to optimize.
+
+#if USE_EIGEN
+
+#define SIMPLE_UNARY_OP(OP_NAME, _, EXPR_EIGEN) \
+ template <typename T> \
+ void OP_NAME(const int32_t rank, const int32_t* __restrict input_shape, \
+ const T* __restrict input_values, \
+ T* __restrict output_values) { \
+ BENCHMARK_TIMER(#OP_NAME); \
+ const int32_t size = ShapeSize(rank, input_shape); \
+ auto values = ConstRowVectorMap<T>(input_values, size).array(); \
+ auto output = RowVectorMap<T>(output_values, size).array(); \
+ output = EXPR_EIGEN; \
+ }
+
+#else
+
+#define SIMPLE_UNARY_OP(OP_NAME, EXPR, _) \
+ template <typename T> \
+ void OP_NAME(const int32_t rank, const int32_t* __restrict input_shape, \
+ const T* __restrict input_values, \
+ T* __restrict output_values) { \
+ BENCHMARK_TIMER(#OP_NAME); \
+ const int32_t size = ShapeSize(rank, input_shape); \
+ for (int32_t i = 0; i < size; ++i) { \
+ const T value = input_values[i]; \
+ output_values[i] = EXPR; \
+ } \
+ }
+
+#endif
+
+// Second macro param is value expression, third entry is Eigen vector
+// expression.
+SIMPLE_UNARY_OP(Abs, std::abs(value), values.abs())
+SIMPLE_UNARY_OP(Acos, std::acos(value), values.acos())
+SIMPLE_UNARY_OP(Asin, std::asin(value), values.asin())
+SIMPLE_UNARY_OP(Atan, std::atan(value), values.atan())
+SIMPLE_UNARY_OP(Cos, std::cos(value), values.cos())
+SIMPLE_UNARY_OP(Cosh, std::cosh(value), values.cosh())
+SIMPLE_UNARY_OP(Exp, std::exp(value), values.exp())
+SIMPLE_UNARY_OP(Elu,
+ value < 0 ? std::expm1(value) : value,
+ // Use branchless version of Elu: min(ReLU, e^x - 1)
+ values.max(0).min(values.exp() - 1))
+SIMPLE_UNARY_OP(HardSigmoid,
+ std::min(std::max((static_cast<T>(0.2) * value +
+ static_cast<T>(0.5)),
+ static_cast<T>(0)),
+ static_cast<T>(1)),
+ (0.2 * values + 0.5).max(0).min(1))
+SIMPLE_UNARY_OP(Log, std::log(value), values.log())
+SIMPLE_UNARY_OP(Log1p, std::log1p(value), values.log1p())
+SIMPLE_UNARY_OP(Neg, -value, -values)
+SIMPLE_UNARY_OP(Reciprocal, static_cast<T>(1) / value, values.cwiseInverse())
+SIMPLE_UNARY_OP(Relu, std::max(value, static_cast<T>(0)), values.max(0))
+SIMPLE_UNARY_OP(Relu6,
+ std::min(std::max(value, static_cast<T>(0)), static_cast<T>(6)),
+ values.max(0).min(6))
+SIMPLE_UNARY_OP(Rsqrt, static_cast<T>(1) / std::sqrt(value), values.rsqrt())
+SIMPLE_UNARY_OP(Sigmoid,
+ static_cast<T>(1) / (1 + std::exp(-value)),
+ ((-values).exp() + 1).cwiseInverse())
+SIMPLE_UNARY_OP(Sin, std::sin(value), values.sin())
+SIMPLE_UNARY_OP(Sinh, std::sinh(value), values.sinh())
+SIMPLE_UNARY_OP(Sqrt, std::sqrt(value), values.sqrt())
+SIMPLE_UNARY_OP(Square, value* value, values.square())
+SIMPLE_UNARY_OP(Tan, std::tan(value), values.tan())
+SIMPLE_UNARY_OP(Tanh, std::tanh(value), values.tanh())
+
+// -----------------------------------------------------------------------------
+// Broadcasting binary ops
+// -----------------------------------------------------------------------------
+
+template <typename T, typename OP>
+void OpNoBroadcast(const int32_t left_rank,
+ const int32_t* __restrict left_shape,
+ const T* __restrict left_values,
+ const int32_t right_rank,
+ const int32_t* __restrict right_shape,
+ const T* __restrict right_values,
+ T* __restrict output_values,
+ OP op) {
+ BENCHMARK_TIMER(op.name, "NoBroadcast");
+ const int32_t size = ShapeSize(left_rank, left_shape);
+#if USE_EIGEN
+ auto lhs = ConstRowVectorMap<T>(left_values, size).array();
+ auto rhs = ConstRowVectorMap<T>(right_values, size).array();
+ auto output = RowVectorMap<T>(output_values, size).array();
+ op.apply(lhs, rhs, output);
+#else
+ for (int32_t i = 0; i < size; ++i) {
+ output_values[i] = op(left_values[i], right_values[i]);
+ }
+#endif
+}
+
+template <typename T, typename OP>
+void OpInnerBroadcast(int32_t left_rank,
+ const int32_t* __restrict left_shape,
+ const T* __restrict left_values,
+ int32_t right_rank,
+ const int32_t* __restrict right_shape,
+ const T* __restrict right_values,
+ T* __restrict output_values,
+ OP op) {
+ BENCHMARK_TIMER(op.name, "InnerBroadcast");
+ const int32_t output_size = ShapeSize(left_rank, left_shape);
+ const int32_t inner_size = ShapeSize(right_rank, right_shape);
+ const int32_t outer_size = output_size / inner_size;
+#if USE_EIGEN
+ if (inner_size == 1) {
+ // Apply the same value to all elements.
+ auto left = ConstMatrixMap<T>(left_values, inner_size, outer_size);
+ auto output = MatrixMap<T>(output_values, inner_size, outer_size);
+ op.apply(left.array(), right_values[0], output.array());
+ } else {
+ auto left = ConstMatrixMap<T>(left_values, inner_size, outer_size);
+ auto right = ConstRowVectorMap<T>(right_values, inner_size);
+ auto output = MatrixMap<T>(output_values, inner_size, outer_size);
+ for (int32_t col = 0; col < outer_size; col++) {
+ op.apply(left.col(col).array(), right.array(), output.col(col).array());
+ }
+ }
+#else
+ for (int32_t idx_out = 0; idx_out < outer_size; ++idx_out) {
+ for (int32_t idx_in = 0; idx_in < inner_size; ++idx_in) {
+ const int32_t offset = idx_out * inner_size + idx_in;
+ output_values[offset] = op(left_values[offset], right_values[idx_in]);
+ }
+ }
+#endif
+}
+
+#define BROADCAST_BINARY_OP(OP_NAME, EXPR, EXPR_EIGEN) \
+ template <typename T> \
+ struct Op##OP_NAME { \
+ const char* name = #OP_NAME; \
+ T operator()(const T lhs, const T rhs) { return EXPR; } \
+ template <typename X, typename Y, typename Z> \
+ void apply(const X& lhs, const Y& rhs, Z out) { \
+ out = EXPR_EIGEN; \
+ } \
+ }; \
+ template <typename T> \
+ void OP_NAME##NoBroadcast( \
+ const int32_t left_rank, const int32_t* __restrict left_shape, \
+ const T* __restrict left_values, const int32_t right_rank, \
+ const int32_t* __restrict right_shape, const T* __restrict right_values, \
+ T* __restrict output_values) { \
+ OpNoBroadcast(left_rank, left_shape, left_values, right_rank, right_shape, \
+ right_values, output_values, Op##OP_NAME<T>()); \
+ } \
+ template <typename T> \
+ void OP_NAME##InnerBroadcast( \
+ const int32_t left_rank, const int32_t* __restrict left_shape, \
+ const T* __restrict left_values, const int32_t right_rank, \
+ const int32_t* __restrict right_shape, const T* __restrict right_values, \
+ T* __restrict output_values) { \
+ OpInnerBroadcast(left_rank, left_shape, left_values, right_rank, \
+ right_shape, right_values, output_values, \
+ Op##OP_NAME<T>()); \
+ }
+
+// Second macro param is value expression, third entry is Eigen vector
+// expression.
+BROADCAST_BINARY_OP(Add, lhs + rhs, lhs + rhs)
+BROADCAST_BINARY_OP(Maximum, std::max(lhs, rhs), lhs.max(rhs))
+BROADCAST_BINARY_OP(Minimum, std::min(lhs, rhs), lhs.min(rhs))
+BROADCAST_BINARY_OP(Mul, lhs* rhs, lhs* rhs)
+BROADCAST_BINARY_OP(Sub, lhs - rhs, lhs - rhs)
+BROADCAST_BINARY_OP(SquaredDifference,
+ (lhs - rhs) * (lhs - rhs),
+ (lhs - rhs).square())
+
+// -----------------------------------------------------------------------------
+// Reduce ops
+// -----------------------------------------------------------------------------
+
+// We use macros instead of template functions with templated functors here
+// because it's a lot less verbose and easier for the compiler to optimize.
+#define REDUCE_OP(OP_NAME, DEFAULT_VALUE, UPDATE_EXPR, RESULT_EXPR) \
+ template <typename T, typename Tidx> \
+ void OP_NAME##InnerReduce( \
+ int32_t input_rank, const int32_t* __restrict input_shape, \
+ const T* __restrict input_values, int32_t index_tensor_rank, \
+ const int32_t* __restrict index_shape, \
+ const Tidx* __restrict index_values, T* __restrict output_values) { \
+ BENCHMARK_TIMER(#OP_NAME, "InnerReduce"); \
+ const int32_t inner_size = \
+ GetReduceInnerSize(input_rank, input_shape, index_tensor_rank, \
+ index_shape, index_values); \
+ const int32_t input_size = ShapeSize(input_rank, input_shape); \
+ const int32_t outer_size = input_size / inner_size; \
+ for (int32_t idx_out = 0; idx_out < outer_size; ++idx_out) { \
+ T value = DEFAULT_VALUE; \
+ for (int32_t idx_in = 0; idx_in < inner_size; ++idx_in) { \
+ const T prev = value; \
+ const T next = input_values[idx_out * inner_size + idx_in]; \
+ value = UPDATE_EXPR; \
+ } \
+ const T count = inner_size; \
+ (void)sizeof(count); \
+ output_values[idx_out] = RESULT_EXPR; \
+ } \
+ } \
+ template <typename T, typename Tidx> \
+ void OP_NAME##GenericReduceRank4( \
+ int32_t input_rank, const int32_t* __restrict input_shape, \
+ const T* __restrict input_values, int32_t index_tensor_rank, \
+ const int32_t* __restrict index_shape, \
+ const Tidx* __restrict index_values, T* __restrict output_values) { \
+ assert(input_rank == 4); \
+ assert(index_tensor_rank <= 1); \
+ BENCHMARK_TIMER(#OP_NAME, "GenericReduceRank4"); \
+ int32_t out_shape[4] = {input_shape[0], input_shape[1], input_shape[2], \
+ input_shape[3]}; \
+ bool reduce_mask[4] = {false, false, false, false}; \
+ const int32_t num_indices = index_tensor_rank > 0 ? index_shape[0] : 1; \
+ for (int32_t i = 0; i < num_indices; ++i) { \
+ reduce_mask[index_values[i]] = true; \
+ out_shape[index_values[i]] = 1; \
+ } \
+ const int32_t out_strides[4] = { \
+ reduce_mask[0] ? 0 : out_shape[1] * out_shape[2] * out_shape[3], \
+ reduce_mask[1] ? 0 : out_shape[2] * out_shape[3], \
+ reduce_mask[2] ? 0 : out_shape[3], \
+ reduce_mask[3] ? 0 : 1, \
+ }; \
+ const int32_t output_size = ShapeSize(input_rank, out_shape); \
+ std::fill_n(output_values, output_size, DEFAULT_VALUE); \
+ for (int32_t dim0 = 0; dim0 < input_shape[0]; ++dim0) { \
+ for (int32_t dim1 = 0; dim1 < input_shape[1]; ++dim1) { \
+ for (int32_t dim2 = 0; dim2 < input_shape[2]; ++dim2) { \
+ for (int32_t dim3 = 0; dim3 < input_shape[3]; \
+ ++dim3, ++input_values) { \
+ T* out_ptr = output_values + out_strides[0] * dim0 + \
+ out_strides[1] * dim1 + out_strides[2] * dim2 + \
+ out_strides[3] * dim3; \
+ const T prev = *out_ptr; \
+ const T next = *input_values; \
+ *out_ptr = UPDATE_EXPR; \
+ } \
+ } \
+ } \
+ } \
+ const T count = (reduce_mask[0] ? input_shape[0] : 1) * \
+ (reduce_mask[1] ? input_shape[1] : 1) * \
+ (reduce_mask[2] ? input_shape[2] : 1) * \
+ (reduce_mask[3] ? input_shape[3] : 1); \
+ (void)sizeof(count); \
+ for (int32_t i = 0; i < output_size; ++i) { \
+ const T value = output_values[i]; \
+ output_values[i] = RESULT_EXPR; \
+ } \
+ }
+
+REDUCE_OP(Max, std::numeric_limits<T>::lowest(), std::max(prev, next), value)
+REDUCE_OP(Sum, 0, prev + next, value)
+REDUCE_OP(Mean, 0, prev + next, value / count)
+
+// -----------------------------------------------------------------------------
+// Dequantize ops
+// -----------------------------------------------------------------------------
+
+template <typename T>
+void DequantizeMinCombined(const int32_t rank,
+ const int32_t* __restrict input_shape,
+ const T* __restrict input_values,
+ const float* __restrict min_range,
+ const float* __restrict max_range,
+ float* __restrict output_values) {
+ BENCHMARK_TIMER("DequantizeMinCombined");
+ const int32_t size = ShapeSize(rank, input_shape);
+ const float offset =
+ std::is_signed<T>::value
+ ? (static_cast<float>(std::numeric_limits<T>::max()) -
+ std::numeric_limits<T>::min() + 1) /
+ 2.0f
+ : 0.0f;
+ const float range_scale = (max_range[0] - min_range[0]) /
+ (static_cast<float>(std::numeric_limits<T>::max()) -
+ std::numeric_limits<T>::min());
+ for (int32_t i = 0; i < size; ++i) {
+ output_values[i] =
+ ((static_cast<int32_t>(input_values[i]) + offset) * range_scale) +
+ min_range[0];
+ }
+}
+
+template <typename T>
+void DequantizeMinFirst(const int32_t rank,
+ const int32_t* __restrict input_shape,
+ const T* __restrict input_values,
+ const float* __restrict min_range,
+ const float* __restrict max_range,
+ float* __restrict output_values) {
+ BENCHMARK_TIMER("DequantizeMinFirst");
+ const int32_t size = ShapeSize(rank, input_shape);
+ const float range_scale = (max_range[0] - min_range[0]) /
+ (static_cast<float>(std::numeric_limits<T>::max()) -
+ std::numeric_limits<T>::min());
+ const float range_min_rounded =
+ (max_range[0] == min_range[0]
+ ? min_range[0]
+ : std::round(min_range[0] / range_scale) * range_scale);
+ for (int32_t i = 0; i < size; ++i) {
+ output_values[i] = ((static_cast<int32_t>(input_values[i]) -
+ std::numeric_limits<T>::min()) *
+ range_scale) +
+ range_min_rounded;
+ }
+}
+
+// -----------------------------------------------------------------------------
+// CONSTANTS
+// Note that for now, endianness of the target machine needs to match that of
+// the one training was performed on.
+// -----------------------------------------------------------------------------
+const int32_t dnn_hiddenlayer_2_bias_part_0_shape[1] = {59};
+const union {
+ uint8_t bytes[236];
+ float values[59];
+} dnn_hiddenlayer_2_bias_part_0 = {{
+ 0xa5, 0x90, 0xaf, 0xbe, 0x59, 0xb0, 0xd4, 0x3f, 0xa2, 0xe0, 0xa2, 0x3f,
+ 0x2e, 0xcb, 0x1b, 0x3e, 0xb1, 0x59, 0xd9, 0xbe, 0x22, 0x37, 0xb0, 0x3f,
+ 0xd3, 0xa7, 0x6e, 0x3f, 0x89, 0xf1, 0xd2, 0xbd, 0xa0, 0xf9, 0x24, 0xbf,
+ 0x7e, 0x27, 0x08, 0xbf, 0xd1, 0xa5, 0xbc, 0x3e, 0x00, 0x89, 0x62, 0x3f,
+ 0x61, 0xe2, 0x0b, 0x3f, 0x5e, 0x6e, 0x13, 0x3f, 0x37, 0x43, 0x26, 0xbf,
+ 0x8b, 0x24, 0x6b, 0x3e, 0xf4, 0x56, 0x6d, 0xbe, 0x89, 0xba, 0xca, 0x3e,
+ 0x9f, 0x14, 0x5c, 0x3d, 0x8a, 0x0a, 0x5f, 0x3e, 0x1b, 0x7f, 0x07, 0xbf,
+ 0xf9, 0x44, 0x05, 0xbf, 0xca, 0x09, 0x29, 0x3f, 0x00, 0xba, 0xb8, 0xbe,
+ 0xd1, 0x0c, 0x70, 0x3f, 0xc5, 0xae, 0x1d, 0x3f, 0x9f, 0xd0, 0xa5, 0xbf,
+ 0xe6, 0x7b, 0x3f, 0x3e, 0x7a, 0x0d, 0x80, 0xbe, 0x46, 0x82, 0x6f, 0x3d,
+ 0xee, 0x9a, 0x01, 0x3f, 0x69, 0x72, 0x89, 0x3f, 0xcc, 0x99, 0xd6, 0xbd,
+ 0xfc, 0xd7, 0xb1, 0xbe, 0x0d, 0x9e, 0x76, 0xbd, 0xae, 0x4f, 0xa0, 0xbe,
+ 0x9f, 0xd9, 0x1f, 0x3e, 0xd2, 0x7f, 0xd0, 0xbe, 0x31, 0x1c, 0x29, 0x3e,
+ 0xa7, 0x25, 0x7a, 0xbf, 0xd3, 0xe9, 0xb7, 0xbd, 0x7f, 0x17, 0x47, 0xbf,
+ 0x03, 0xdf, 0x65, 0x3f, 0x15, 0x66, 0x1c, 0x3f, 0x45, 0x74, 0xf7, 0x3e,
+ 0xa3, 0xfa, 0xf3, 0x3e, 0xbc, 0xc8, 0x65, 0x3e, 0xfb, 0xd9, 0x61, 0x3f,
+ 0x04, 0x05, 0x87, 0xbd, 0x49, 0xe2, 0x5f, 0x3e, 0x99, 0x4f, 0x4c, 0xbf,
+ 0xe8, 0x02, 0xed, 0xbe, 0x4a, 0x81, 0xb1, 0xbd, 0x46, 0x27, 0x09, 0x3f,
+ 0x62, 0xd5, 0x59, 0xbf, 0xbd, 0x25, 0x96, 0x3e, 0x21, 0x6b, 0x91, 0xbf,
+ 0x0f, 0x88, 0xb2, 0x3e, 0x3e, 0xfc, 0xc3, 0xbe,
+}};
+const int32_t dnn_logits_kernel_part_0_shape[2] = {59, 1};
+const union {
+ uint8_t bytes[236];
+ float values[59];
+} dnn_logits_kernel_part_0 = {{
+ 0x1a, 0x63, 0xb6, 0x3d, 0xa2, 0xcb, 0x12, 0xbe, 0x02, 0x7d, 0x6b, 0xbd,
+ 0xb8, 0x61, 0xa8, 0x3d, 0xe7, 0xfe, 0xc0, 0x3d, 0x0e, 0xc3, 0xd8, 0xbd,
+ 0xb4, 0x0e, 0x83, 0xbd, 0x9d, 0xba, 0xbb, 0x3d, 0xc1, 0x35, 0xbc, 0x3d,
+ 0x7c, 0xe9, 0xc5, 0x3d, 0xce, 0xe5, 0x2d, 0xbd, 0xc8, 0xfd, 0xb7, 0xbd,
+ 0xb6, 0xc7, 0x3b, 0xbe, 0x66, 0xd8, 0xf1, 0x3d, 0x5d, 0xf0, 0xbc, 0x3d,
+ 0x99, 0x8a, 0x0b, 0xbe, 0x33, 0xf9, 0xde, 0xbd, 0x63, 0x58, 0xc2, 0xbd,
+ 0x7e, 0x6e, 0xce, 0xbd, 0xa8, 0x8f, 0x17, 0xbe, 0xef, 0xe6, 0x43, 0x3e,
+ 0x0b, 0xc7, 0x0d, 0x3d, 0xe3, 0x49, 0x0b, 0xbe, 0x13, 0x09, 0x0b, 0x3e,
+ 0xfd, 0xfd, 0x9d, 0xbd, 0xe9, 0xc3, 0x82, 0xbd, 0xde, 0x5b, 0xd6, 0x3d,
+ 0xd0, 0x8d, 0xe1, 0x3d, 0x44, 0x39, 0x5c, 0x3d, 0x6b, 0x5f, 0x17, 0x3e,
+ 0xb1, 0x29, 0xba, 0xbd, 0x3c, 0xc4, 0xc8, 0xbd, 0xb5, 0x01, 0xf1, 0x3d,
+ 0x6f, 0x15, 0x74, 0x3d, 0x33, 0x36, 0x32, 0xbe, 0xe3, 0x94, 0xa5, 0xbd,
+ 0x82, 0x50, 0xf4, 0x3d, 0x22, 0x13, 0xc1, 0x3d, 0x18, 0x68, 0x1c, 0xbd,
+ 0x69, 0x5a, 0xfb, 0x3d, 0x32, 0x00, 0xa3, 0x3d, 0x0e, 0x2a, 0x85, 0x3d,
+ 0xbd, 0x4c, 0x9f, 0xbd, 0x94, 0x6e, 0x4d, 0x3e, 0x44, 0xba, 0x15, 0xbd,
+ 0x10, 0x0d, 0xc3, 0xbd, 0xff, 0xb4, 0x2f, 0xbe, 0xc5, 0xb4, 0xdf, 0xbd,
+ 0x7e, 0xd8, 0xfd, 0x3d, 0x55, 0x1e, 0x4a, 0xbe, 0x44, 0x48, 0xb6, 0x3d,
+ 0xea, 0xc4, 0xcc, 0x3d, 0xd0, 0xe3, 0xdd, 0xbd, 0xa8, 0x72, 0x47, 0xbe,
+ 0xef, 0xc5, 0x9b, 0x3d, 0xf8, 0x4f, 0xff, 0x3d, 0x39, 0xea, 0x70, 0x3d,
+ 0xcb, 0xce, 0x01, 0xbe, 0xa3, 0x92, 0x8d, 0x3d,
+}};
+const int32_t dnn_logits_bias_part_0_shape[1] = {1};
+const union {
+ uint8_t bytes[4];
+ float values[1];
+} dnn_logits_bias_part_0 = {{
+ 0x5e,
+ 0xf1,
+ 0x07,
+ 0xbf,
+}};
+const int32_t dnn_hiddenlayer_0_kernel_part_0_shape[2] = {193, 117};
+const union {
+ uint8_t bytes[90324];
+ float values[22581];
+} dnn_hiddenlayer_0_kernel_part_0 = {{
+ 0xbc, 0x23, 0x82, 0xbe, 0x5c, 0xdc, 0xdc, 0xbb, 0xe6, 0xa3, 0x84, 0xbd,
+ 0x0c, 0x1d, 0xd0, 0x3d, 0x8a, 0x34, 0x96, 0xbe, 0x89, 0x71, 0xb1, 0xbd,
+ 0xd1, 0x1d, 0xd5, 0x3e, 0xbf, 0x83, 0xe3, 0xbe, 0x65, 0xe8, 0xc4, 0x3e,
+ 0x69, 0x17, 0x8d, 0xbc, 0xa9, 0x67, 0x87, 0x3c, 0x75, 0x2d, 0x38, 0x3e,
+ 0x32, 0xc9, 0xaa, 0xbd, 0x6f, 0x06, 0x5b, 0x3e, 0xc8, 0x18, 0x99, 0xbe,
+ 0x76, 0x6b, 0x82, 0x3e, 0x08, 0xe2, 0x18, 0xbe, 0xe2, 0x2a, 0x37, 0x3e,
+ 0xec, 0x2a, 0xb1, 0xbc, 0x09, 0x09, 0x05, 0xbe, 0xcb, 0xee, 0x05, 0x3f,
+ 0x06, 0xed, 0xbd, 0xbe, 0xd4, 0x13, 0x24, 0xbf, 0x2c, 0x47, 0x23, 0xbf,
+ 0xff, 0x7b, 0x95, 0x3d, 0xfd, 0x9b, 0x9d, 0x3e, 0xbf, 0x88, 0x34, 0xbf,
+ 0xc5, 0x4d, 0x8a, 0x3e, 0xba, 0x81, 0xd6, 0xbc, 0xa1, 0x2f, 0x2b, 0xbe,
+ 0x34, 0x19, 0x09, 0x3f, 0x93, 0xa0, 0x7e, 0xbe, 0xd1, 0xd9, 0xe1, 0xbe,
+ 0x83, 0x43, 0xe2, 0xbd, 0x0c, 0x91, 0xd9, 0xbe, 0x6b, 0xbd, 0xbe, 0xbd,
+ 0xcc, 0xdc, 0x02, 0x3f, 0x5e, 0xb0, 0x67, 0x3e, 0x09, 0x97, 0x73, 0xbe,
+ 0xf6, 0x83, 0x18, 0xbe, 0x52, 0xf4, 0x10, 0xbf, 0xde, 0x40, 0xeb, 0xbd,
+ 0x3a, 0x77, 0xa7, 0xbe, 0x49, 0x25, 0xad, 0x3d, 0x73, 0xee, 0x01, 0x3c,
+ 0xce, 0xab, 0x26, 0xbe, 0x3c, 0x16, 0x22, 0x3f, 0xd8, 0xc6, 0x91, 0x3e,
+ 0x5d, 0x0a, 0x1a, 0x3c, 0xb8, 0xf7, 0xb3, 0xbb, 0x8a, 0x74, 0x84, 0x3e,
+ 0x02, 0x70, 0x72, 0x3e, 0xe6, 0x8e, 0xfe, 0x3e, 0x79, 0x84, 0x48, 0xbe,
+ 0x57, 0xf3, 0x0c, 0xbc, 0x5d, 0xfd, 0x29, 0xbf, 0x70, 0x3c, 0xab, 0x3e,
+ 0x9d, 0x3e, 0x2a, 0x3d, 0x66, 0x63, 0x4e, 0x3e, 0x8f, 0x1f, 0xb7, 0xbb,
+ 0x47, 0x41, 0x7e, 0xbe, 0x29, 0xa0, 0x0a, 0xbf, 0x83, 0xcc, 0xab, 0x3d,
+ 0x0d, 0xee, 0xaa, 0xbe, 0x9f, 0x6e, 0x30, 0xbe, 0x30, 0x05, 0xe2, 0x3d,
+ 0x53, 0x12, 0xfd, 0x3e, 0x37, 0x4a, 0x84, 0x3d, 0x6c, 0xc3, 0xb7, 0xbe,
+ 0xad, 0xb0, 0x1e, 0xbf, 0x8b, 0x52, 0xa6, 0xbd, 0x73, 0x59, 0x8d, 0xbe,
+ 0x6c, 0xd9, 0x33, 0x3e, 0xe7, 0xc0, 0x9f, 0x3c, 0x6b, 0x2f, 0x93, 0xbe,
+ 0x91, 0xcf, 0x07, 0x3d, 0xd7, 0x2d, 0x70, 0xbe, 0xe2, 0xd3, 0xfc, 0x3e,
+ 0x1f, 0xb4, 0x32, 0x3e, 0xd3, 0x34, 0xad, 0xbe, 0xf4, 0xf3, 0xd4, 0xbc,
+ 0x55, 0x04, 0x13, 0x3d, 0x61, 0x92, 0xd1, 0xbd, 0x6e, 0xa8, 0x00, 0x3c,
+ 0x86, 0x07, 0xfb, 0xbe, 0xa4, 0xf3, 0xf7, 0xbc, 0xb0, 0x0f, 0x3e, 0x3e,
+ 0xda, 0xbb, 0x05, 0xbf, 0xfc, 0x7b, 0xc4, 0xbd, 0x73, 0xca, 0x36, 0xbe,
+ 0x5f, 0xbd, 0xa5, 0xbe, 0x39, 0xb7, 0x96, 0xbc, 0x7a, 0x54, 0x02, 0x3d,
+ 0x98, 0x1b, 0x4d, 0xbc, 0xb2, 0xb0, 0xe8, 0xbe, 0x6e, 0x8f, 0x92, 0xbe,
+ 0xf0, 0x86, 0x33, 0x3e, 0xf4, 0x5b, 0x2a, 0xbe, 0x9d, 0x2a, 0x40, 0x3e,
+ 0xe3, 0x53, 0x67, 0xbe, 0x1f, 0xa7, 0xc3, 0xbe, 0xda, 0xa1, 0xc1, 0xbe,
+ 0xd6, 0xbe, 0x9d, 0xbe, 0xaf, 0x52, 0xd5, 0x3d, 0x05, 0x42, 0xbb, 0xbe,
+ 0x8a, 0x4a, 0xd0, 0x3e, 0x3e, 0xe6, 0x20, 0xbc, 0x7c, 0x71, 0xd7, 0x3e,
+ 0x30, 0xc5, 0x1f, 0x3f, 0xcd, 0xca, 0xe0, 0xbd, 0x36, 0x53, 0xb2, 0x3e,
+ 0x20, 0x64, 0xa0, 0xbe, 0x3a, 0x4c, 0xd2, 0xbe, 0xf5, 0x70, 0x9b, 0xbd,
+ 0x2c, 0xf8, 0x12, 0x3f, 0xcd, 0xc4, 0xcc, 0x3e, 0x04, 0x6c, 0x68, 0xbe,
+ 0xda, 0x3a, 0xdb, 0xbe, 0x73, 0x84, 0x4c, 0x3d, 0x0f, 0xff, 0x86, 0xbe,
+ 0xc0, 0x7c, 0x86, 0xbe, 0x94, 0x4a, 0x0d, 0xbf, 0x7f, 0x95, 0x55, 0x3d,
+ 0x0a, 0x07, 0x85, 0x3e, 0xf2, 0x31, 0xee, 0xbe, 0xcf, 0x99, 0x0d, 0x3f,
+ 0xf2, 0x02, 0x7a, 0x3d, 0xeb, 0x44, 0x82, 0x3e, 0x3b, 0xb9, 0xff, 0x3c,
+ 0x4c, 0x7d, 0xe3, 0x3e, 0x96, 0xb0, 0xb2, 0x3e, 0xb9, 0xf7, 0x5e, 0xbd,
+ 0xb4, 0x43, 0xb2, 0x3e, 0x3e, 0x16, 0x8e, 0x3c, 0x0f, 0x9d, 0x30, 0x3c,
+ 0x1c, 0xf8, 0xd9, 0xbc, 0x8d, 0x50, 0xae, 0xbe, 0x4e, 0x24, 0x72, 0x3f,
+ 0xca, 0x18, 0x9b, 0xbe, 0x9f, 0xf7, 0x1b, 0xbf, 0xd9, 0x46, 0xcc, 0xbe,
+ 0x01, 0x9b, 0x20, 0xbe, 0x57, 0x0b, 0xba, 0x3e, 0xd8, 0xee, 0x09, 0xbd,
+ 0x0e, 0xe2, 0xc7, 0x3d, 0xc8, 0xe0, 0xe5, 0x3b, 0xf2, 0xfe, 0x91, 0x3e,
+ 0x8f, 0xc2, 0xa8, 0xbe, 0x53, 0xd6, 0x82, 0xbd, 0xda, 0x7c, 0xc6, 0xbe,
+ 0x3b, 0x06, 0x41, 0xbc, 0xcf, 0x57, 0xba, 0xbe, 0x88, 0xd2, 0xaf, 0x3e,
+ 0xb6, 0x04, 0xe0, 0xbe, 0x99, 0xb5, 0x09, 0x3e, 0xb4, 0xb3, 0xc1, 0xbe,
+ 0x9b, 0x61, 0x9e, 0xbd, 0x4c, 0x4a, 0x4e, 0xbf, 0x35, 0x7b, 0xc1, 0x3d,
+ 0xf5, 0x3e, 0x88, 0xbe, 0x3c, 0x92, 0x17, 0xbe, 0x9c, 0x7f, 0xa1, 0xbe,
+ 0xa9, 0xd3, 0x2d, 0x3f, 0xcc, 0x05, 0xb8, 0x3e, 0x3b, 0xec, 0xee, 0x3d,
+ 0xbb, 0x1b, 0x84, 0x3c, 0x26, 0xa7, 0x18, 0x3d, 0x6a, 0x97, 0xbb, 0x3e,
+ 0x64, 0x0d, 0x1f, 0xbe, 0x7d, 0xab, 0xdc, 0x3e, 0xae, 0x4d, 0x70, 0xbe,
+ 0xfe, 0x89, 0x0f, 0xbe, 0x5c, 0x9b, 0xa2, 0x3e, 0xcd, 0xac, 0xe4, 0xbe,
+ 0xda, 0x02, 0x49, 0xbf, 0x24, 0xcb, 0x8d, 0xba, 0x01, 0x6f, 0x15, 0x3d,
+ 0xa8, 0x3a, 0x82, 0xbe, 0x0c, 0x59, 0xfe, 0xbe, 0x5e, 0x10, 0x42, 0x3e,
+ 0x08, 0x04, 0x2a, 0xbd, 0xca, 0x96, 0xd4, 0x3e, 0x6e, 0x5b, 0x9e, 0xbd,
+ 0xe4, 0xba, 0x3f, 0xbf, 0x5e, 0xab, 0x70, 0xbd, 0x59, 0xa1, 0x54, 0x3e,
+ 0xfb, 0xf4, 0x87, 0xbe, 0x6f, 0x2d, 0x90, 0xbd, 0x8f, 0xd8, 0xc6, 0x3c,
+ 0xe9, 0x9f, 0x01, 0x3f, 0x16, 0x81, 0xc1, 0xbd, 0xfc, 0x14, 0xc2, 0xbd,
+ 0x03, 0x82, 0x2a, 0xbe, 0x8e, 0x59, 0x06, 0x3d, 0x2d, 0x2e, 0x6b, 0xba,
+ 0x9a, 0xf9, 0xeb, 0xbd, 0xcc, 0xc0, 0x84, 0xbe, 0x36, 0x6f, 0x03, 0xbe,
+ 0xae, 0xb7, 0xa6, 0x3e, 0x8b, 0x0d, 0xaf, 0x3d, 0x90, 0x74, 0x1a, 0x3d,
+ 0x90, 0xc6, 0x4b, 0xbe, 0x12, 0xeb, 0xc8, 0xbd, 0x64, 0xb9, 0x03, 0x3f,
+ 0x4f, 0xc9, 0x55, 0xbe, 0xa0, 0xe5, 0xce, 0xbe, 0x3e, 0x65, 0xf7, 0x3d,
+ 0xa7, 0xb5, 0x5a, 0xbe, 0x2a, 0x45, 0x01, 0xbe, 0x34, 0x36, 0x33, 0x3f,
+ 0x70, 0x43, 0xad, 0xbe, 0xd9, 0x1b, 0xd1, 0x3d, 0xc7, 0x37, 0xa3, 0xbe,
+ 0xf4, 0xca, 0xaf, 0x3e, 0xe4, 0x2e, 0x32, 0xbe, 0x69, 0x42, 0x34, 0xbf,
+ 0xf1, 0xa8, 0x32, 0x3e, 0x8c, 0x76, 0xba, 0xbe, 0x24, 0x0d, 0x2f, 0xbd,
+ 0xf7, 0x39, 0x19, 0xbf, 0xc7, 0xe0, 0xfb, 0xbe, 0x52, 0x63, 0x4a, 0xbf,
+ 0x3d, 0x6c, 0x48, 0xbe, 0x65, 0xd9, 0x43, 0x3f, 0x9b, 0x80, 0x44, 0x3f,
+ 0x58, 0x6c, 0xd3, 0xbd, 0xff, 0xda, 0x63, 0xbe, 0xef, 0x2c, 0xa0, 0x3e,
+ 0x85, 0x03, 0x1a, 0xbf, 0x92, 0x79, 0xcb, 0xbe, 0xf4, 0xed, 0xca, 0xbe,
+ 0x7c, 0x1d, 0x02, 0x3d, 0x8d, 0xc2, 0x6f, 0x3e, 0x92, 0x58, 0x83, 0xbe,
+ 0xc0, 0x7d, 0x34, 0x3d, 0x7e, 0x2a, 0x02, 0xbe, 0x40, 0x98, 0x3f, 0x3d,
+ 0x10, 0xe9, 0x78, 0xbd, 0xf4, 0xeb, 0x62, 0x3d, 0xb0, 0x35, 0x35, 0x3c,
+ 0x30, 0xbe, 0x45, 0x3c, 0xce, 0xdb, 0xd7, 0x3d, 0x20, 0xfa, 0xaa, 0xbb,
+ 0xa3, 0xd5, 0x02, 0xbe, 0x80, 0x52, 0xfb, 0xbb, 0xa4, 0x64, 0xd1, 0xbd,
+ 0xb0, 0x75, 0xf0, 0xbd, 0xe0, 0x08, 0x48, 0xbc, 0x52, 0xc9, 0xbf, 0xbd,
+ 0xea, 0x03, 0xfb, 0xbd, 0x80, 0xf2, 0x4e, 0xbc, 0x36, 0xd6, 0x01, 0xbe,
+ 0x4e, 0x33, 0xd5, 0x3d, 0x8d, 0xd9, 0x0a, 0x3e, 0x9c, 0x0e, 0x9b, 0xbd,
+ 0x90, 0x0a, 0xca, 0x3d, 0x98, 0xaf, 0xc9, 0x3c, 0x02, 0xdc, 0xe3, 0x3d,
+ 0x18, 0xd5, 0xad, 0x3d, 0x58, 0x95, 0x22, 0xbd, 0xe2, 0x9f, 0xfa, 0x3d,
+ 0xea, 0xc8, 0xa9, 0x3d, 0x78, 0xc4, 0x88, 0x3c, 0xb4, 0x2d, 0x71, 0x3d,
+ 0x30, 0x14, 0x1b, 0x3c, 0xc5, 0x11, 0x07, 0xbe, 0x30, 0x1d, 0x38, 0x3c,
+ 0xc2, 0x83, 0xe4, 0x3d, 0x60, 0x69, 0x04, 0xbe, 0xf4, 0xd1, 0x8a, 0xbd,
+ 0xf8, 0x76, 0xd0, 0xbd, 0x8e, 0xa0, 0xa0, 0x3d, 0x30, 0x6b, 0x4a, 0x3c,
+ 0x90, 0x2a, 0x14, 0x3c, 0x98, 0x9b, 0xc6, 0xbd, 0x04, 0xd9, 0x8b, 0x3d,
+ 0xe0, 0xcd, 0xa5, 0x3c, 0x3a, 0xd9, 0xe5, 0x3d, 0xd0, 0x3b, 0xdd, 0x3c,
+ 0x9c, 0x8f, 0x8a, 0x3d, 0x18, 0xef, 0x89, 0x3d, 0x00, 0x1f, 0x37, 0xbc,
+ 0x7e, 0x01, 0x93, 0x3d, 0x36, 0x73, 0xce, 0xbd, 0xdc, 0x6e, 0xdd, 0xbc,
+ 0x18, 0xa2, 0xb4, 0xbc, 0xc0, 0x67, 0xbe, 0x3b, 0xa8, 0x9f, 0xbd, 0xbd,
+ 0x22, 0x4f, 0x8f, 0x3d, 0xde, 0x6f, 0xbe, 0x3d, 0xb8, 0x36, 0xaf, 0x3d,
+ 0x60, 0x41, 0xac, 0x3d, 0x11, 0xbd, 0x08, 0x3e, 0xf6, 0x90, 0xb1, 0xbd,
+ 0xd6, 0x76, 0xe6, 0x3d, 0x70, 0x96, 0x4a, 0xbd, 0x00, 0x4e, 0x76, 0xba,
+ 0x70, 0xc2, 0x5d, 0x3d, 0x14, 0x39, 0xb5, 0x3d, 0x64, 0x3e, 0x91, 0x3d,
+ 0x6a, 0x6f, 0xae, 0x3d, 0xa6, 0x80, 0xe6, 0xbd, 0xc2, 0xbb, 0xe7, 0x3d,
+ 0x70, 0x6d, 0xc1, 0x3d, 0x3a, 0x06, 0x4f, 0xbd, 0x84, 0xce, 0xba, 0xbd,
+ 0xe0, 0xc9, 0x70, 0xbc, 0x20, 0x82, 0xd7, 0xbd, 0x26, 0x29, 0x0d, 0xbe,
+ 0x10, 0x5e, 0x07, 0x3d, 0xd0, 0xd7, 0x23, 0xbc, 0x20, 0xf7, 0x67, 0xbc,
+ 0xa0, 0x6e, 0xbd, 0x3c, 0x54, 0xb5, 0xde, 0x3d, 0x58, 0xdf, 0x6c, 0x3d,
+ 0x4e, 0x18, 0x22, 0xbd, 0xc6, 0x14, 0xd7, 0xbd, 0x70, 0x8c, 0x6e, 0x3c,
+ 0x9d, 0xc2, 0xde, 0xbd, 0xdb, 0xf2, 0x0b, 0x3e, 0x89, 0x8d, 0x01, 0x3e,
+ 0x10, 0x7e, 0x4d, 0xbc, 0x00, 0x08, 0x57, 0x3a, 0x95, 0xcd, 0x04, 0x3e,
+ 0xd0, 0x63, 0xd3, 0x3c, 0xe8, 0x8f, 0xbf, 0xbc, 0x9b, 0x0c, 0x89, 0xbd,
+ 0xa8, 0xee, 0xa1, 0xbd, 0x2c, 0x51, 0x6b, 0x3d, 0x98, 0x14, 0xd7, 0x3c,
+ 0xc6, 0xa1, 0x0b, 0xbe, 0x3b, 0x93, 0x0c, 0x3e, 0x2c, 0x40, 0x8c, 0xbc,
+ 0xa4, 0x53, 0xa3, 0x3d, 0x50, 0xe8, 0xa2, 0xbd, 0x58, 0x34, 0xb3, 0xbc,
+ 0x48, 0xfb, 0x4b, 0xbd, 0x11, 0x95, 0xf8, 0xbd, 0x08, 0x8a, 0xe0, 0xbd,
+ 0x94, 0xc1, 0x9c, 0xbc, 0xef, 0xdf, 0xa6, 0xbd, 0x12, 0x3f, 0x88, 0xbd,
+ 0xe0, 0xb1, 0x71, 0xbd, 0x48, 0x1e, 0xb9, 0x3d, 0x0e, 0xca, 0xc0, 0x3d,
+ 0x80, 0x6b, 0x58, 0xbd, 0xf0, 0x97, 0xcc, 0x3d, 0xe2, 0x73, 0x93, 0xbd,
+ 0xf2, 0xd7, 0xb1, 0xbd, 0x3c, 0xc4, 0x35, 0xbd, 0x3c, 0xce, 0x63, 0x3d,
+ 0x13, 0x9d, 0x74, 0xbd, 0x0c, 0xf1, 0x96, 0xbd, 0xda, 0x6f, 0x84, 0xbe,
+ 0x33, 0x8d, 0x63, 0x3d, 0x15, 0x29, 0xc9, 0x3d, 0x05, 0x8a, 0x71, 0xbb,
+ 0x0f, 0x1f, 0x26, 0x3e, 0x49, 0xda, 0xf5, 0x3d, 0x73, 0x9d, 0x11, 0xbf,
+ 0xa1, 0xea, 0x54, 0xbd, 0x44, 0x30, 0x7b, 0xbe, 0xa9, 0x13, 0x55, 0xbe,
+ 0xfc, 0x4c, 0x05, 0xbe, 0xf4, 0xf2, 0x9e, 0xbe, 0x39, 0xca, 0x2e, 0xbc,
+ 0x7c, 0x3f, 0x2c, 0x3e, 0x6c, 0x88, 0x41, 0xbe, 0x10, 0x50, 0x1c, 0xbe,
+ 0xec, 0x33, 0x86, 0x3d, 0x6d, 0x06, 0x75, 0x3d, 0xb8, 0x35, 0x99, 0xbd,
+ 0x26, 0x98, 0x89, 0x3d, 0xf5, 0xac, 0x85, 0xbc, 0x0a, 0x4f, 0xaf, 0xbd,
+ 0x32, 0xbd, 0x89, 0x3e, 0x9a, 0xe0, 0xa4, 0x3d, 0xbd, 0x68, 0xbb, 0x3d,
+ 0xe0, 0xa2, 0x0d, 0x3b, 0xfd, 0xba, 0x8c, 0xbc, 0x44, 0xc1, 0xcf, 0xbe,
+ 0xc2, 0xd2, 0xef, 0xbb, 0xa8, 0x3f, 0x8c, 0xbe, 0x6d, 0x29, 0x81, 0x3c,
+ 0xe8, 0x58, 0x0a, 0xbe, 0x65, 0xf3, 0x01, 0x3e, 0xc0, 0x94, 0x16, 0x3e,
+ 0xc3, 0x0a, 0x1e, 0x3e, 0x05, 0x5e, 0xd3, 0xbe, 0x97, 0xf8, 0xc9, 0xbe,
+ 0xce, 0x4c, 0x39, 0x3d, 0x66, 0x32, 0xa4, 0x3d, 0xbe, 0x01, 0x07, 0xbe,
+ 0x9e, 0x9b, 0x35, 0x3d, 0x73, 0x7a, 0x11, 0xbf, 0x20, 0x96, 0x79, 0xbd,
+ 0xcc, 0x62, 0xa3, 0xbe, 0x01, 0x32, 0xb7, 0xbd, 0x8f, 0xb6, 0x53, 0xbe,
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+ 0x8f, 0xc3, 0xb0, 0xbc, 0x2a, 0x72, 0x17, 0xbf, 0x68, 0xd0, 0xb1, 0xbd,
+ 0x1b, 0x18, 0xf8, 0x3e, 0x31, 0x10, 0x3a, 0x3e, 0xc5, 0xc4, 0xa8, 0xbf,
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+ 0xd4, 0xe4, 0x33, 0xbf, 0x63, 0x25, 0x8c, 0x3e, 0xc3, 0x0d, 0xf8, 0x3d,
+ 0x3b, 0x19, 0x39, 0xbc, 0xf2, 0x3c, 0x18, 0x3f, 0x9b, 0x13, 0x3f, 0x3f,
+ 0x42, 0xab, 0x91, 0xbd, 0x77, 0x7d, 0x52, 0xbf, 0x5f, 0x4b, 0x04, 0xbe,
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+ 0xca, 0xaf, 0x3b, 0xbd, 0xc9, 0x6c, 0x88, 0x3f, 0x40, 0x92, 0xb2, 0x3e,
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+ 0xff, 0x14, 0x19, 0x3e, 0x43, 0x6c, 0x0d, 0xbf, 0x83, 0xb0, 0x1a, 0x3f,
+ 0x6b, 0xc4, 0x9a, 0xbd, 0xc6, 0x90, 0x14, 0xbf, 0xca, 0xc7, 0x95, 0x3d,
+ 0x4e, 0x8e, 0x1e, 0xbf, 0x8b, 0x4e, 0x81, 0xbd, 0x18, 0x67, 0xa0, 0x3e,
+ 0x1e, 0x02, 0x75, 0x3f, 0x12, 0xec, 0x0c, 0x3f, 0x06, 0xc9, 0xfc, 0xbe,
+ 0x52, 0x15, 0xa6, 0x3e, 0x49, 0x08, 0x5c, 0xbd, 0x48, 0x8f, 0x27, 0xbe,
+ 0x27, 0x9b, 0x32, 0xbf, 0x39, 0x7f, 0x48, 0x3e, 0x32, 0x3d, 0xe0, 0xbe,
+ 0xaa, 0xdb, 0xcf, 0x3d, 0xed, 0x28, 0x47, 0x3f, 0x2b, 0x91, 0x74, 0xbf,
+ 0x01, 0x7e, 0x52, 0xbf, 0xa0, 0xb0, 0xf3, 0xbe, 0x77, 0x5c, 0xc3, 0xbd,
+ 0xf6, 0x6f, 0xad, 0x3d, 0xe4, 0x92, 0x73, 0x3e, 0x37, 0x93, 0xfb, 0xbe,
+ 0x10, 0x17, 0xff, 0x3e, 0x7a, 0x08, 0x1a, 0x3f, 0x97, 0xfb, 0x00, 0x3e,
+ 0xbb, 0x2b, 0x75, 0xbe, 0x6d, 0xdc, 0x1a, 0x3e, 0x88, 0x04, 0x1b, 0xbe,
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+ 0xb2, 0xd2, 0x8e, 0xbf, 0x40, 0x20, 0x4a, 0xbe, 0x0b, 0xfd, 0x2e, 0xbf,
+ 0xf0, 0xfa, 0x25, 0xbe, 0x3b, 0x54, 0x35, 0x3f, 0x20, 0x40, 0x2e, 0xbf,
+ 0x2d, 0x06, 0x17, 0xbe, 0x9d, 0x0f, 0xf5, 0x3d, 0x77, 0x4e, 0xf2, 0x3e,
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+ 0xc4, 0x8c, 0x23, 0xbd, 0x7b, 0xc4, 0x27, 0xbe, 0x14, 0x71, 0xc8, 0x3d,
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+ 0xe7, 0x29, 0x2c, 0x3e, 0x61, 0x15, 0xc5, 0xbd, 0xc8, 0x31, 0x84, 0x3c,
+ 0x82, 0xec, 0x29, 0xbe, 0x0d, 0xbb, 0xe9, 0x3d, 0x11, 0xf6, 0xe6, 0xbc,
+ 0x18, 0xb7, 0x56, 0xbd, 0x13, 0x7f, 0x0b, 0xbd, 0xa5, 0xce, 0x4c, 0xbd,
+ 0x63, 0x6b, 0xaa, 0x3d, 0x00, 0xad, 0x85, 0xbd, 0xb3, 0x83, 0xf0, 0x3d,
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+ 0x7d, 0x10, 0x01, 0xbe, 0x74, 0x84, 0xc1, 0x3c, 0xd2, 0xcd, 0xb4, 0xbd,
+ 0x37, 0xa8, 0x5b, 0x3c, 0x97, 0x65, 0x35, 0x3e, 0xc9, 0x31, 0x16, 0xbc,
+ 0x2a, 0xa6, 0x4f, 0x3e, 0x10, 0xf6, 0xbf, 0xbc, 0x59, 0xe0, 0xe1, 0xbd,
+ 0xa1, 0xfc, 0xc0, 0x3d, 0xd8, 0x1c, 0x2e, 0xbe, 0x4c, 0x6c, 0x7f, 0xbd,
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+ 0x99, 0xe0, 0x8e, 0xbe, 0xb3, 0x66, 0xbe, 0x3e, 0x0e, 0xa0, 0xd8, 0xbb,
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+ 0xca, 0x95, 0xbe, 0xbe, 0xa3, 0x17, 0x12, 0xbe, 0xd8, 0xd3, 0x92, 0x3c,
+ 0xa4, 0xef, 0xcf, 0x3c, 0x17, 0x74, 0x14, 0x3e, 0x62, 0xc1, 0xfa, 0x3d,
+ 0xc9, 0xdb, 0x06, 0xbe, 0xd8, 0x37, 0xd6, 0xbd, 0xdc, 0x8f, 0xef, 0xbd,
+ 0xce, 0xdf, 0x1e, 0x3e, 0xe8, 0x9a, 0xce, 0x3d, 0x19, 0x25, 0xc3, 0xbe,
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+ 0x04, 0x01, 0x00, 0x3e, 0x8d, 0x53, 0x9b, 0x3d, 0x66, 0x85, 0x18, 0xbd,
+ 0x4a, 0x6c, 0x10, 0x3f, 0x41, 0xfd, 0x28, 0x3e, 0xc3, 0x02, 0xe3, 0xbb,
+ 0xd2, 0xba, 0xa6, 0xbd, 0x58, 0xd5, 0x85, 0xbe, 0xc0, 0xb5, 0x3a, 0x3b,
+ 0xa5, 0x74, 0x91, 0xbd, 0x7c, 0x99, 0x2d, 0xbe, 0xf9, 0xa5, 0x43, 0x3d,
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+ 0xb0, 0x7b, 0x1d, 0x3d, 0xf7, 0x3c, 0x75, 0x3e, 0x73, 0x5f, 0x0c, 0x3d,
+ 0x7e, 0x1e, 0x1c, 0x3e, 0xf8, 0xf3, 0xf0, 0x3e, 0xcc, 0x95, 0x51, 0xbf,
+ 0x4d, 0xfb, 0x4b, 0x3e, 0x99, 0x12, 0x92, 0x3e, 0x8a, 0x4c, 0x6b, 0xbf,
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+ 0x05, 0xa0, 0x8d, 0x3e, 0xcb, 0xc8, 0x76, 0xbd, 0xb4, 0x99, 0x9b, 0x3f,
+ 0x38, 0x99, 0xa2, 0xbd, 0x90, 0xd1, 0xdd, 0xbd, 0x0e, 0x53, 0xf4, 0x3d,
+ 0xe4, 0x15, 0x25, 0x3e, 0x37, 0x25, 0xf2, 0x3d, 0x0d, 0x88, 0xf7, 0xbe,
+ 0x65, 0x4e, 0x14, 0x3f, 0x3f, 0x5b, 0x17, 0x3e, 0x2e, 0xa3, 0x29, 0x3f,
+ 0x4e, 0x98, 0xed, 0xbc, 0xcd, 0xa7, 0x04, 0xbf, 0x91, 0x68, 0x81, 0x3e,
+ 0x18, 0x87, 0x94, 0xbd, 0x83, 0xfa, 0x04, 0x3f, 0x7a, 0xb7, 0x80, 0xbe,
+ 0xbe, 0x0d, 0xb2, 0xbe, 0x49, 0xde, 0x12, 0xbe, 0x5b, 0xf5, 0xa6, 0xbe,
+ 0xc9, 0x52, 0xd6, 0xbf, 0xb1, 0x81, 0x3e, 0xbf, 0x67, 0x56, 0x91, 0xbd,
+ 0x4d, 0x1f, 0x11, 0xbd, 0xea, 0xdd, 0x01, 0xbd, 0xee, 0x4d, 0x14, 0xbf,
+ 0x57, 0x58, 0xf6, 0xbe, 0x59, 0x3f, 0xba, 0x3e, 0x96, 0x82, 0x8d, 0xbd,
+ 0x9f, 0xc9, 0x30, 0xbf, 0xa1, 0x7b, 0x55, 0x3e, 0x3b, 0xb7, 0x9c, 0xbd,
+ 0x5e, 0xd2, 0x92, 0xbe, 0x03, 0xc1, 0x92, 0xbe, 0x60, 0x81, 0x6c, 0x3e,
+ 0xef, 0x96, 0xe1, 0x3d, 0xb8, 0xd6, 0x08, 0x3f, 0x15, 0x3f, 0x0e, 0xbd,
+ 0x2a, 0x8d, 0x3d, 0x3d, 0xf3, 0x21, 0x8b, 0xba, 0xdd, 0x31, 0xf5, 0x3e,
+ 0x5f, 0x66, 0x0a, 0x3f, 0xd8, 0x56, 0x2a, 0xbe, 0x6d, 0x7c, 0x64, 0xbe,
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+ 0xf5, 0xfe, 0x1b, 0xbf, 0xec, 0xb3, 0x52, 0xbf, 0x7d, 0x2d, 0xbd, 0x3f,
+ 0x78, 0xe8, 0xde, 0x3e, 0x27, 0xb5, 0xdb, 0xbd, 0x98, 0x21, 0xba, 0xbe,
+ 0xa6, 0x2c, 0xeb, 0x3e, 0xfa, 0x04, 0xc6, 0x3e, 0x6a, 0xd9, 0xff, 0xbe,
+ 0x89, 0x1d, 0x95, 0x3e, 0x90, 0xc8, 0xa4, 0x3f, 0x21, 0xb5, 0xcb, 0xbe,
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+ 0x56, 0x0d, 0xfb, 0x3d, 0x50, 0xe3, 0x1a, 0x3b, 0x08, 0xae, 0xc6, 0xbd,
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+ 0xbb, 0xeb, 0xc6, 0xbd, 0xad, 0xb7, 0xef, 0x3d, 0x32, 0x2f, 0x9b, 0x3d,
+ 0x38, 0x52, 0x43, 0x3e, 0x68, 0x27, 0x05, 0xbe, 0x61, 0xdf, 0xea, 0x3d,
+ 0xb3, 0x1a, 0x1a, 0xbf, 0x6c, 0xb2, 0xc6, 0xbd, 0xd8, 0x77, 0x13, 0xbe,
+ 0x12, 0x1c, 0x10, 0x3d, 0x59, 0xcf, 0xd0, 0xbc, 0x92, 0x62, 0xaf, 0xbe,
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+ 0x11, 0xb8, 0xc7, 0x3f, 0x0f, 0x1d, 0x59, 0x3f, 0xb0, 0x3a, 0x24, 0x3f,
+ 0xc5, 0xa6, 0x88, 0x3e, 0x30, 0x3e, 0xd2, 0x3d, 0x90, 0xfd, 0xdf, 0xbe,
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+ 0xc7, 0x32, 0xfa, 0x3e, 0xfb, 0xf4, 0x4f, 0xbe, 0xa7, 0x0f, 0x05, 0xbf,
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+ 0x6f, 0x23, 0xff, 0xbf, 0xda, 0x3a, 0x62, 0xbd, 0x6d, 0x23, 0xa2, 0xbe,
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+ 0x43, 0x45, 0x63, 0x3f, 0xfb, 0x33, 0xc4, 0xbe, 0xda, 0xfc, 0x80, 0xbe,
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+ 0xab, 0xc4, 0x8b, 0x3e, 0xc1, 0x50, 0x31, 0xbe, 0x8f, 0xe8, 0x2c, 0xbf,
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+ 0x03, 0xc2, 0x57, 0x3f, 0x69, 0xab, 0xcc, 0xbd, 0x5d, 0xc8, 0x11, 0x3d,
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+ 0x4c, 0x29, 0x0e, 0xbe, 0x80, 0x9b, 0x25, 0x3d, 0x49, 0xe3, 0x95, 0xbd,
+ 0x4a, 0x5a, 0xbd, 0xbe, 0x55, 0xc1, 0x5c, 0x3d, 0x26, 0x02, 0xbd, 0xbe,
+ 0xd5, 0xd0, 0xd1, 0x3e, 0xe9, 0x17, 0xcd, 0x3d, 0xe7, 0x16, 0x79, 0x3e,
+ 0x5d, 0xc5, 0x25, 0x3d, 0x03, 0xbd, 0x83, 0xbe, 0x29, 0xfe, 0xce, 0x3c,
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+ 0x17, 0x99, 0xc2, 0x3e, 0xd5, 0x3a, 0xf9, 0xbc, 0xfc, 0xef, 0x7b, 0xbe,
+ 0x2f, 0x7c, 0x31, 0xbe, 0xb1, 0x4a, 0x35, 0x3d, 0x01, 0xd1, 0x62, 0x3e,
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+ 0x06, 0xc6, 0xe0, 0xbd, 0x44, 0xe7, 0x09, 0x3d, 0xbb, 0x20, 0x36, 0x3e,
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+ 0x9f, 0x10, 0x3a, 0x3e, 0x92, 0x43, 0x8d, 0xbd, 0x9f, 0xec, 0xb5, 0xbe,
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+ 0xe1, 0x17, 0x72, 0x3e, 0x4e, 0xcc, 0xf7, 0xbd, 0x1a, 0xf3, 0x01, 0x3e,
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+ 0x61, 0x3e, 0x3f, 0x3e, 0x53, 0x44, 0xfe, 0x3d, 0x6e, 0xb7, 0x42, 0x3e,
+ 0x17, 0x1e, 0x73, 0xbd, 0x40, 0xcb, 0x20, 0xbe, 0xb6, 0x74, 0xe8, 0xbd,
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+ 0xfb, 0x43, 0x98, 0xbe, 0x6f, 0xba, 0x4c, 0x3c, 0x0a, 0x81, 0x09, 0xbf,
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+ 0x2f, 0x9f, 0xf3, 0x3d, 0xc7, 0x24, 0x79, 0xbc, 0xd7, 0x84, 0xa1, 0xbc,
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+ 0x3e, 0xd1, 0xe9, 0x3c, 0x6d, 0x5b, 0xf6, 0xbd, 0x8f, 0x92, 0x79, 0xbe,
+ 0xd5, 0xea, 0x44, 0x3e, 0x94, 0x19, 0x62, 0xbc, 0x1c, 0x74, 0x5b, 0xbe,
+ 0x71, 0xf4, 0xb2, 0xbd, 0x55, 0x93, 0x12, 0xbe, 0x51, 0x75, 0x76, 0x3e,
+ 0xb9, 0x1c, 0x92, 0x3e, 0x39, 0x14, 0x04, 0xbe, 0x1f, 0xca, 0x8d, 0x3c,
+ 0xb0, 0x97, 0x25, 0xbe, 0xce, 0xfe, 0x38, 0x3d, 0xb7, 0x94, 0x20, 0x3e,
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+ 0x2c, 0x57, 0xa1, 0xbc, 0xd4, 0xdd, 0xb4, 0x3d, 0x2a, 0xdc, 0x9e, 0x3d,
+ 0x86, 0xd9, 0x55, 0xbd, 0x73, 0xb7, 0x02, 0xbe, 0x66, 0xd4, 0x58, 0xbe,
+ 0x6e, 0x92, 0xc1, 0xbe, 0x91, 0x13, 0xbc, 0x3f, 0x4f, 0x20, 0xbf, 0xbd,
+ 0xb3, 0x6f, 0x8a, 0x3f, 0x02, 0xc5, 0x4e, 0x3e, 0x7a, 0x2f, 0x57, 0x3f,
+ 0x4c, 0x14, 0xfb, 0x3a, 0x85, 0xd5, 0x58, 0x3d, 0x12, 0x08, 0xe4, 0xbe,
+ 0xf9, 0x45, 0x87, 0xbf, 0x89, 0x5d, 0x38, 0x3f, 0x3f, 0x35, 0x96, 0xbe,
+ 0xf6, 0x4c, 0xa2, 0x3d, 0x57, 0x1b, 0x3b, 0x3e, 0x29, 0xf0, 0x67, 0xbe,
+ 0x3c, 0xd3, 0x0e, 0xbe, 0xe3, 0x65, 0xf3, 0xbd, 0x7c, 0x8e, 0xfa, 0xbe,
+ 0xcf, 0x4d, 0x2a, 0xbf, 0x50, 0xd3, 0xf1, 0xbc, 0xf3, 0x32, 0x61, 0x3f,
+ 0x44, 0xd7, 0x49, 0x3f, 0x09, 0x56, 0x00, 0xbf, 0xf7, 0xb4, 0xb4, 0xbe,
+ 0x41, 0xd8, 0xfc, 0xbc, 0xb1, 0x44, 0x78, 0x3e, 0x28, 0x5a, 0xf7, 0xbd,
+ 0xb5, 0x93, 0xa0, 0xbf, 0xc5, 0x57, 0xa8, 0xbd, 0x15, 0xc7, 0xb7, 0xbe,
+ 0x7c, 0x90, 0x3c, 0x3f, 0x6a, 0x03, 0x75, 0xbf, 0x84, 0xe3, 0x04, 0xbe,
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+ 0x06, 0xf2, 0xd6, 0x3e, 0xca, 0x99, 0x00, 0xbf, 0xa7, 0xda, 0x1d, 0xbe,
+ 0x25, 0x3e, 0xb8, 0xbe, 0xbb, 0xdf, 0x38, 0xbe, 0xa5, 0xd9, 0x01, 0xbe,
+ 0x45, 0x20, 0x5a, 0x3e, 0xb2, 0xc3, 0x3d, 0xbe, 0x66, 0xb5, 0x99, 0x3f,
+ 0xba, 0x6a, 0xca, 0xbe, 0x8e, 0xc3, 0xf9, 0xbd, 0x03, 0xae, 0x6a, 0x3e,
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+ 0x17, 0xd9, 0xac, 0xbd, 0x3c, 0xa9, 0xd5, 0x3c, 0xdf, 0x54, 0x43, 0x3e,
+ 0x0d, 0x3c, 0x3f, 0xbe, 0x92, 0x3d, 0x95, 0x3e, 0xdc, 0x05, 0xdc, 0xbd,
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+ 0xe9, 0x7d, 0xb3, 0x3d, 0xa0, 0xd9, 0x6d, 0x3e, 0xd1, 0xd8, 0x4a, 0xbd,
+ 0xc4, 0x22, 0xc7, 0xbe, 0xa7, 0x9c, 0x8c, 0xbc, 0x56, 0x7c, 0x3b, 0x3e,
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+ 0x4b, 0x9b, 0xc1, 0xbe, 0x59, 0x39, 0x2c, 0x3d, 0xc6, 0xe8, 0x92, 0xbe,
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+ 0x1d, 0x06, 0x4f, 0xbe, 0x47, 0xee, 0xae, 0xbd, 0x27, 0x57, 0xe4, 0xbd,
+ 0x0e, 0x96, 0xe4, 0x3d, 0x79, 0xe4, 0x2e, 0xbe, 0x8f, 0x91, 0xdd, 0xbd,
+ 0x70, 0x8c, 0xf3, 0x3c, 0x8b, 0xa6, 0xf5, 0xbd, 0x74, 0xca, 0x5e, 0x3d,
+ 0xfa, 0x82, 0xe8, 0xbe, 0xad, 0xc0, 0x8c, 0xbe, 0x8a, 0x6b, 0x03, 0xbc,
+ 0x59, 0xb7, 0x23, 0xbe, 0xb2, 0x20, 0x4b, 0x3d, 0x15, 0x7b, 0xb1, 0xbd,
+ 0x81, 0xa4, 0x92, 0x3e, 0x4b, 0x7d, 0xd5, 0x3d, 0x73, 0x8e, 0xce, 0xbe,
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+ 0xa6, 0xdd, 0xcb, 0xbe, 0xe6, 0xe8, 0x36, 0x3f, 0x11, 0x95, 0xa2, 0xbd,
+ 0x8d, 0xc9, 0xec, 0x3e, 0xa0, 0x62, 0xe0, 0xbd, 0x5b, 0x41, 0xd1, 0x3d,
+ 0x29, 0x57, 0x22, 0x3e, 0xdc, 0xb5, 0x28, 0x3d, 0xfb, 0x9b, 0xc3, 0x3d,
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+ 0x42, 0xd8, 0x69, 0xbe, 0xc9, 0xb3, 0xc8, 0x3e, 0x1e, 0x2f, 0x36, 0x3e,
+ 0xca, 0xbb, 0x9c, 0x3e, 0x20, 0xe4, 0x19, 0x3d, 0x60, 0xb4, 0x9f, 0x3d,
+ 0x25, 0x8e, 0x23, 0x3e, 0xe5, 0xae, 0x9f, 0xbe, 0x8f, 0x63, 0x19, 0xbd,
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+ 0x34, 0x1b, 0x63, 0xbe, 0xd9, 0xc3, 0xff, 0xbd, 0x1b, 0x2c, 0x89, 0x3f,
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+ 0xb2, 0x31, 0x06, 0xbe, 0xdd, 0xcf, 0xbb, 0xbe, 0xa1, 0xb0, 0x28, 0x3e,
+ 0xd9, 0x6f, 0x6f, 0x3d, 0x82, 0xee, 0x00, 0xbf, 0xff, 0x1b, 0x0b, 0x3f,
+ 0xba, 0x39, 0x14, 0x3f, 0x46, 0xc8, 0xce, 0x3e, 0xf0, 0x47, 0x2d, 0x3e,
+ 0x79, 0x0e, 0x07, 0xbf, 0x97, 0x39, 0x9b, 0xbc, 0xb1, 0x70, 0x0d, 0xbe,
+ 0x90, 0xc5, 0x10, 0x3d, 0x79, 0xcf, 0xa0, 0x3e, 0xdc, 0xad, 0x03, 0xbf,
+ 0x00, 0x1c, 0xf1, 0xbd, 0x66, 0x72, 0xcd, 0x3c, 0xb6, 0x5f, 0x5e, 0xbd,
+ 0xfb, 0x41, 0x91, 0xbe, 0x3a, 0x1d, 0xdd, 0xbd, 0x5b, 0x00, 0x3b, 0xbf,
+ 0x9f, 0xa2, 0xd2, 0x3e, 0x2c, 0x4c, 0x7a, 0x3e, 0xff, 0x23, 0x32, 0xbf,
+ 0x93, 0x3c, 0xc8, 0xbe, 0x50, 0x7a, 0x50, 0xbd, 0x45, 0xbf, 0xd6, 0xbc,
+ 0xad, 0x8b, 0x06, 0xbe, 0x6b, 0x31, 0x7a, 0x3e, 0x4d, 0x1a, 0x34, 0xbe,
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+ 0x3e, 0xc0, 0x2e, 0x3e, 0x39, 0x7a, 0x36, 0xbe, 0x03, 0xe3, 0xb8, 0xbe,
+ 0x6e, 0xc5, 0x19, 0xbe, 0xc7, 0x01, 0x21, 0xbe, 0x43, 0x92, 0xf1, 0xbc,
+ 0xe4, 0x4e, 0xe2, 0xbd, 0x16, 0x8d, 0x7a, 0x3e, 0x07, 0x72, 0xbb, 0x3d,
+ 0x58, 0xb5, 0x36, 0x3d, 0xb5, 0xc4, 0x5c, 0xbe, 0x50, 0x49, 0x42, 0x3f,
+ 0xe8, 0x18, 0xcd, 0xbd, 0xb7, 0x61, 0xd5, 0xbe, 0x9f, 0xc1, 0x29, 0xbe,
+ 0x56, 0x01, 0x0c, 0xbf, 0xc8, 0xad, 0xa0, 0xbd, 0xac, 0xe0, 0xf0, 0xbe,
+ 0xd2, 0x28, 0x75, 0x3d, 0xb2, 0x7b, 0x21, 0x3f, 0x0d, 0x65, 0x20, 0x3f,
+ 0xe2, 0xdc, 0xa0, 0x3d, 0x1b, 0xf0, 0x7b, 0x3d, 0xd1, 0x85, 0x8f, 0xbe,
+ 0x97, 0xb0, 0x2a, 0x3e, 0x77, 0x64, 0x55, 0xbe, 0x13, 0xaf, 0x6b, 0xbe,
+ 0x7b, 0xc8, 0x06, 0x3d, 0x89, 0xa6, 0x34, 0xbc, 0x7f, 0x7f, 0x20, 0xbe,
+ 0x6d, 0x2a, 0x8f, 0xbd, 0x3f, 0x7f, 0x0a, 0x3d, 0xa0, 0x51, 0xb6, 0xbd,
+ 0xe2, 0xd7, 0x87, 0xbe, 0x5b, 0x47, 0xd0, 0x3d, 0x53, 0xd7, 0x04, 0xbc,
+ 0x36, 0x96, 0x2e, 0x3d, 0x08, 0x02, 0xed, 0x3e, 0x57, 0xab, 0xe4, 0xbd,
+ 0x9a, 0xf5, 0x34, 0xbe, 0xf1, 0xf5, 0x3b, 0x3e, 0x9c, 0xd4, 0x66, 0x3c,
+ 0x0e, 0x56, 0xce, 0x3b, 0xaa, 0xd3, 0xa7, 0x3d, 0xd1, 0x46, 0xee, 0x3e,
+ 0x9b, 0xec, 0x64, 0xbd, 0xe6, 0x23, 0xc2, 0x3e, 0xc3, 0xe9, 0xaf, 0xbe,
+ 0x83, 0x08, 0x38, 0xbc, 0x73, 0x5f, 0xa3, 0x3e, 0xc4, 0xb2, 0x83, 0xbe,
+ 0x11, 0xb7, 0xf8, 0x3e, 0x2c, 0x29, 0x62, 0xbe, 0x29, 0x10, 0x0e, 0xbd,
+ 0xd1, 0x15, 0x48, 0x3e, 0x04, 0x27, 0xfa, 0xbd, 0x7f, 0x26, 0x8d, 0x3d,
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+ 0xf2, 0x76, 0x31, 0xbf, 0x84, 0x36, 0x27, 0x3d, 0x55, 0x99, 0xd5, 0x3d,
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+ 0xf2, 0x66, 0xa2, 0x3e, 0x83, 0xb3, 0x69, 0x3d, 0xa4, 0x5b, 0x86, 0x3e,
+ 0x49, 0x8d, 0x2d, 0x3f, 0x33, 0x73, 0x5b, 0x3f, 0x0f, 0x66, 0x1d, 0xbd,
+ 0x34, 0xc0, 0xee, 0xbe, 0x09, 0x31, 0xd0, 0xbe, 0x6e, 0x7d, 0xb6, 0x3e,
+ 0xe0, 0x32, 0x11, 0xbe, 0xeb, 0x0c, 0xe1, 0x3e, 0xb8, 0x62, 0x10, 0xbf,
+ 0x94, 0xef, 0xac, 0x3e, 0xfe, 0xf2, 0x9c, 0x3f, 0x4a, 0x20, 0x4f, 0xbf,
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+ 0x0a, 0xfa, 0xa2, 0x3e, 0x90, 0x2f, 0xec, 0x3d, 0x0d, 0x35, 0x20, 0x3e,
+ 0x29, 0x14, 0x94, 0x3d, 0xe7, 0x8b, 0xe8, 0xbe, 0x4e, 0xe8, 0x97, 0xbe,
+ 0x1e, 0x2e, 0x87, 0xbe, 0xac, 0xaa, 0x10, 0x3d, 0x49, 0x78, 0x09, 0xbe,
+ 0x6b, 0x07, 0x0d, 0x3f, 0x92, 0xd4, 0xfd, 0xbd, 0xff, 0xe6, 0x22, 0x3c,
+ 0xf5, 0xf2, 0x3a, 0x3f, 0x2c, 0x97, 0x79, 0xbd, 0x90, 0x15, 0xba, 0xbe,
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+ 0x1c, 0x08, 0xc4, 0x3c, 0xa0, 0x34, 0xd1, 0xbf, 0x0d, 0x55, 0x08, 0x3f,
+ 0x0a, 0xd5, 0xe8, 0xbe, 0x3e, 0x8f, 0xda, 0x3e, 0x7a, 0x68, 0x87, 0xbd,
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+ 0xb2, 0x0f, 0xb5, 0x3e, 0xfc, 0x63, 0xed, 0x3e, 0xa2, 0xd8, 0xad, 0xbe,
+ 0xc3, 0x3a, 0xd7, 0x3e, 0x89, 0xde, 0xbe, 0x3e, 0x07, 0x1b, 0xfd, 0xbd,
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+ 0x6b, 0xc9, 0xec, 0xbe, 0x73, 0xc4, 0x0f, 0x3f, 0xe3, 0xe7, 0xe5, 0x3e,
+ 0xd2, 0x7d, 0x05, 0x3e, 0xf7, 0x9d, 0xa4, 0x3e, 0xdc, 0xbe, 0x24, 0xbf,
+ 0x34, 0x21, 0xcd, 0xbd, 0xc5, 0x3f, 0xcc, 0x3d, 0x55, 0x49, 0xf7, 0xbe,
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+ 0xd6, 0x5f, 0x34, 0x3f, 0xab, 0xb5, 0x3f, 0xbb, 0x26, 0x1f, 0x39, 0xbf,
+ 0xd5, 0xd7, 0x67, 0xbe, 0xe9, 0x91, 0x02, 0x3f, 0x3b, 0xc5, 0x02, 0x3e,
+ 0x4b, 0x9c, 0x57, 0x3f, 0xab, 0xc7, 0x21, 0x3e, 0x96, 0x46, 0xbf, 0x3d,
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+ 0xb7, 0x17, 0xcd, 0xbe, 0x0d, 0x4c, 0x0b, 0x3e, 0xd5, 0xf0, 0xe1, 0xbd,
+ 0xa6, 0x38, 0xc7, 0x3e, 0x91, 0xd8, 0x83, 0xbe, 0x54, 0x03, 0xa5, 0x3c,
+ 0x65, 0x34, 0x0a, 0xbf, 0x26, 0xb7, 0xca, 0x3d, 0xf0, 0xa2, 0x70, 0x3d,
+ 0xb5, 0x0b, 0xd7, 0xbd, 0x4f, 0xa0, 0xdc, 0x3e, 0x63, 0x7d, 0x18, 0x3f,
+ 0x38, 0x72, 0x02, 0x3e, 0x60, 0x92, 0x2f, 0xbe, 0xe6, 0x7c, 0xbd, 0x3e,
+ 0xab, 0x78, 0x66, 0x3d, 0x4f, 0x21, 0x5f, 0xbd, 0xbe, 0x32, 0x8e, 0xbe,
+ 0xa7, 0xba, 0xb5, 0xbd, 0xe6, 0x3d, 0xeb, 0x3e, 0x4a, 0x98, 0xf0, 0xbe,
+ 0x72, 0x69, 0xba, 0xbd, 0xaf, 0xfc, 0x5b, 0x3d, 0x83, 0x55, 0x5c, 0x3e,
+ 0xe1, 0x39, 0x14, 0xbf, 0x8b, 0x2e, 0x6e, 0x3d, 0xff, 0x96, 0xf3, 0x3d,
+ 0x9c, 0x09, 0x1d, 0x3e, 0x0b, 0x05, 0x0c, 0x3e, 0x8c, 0x28, 0x4b, 0x3f,
+ 0x3b, 0xa5, 0x42, 0x3e, 0xbd, 0x67, 0x24, 0x3d, 0x79, 0x23, 0x9d, 0xbe,
+ 0xdb, 0x74, 0x52, 0x3d, 0xf8, 0x91, 0x08, 0x3c, 0x23, 0x97, 0x7c, 0x3d,
+ 0x9e, 0xe0, 0xa2, 0xbd, 0x88, 0xab, 0xab, 0xbd, 0xd4, 0x08, 0x21, 0x3e,
+ 0xec, 0x1f, 0x55, 0xbe, 0xfb, 0x7e, 0x98, 0xbd, 0x76, 0xa1, 0x62, 0xbd,
+ 0xdf, 0xb9, 0xdf, 0x3d, 0xcc, 0xb8, 0x7f, 0xbe, 0x2f, 0xa1, 0xfe, 0x3d,
+ 0x20, 0x60, 0x0c, 0x3e, 0x4e, 0xe1, 0x12, 0xbe, 0xc0, 0x9c, 0x54, 0xbd,
+ 0xe1, 0xbd, 0x24, 0x3e, 0x9d, 0xac, 0xea, 0xbd, 0x09, 0x99, 0x9a, 0xbd,
+ 0x8a, 0x6d, 0x1a, 0xbe, 0xa6, 0x32, 0x05, 0x3e, 0x04, 0x2a, 0x34, 0xbe,
+ 0x50, 0xb9, 0x1e, 0xbe, 0xd2, 0xab, 0x0f, 0x3e, 0x30, 0xce, 0x34, 0xbe,
+ 0x7c, 0x82, 0x67, 0x3e, 0x02, 0xf2, 0x99, 0x3d, 0x09, 0x5e, 0xf8, 0xbc,
+ 0xdc, 0x77, 0x66, 0x3e, 0x90, 0x99, 0xfc, 0x3d, 0x79, 0xcb, 0xe4, 0xbd,
+ 0x9f, 0x62, 0x14, 0xbd, 0xe4, 0x05, 0xa3, 0xbd, 0x10, 0x99, 0x45, 0xbe,
+ 0xee, 0x87, 0x5a, 0x3e, 0xaa, 0x0f, 0xff, 0xbd, 0x58, 0x0a, 0xbe, 0x3d,
+ 0x2d, 0x04, 0x8d, 0x3c, 0xe4, 0xd4, 0x46, 0x3e, 0x78, 0xe4, 0x65, 0xbd,
+ 0x2d, 0x05, 0x02, 0xbe, 0x57, 0xdb, 0x06, 0xbe, 0x44, 0x62, 0x03, 0xbd,
+ 0xe1, 0xf8, 0xa6, 0xbe, 0x71, 0xc4, 0x16, 0xbd, 0x38, 0x48, 0xc0, 0xbd,
+ 0xa9, 0xf6, 0xf8, 0x3d, 0xf2, 0x00, 0xba, 0x3e, 0xf5, 0xb1, 0xfa, 0x3a,
+ 0xef, 0xd7, 0xc6, 0x3d, 0x74, 0x4d, 0x6d, 0xbe, 0xe1, 0xe7, 0x37, 0xbe,
+ 0xc5, 0x90, 0x01, 0x3e, 0xc8, 0x0d, 0xa1, 0x3d, 0x19, 0x6e, 0x38, 0xbe,
+ 0xc2, 0x7b, 0xe0, 0x3d, 0x4a, 0x30, 0x80, 0xbd, 0xa4, 0x7c, 0x45, 0xbe,
+ 0x59, 0x4c, 0x9f, 0xbe, 0xcb, 0x4d, 0xb4, 0xbe, 0xdd, 0xe5, 0xe5, 0xbc,
+ 0x17, 0x21, 0x04, 0x3f, 0x36, 0xe6, 0xb1, 0x3e, 0x5b, 0x4c, 0xfc, 0xbd,
+ 0x68, 0xa2, 0xe3, 0xbc, 0x54, 0x3b, 0xe1, 0xbd, 0x8f, 0x60, 0x09, 0x3e,
+ 0x86, 0x78, 0x5d, 0x3e, 0x37, 0x5e, 0x0c, 0xbe, 0x60, 0x6c, 0x22, 0xbd,
+ 0x92, 0x60, 0xe1, 0x3b, 0x43, 0xc6, 0x8f, 0xbc, 0xc4, 0x6a, 0x3f, 0x3e,
+ 0x9e, 0x35, 0xa8, 0x3d, 0xa6, 0x4f, 0xb2, 0x3e, 0x58, 0x8c, 0xa6, 0xbc,
+ 0xad, 0x35, 0x5c, 0xbd, 0x47, 0x6d, 0xd6, 0xbc, 0x9a, 0x97, 0x12, 0xbd,
+ 0x8a, 0xc0, 0xfd, 0x3c, 0x99, 0x54, 0xe9, 0xbd, 0x77, 0x03, 0x34, 0x3e,
+ 0xb6, 0xe2, 0x1d, 0x3c, 0x5a, 0x6a, 0x09, 0x3e, 0xb8, 0x17, 0x8f, 0x3d,
+ 0xe3, 0x84, 0x86, 0xbe, 0x92, 0x4f, 0x2c, 0x3d, 0x22, 0x00, 0x84, 0x3e,
+ 0xaf, 0xb4, 0x2b, 0xbf, 0x86, 0xa8, 0xa7, 0x3e, 0xab, 0xd2, 0x4d, 0xbe,
+ 0x09, 0x0c, 0x4d, 0xbe, 0xe5, 0x4f, 0x9f, 0x3e, 0xbb, 0x0a, 0xa6, 0x3e,
+ 0x89, 0x88, 0x8b, 0xbe, 0x50, 0xa1, 0xb0, 0x3c, 0x44, 0x79, 0x9f, 0x3d,
+ 0xf6, 0x14, 0x57, 0xbe, 0x36, 0x92, 0x53, 0x3e, 0xa1, 0x3a, 0xa7, 0x3e,
+ 0x29, 0xde, 0x73, 0xbe, 0x17, 0x57, 0x81, 0x3d, 0x64, 0xce, 0xf0, 0xbe,
+ 0xb9, 0xf3, 0x0c, 0xbe, 0x8a, 0x27, 0x36, 0x3c, 0x4e, 0x5e, 0x3c, 0xbe,
+ 0xa8, 0x9e, 0x8a, 0x3e, 0x7f, 0x17, 0x16, 0x3e, 0x1f, 0xe4, 0x42, 0xbe,
+ 0xc6, 0xde, 0x04, 0xbe, 0x55, 0x75, 0x64, 0x3d, 0x4d, 0xa5, 0xb7, 0xbd,
+ 0x7a, 0x6e, 0xcb, 0xbd, 0x87, 0xf0, 0x8e, 0x3e, 0x6f, 0xfe, 0xf8, 0x3e,
+ 0x19, 0xa1, 0x06, 0xbe, 0xb7, 0xaf, 0xbc, 0x3f, 0xe2, 0x89, 0x3b, 0x3c,
+ 0xfd, 0xfa, 0xe3, 0x3e, 0xcc, 0x0d, 0xbe, 0xbd, 0xe1, 0xc2, 0x2a, 0x3f,
+ 0x18, 0x88, 0xa4, 0x3e, 0x71, 0xd4, 0x1d, 0x3f, 0x6a, 0x0a, 0x1d, 0xbf,
+ 0x13, 0xf3, 0x32, 0xbf, 0x49, 0x36, 0xec, 0x3d, 0x59, 0x56, 0xaf, 0xbe,
+ 0xcc, 0x41, 0x02, 0xbe, 0x5d, 0x44, 0xbb, 0x3e, 0x06, 0xab, 0x19, 0xbd,
+ 0x58, 0x54, 0x96, 0xbe, 0xd6, 0x27, 0xd2, 0x3e, 0x30, 0x54, 0x4d, 0xbf,
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+ 0x80, 0x0f, 0xfb, 0xbc, 0x5a, 0xbe, 0xa7, 0x3e, 0xbd, 0x18, 0xb2, 0x3e,
+}};
+const int32_t dnn_hiddenlayer_1_kernel_part_0_shape[2] = {117, 115};
+const union {
+ uint8_t bytes[53820];
+ float values[13455];
+} dnn_hiddenlayer_1_kernel_part_0 = {{
+ 0x86, 0x1a, 0x51, 0xbe, 0x53, 0xae, 0x0d, 0xba, 0x7c, 0x86, 0x73, 0xbd,
+ 0x50, 0x49, 0x39, 0xbf, 0xbd, 0xf7, 0x8d, 0x3e, 0x83, 0xea, 0x32, 0x3d,
+ 0x84, 0x07, 0x9e, 0xbd, 0xfd, 0x79, 0x82, 0xbe, 0xed, 0x1c, 0x44, 0x3d,
+ 0x81, 0x92, 0xa7, 0xbe, 0x8f, 0x04, 0xd3, 0xbd, 0x7a, 0x51, 0xab, 0xbe,
+ 0xa0, 0x9c, 0xdf, 0xbd, 0x35, 0x3c, 0x1f, 0x3d, 0x4a, 0x1c, 0x41, 0xbd,
+ 0xa5, 0xeb, 0xde, 0x3d, 0x44, 0x28, 0xdd, 0xbd, 0xb8, 0x66, 0xac, 0x3e,
+ 0x6a, 0x84, 0x69, 0xbe, 0x62, 0x1d, 0xf0, 0x3e, 0x50, 0x6b, 0x2f, 0x3c,
+ 0xaa, 0x01, 0xc7, 0xbe, 0x36, 0xb8, 0x8d, 0x3c, 0x7f, 0xfe, 0xaf, 0xbe,
+ 0x7d, 0xb3, 0x2f, 0xbd, 0xff, 0x1a, 0x3c, 0xbf, 0xa3, 0xf5, 0xf1, 0x3e,
+ 0x38, 0x50, 0x4d, 0xbd, 0x30, 0xce, 0xa8, 0xbe, 0x1f, 0xc4, 0xae, 0xbe,
+ 0x74, 0x4b, 0x94, 0xbe, 0x11, 0xd0, 0x73, 0xbd, 0x3a, 0x05, 0x21, 0xbf,
+ 0x6a, 0x37, 0xd2, 0xbe, 0x1f, 0x16, 0xbd, 0xbe, 0x22, 0xf2, 0x81, 0xbe,
+ 0x19, 0x90, 0x39, 0xbe, 0xbe, 0x9d, 0xb5, 0x3d, 0x51, 0x83, 0xf4, 0x3d,
+ 0x0c, 0x8f, 0x0d, 0xbf, 0xc9, 0xa7, 0x0a, 0x3e, 0x7e, 0x26, 0x16, 0xbd,
+ 0x7e, 0x2d, 0x88, 0xbe, 0x85, 0x01, 0x11, 0x3f, 0x4d, 0xac, 0x94, 0x3d,
+ 0xd1, 0xda, 0x33, 0xbf, 0x87, 0xde, 0xab, 0x3e, 0x68, 0x48, 0xce, 0x3e,
+ 0x4f, 0x5a, 0x4b, 0xbe, 0xec, 0x0a, 0x75, 0x3e, 0x4a, 0xaa, 0xbc, 0xbd,
+ 0xa3, 0xdb, 0xd8, 0xbd, 0x5c, 0xd8, 0x45, 0xbe, 0x7e, 0x48, 0xb9, 0xbd,
+ 0xfb, 0xc6, 0xa5, 0x3d, 0x9a, 0x96, 0x24, 0x3e, 0x95, 0x1d, 0xdb, 0x3c,
+ 0xb4, 0x28, 0x4c, 0xbd, 0xa6, 0x25, 0x22, 0xbc, 0xff, 0xb0, 0xe2, 0xbe,
+ 0xfe, 0xd7, 0xaa, 0xbe, 0x9e, 0x9b, 0xea, 0x3c, 0xeb, 0xf9, 0xff, 0xbd,
+ 0xf4, 0x2b, 0x52, 0x3e, 0xf8, 0xfb, 0x57, 0xbf, 0xe0, 0x5e, 0xc0, 0xbe,
+ 0xd4, 0x36, 0xfe, 0x3e, 0x0b, 0x4d, 0x12, 0x3d, 0xbd, 0x76, 0x7c, 0x3c,
+ 0x00, 0xde, 0xb4, 0x3b, 0x9c, 0x2f, 0xa0, 0xbd, 0x6a, 0x16, 0x33, 0xbe,
+ 0xf8, 0x24, 0x26, 0xbf, 0x50, 0x19, 0x4e, 0xbd, 0xa2, 0xab, 0x03, 0xbe,
+ 0x9e, 0xa2, 0xa5, 0x3e, 0x92, 0xb0, 0x45, 0x3e, 0x11, 0xf2, 0xd6, 0xbd,
+ 0x01, 0xd3, 0x02, 0x3d, 0x5a, 0xcb, 0x8d, 0x3c, 0xc3, 0x6c, 0x20, 0xbf,
+ 0x0e, 0x95, 0xd5, 0x3e, 0x38, 0xcd, 0x8d, 0x3d, 0x6d, 0xcf, 0xb3, 0xbe,
+ 0xbb, 0x0d, 0xbc, 0xbe, 0x42, 0xad, 0x85, 0x3e, 0x46, 0xa3, 0x70, 0x3e,
+ 0xa8, 0xa2, 0x21, 0xbe, 0x14, 0x52, 0xfd, 0x3e, 0xbe, 0xbe, 0xab, 0xbe,
+ 0xd9, 0xb0, 0x47, 0xbf, 0x8b, 0xe1, 0x9a, 0xbb, 0x39, 0x09, 0x6b, 0x3d,
+ 0x79, 0x98, 0x59, 0xbe, 0x47, 0xd2, 0xbb, 0xbe, 0x9e, 0x5b, 0x99, 0xbe,
+ 0x72, 0xfd, 0x3a, 0xbd, 0x37, 0x59, 0x70, 0xbe, 0xe2, 0x84, 0xbc, 0x3d,
+ 0xe7, 0xd9, 0xe4, 0x3e, 0x8d, 0xd9, 0xbe, 0x3d, 0x28, 0x3f, 0x71, 0xbe,
+ 0xbe, 0x76, 0x52, 0x3e, 0xf9, 0x99, 0xed, 0x3d, 0xda, 0xf7, 0x85, 0xbe,
+ 0x2b, 0x69, 0x80, 0x3e, 0xf2, 0x63, 0x64, 0x3e, 0x8c, 0xf6, 0x24, 0xbe,
+ 0x23, 0xef, 0x30, 0x3d, 0x7f, 0xf2, 0x90, 0x3e, 0x7c, 0x95, 0x97, 0xbe,
+ 0x00, 0x45, 0x3b, 0x3e, 0xef, 0x17, 0x23, 0x3d, 0x83, 0x66, 0x25, 0xbf,
+ 0xe4, 0x9f, 0x9f, 0xbe, 0x62, 0xf8, 0x82, 0x3d, 0x75, 0x5b, 0x3a, 0xbe,
+ 0xe3, 0xd5, 0x19, 0xbf, 0xb9, 0xa9, 0x6d, 0xbe, 0x68, 0xb5, 0x64, 0x3d,
+ 0x9f, 0xd2, 0x98, 0xbc, 0x27, 0x8d, 0xb0, 0x3e, 0x0b, 0x2d, 0x4a, 0xbf,
+ 0x28, 0x8d, 0x26, 0xbe, 0xe4, 0x57, 0x87, 0x3e, 0xdd, 0xf6, 0xa0, 0x3d,
+ 0xfe, 0xf8, 0x39, 0x3e, 0x66, 0x0c, 0xc8, 0xbe, 0xac, 0x29, 0x02, 0x3f,
+ 0xa0, 0xf8, 0x22, 0x3e, 0x42, 0x17, 0xbc, 0xbd, 0x7e, 0xac, 0x42, 0xbd,
+ 0x4e, 0xec, 0x38, 0xbe, 0x3a, 0xa7, 0x2a, 0xbf, 0xcc, 0x13, 0x17, 0xbe,
+ 0x3e, 0x9a, 0x62, 0xbe, 0x58, 0xf7, 0x73, 0xbe, 0x31, 0x66, 0xa7, 0x38,
+ 0xbe, 0x14, 0x65, 0x3e, 0xd3, 0x57, 0x99, 0x3d, 0xef, 0x0e, 0x18, 0xbe,
+ 0xa8, 0x42, 0x6b, 0xbe, 0xbc, 0x33, 0x59, 0xbf, 0xbb, 0xd6, 0x7f, 0xbc,
+ 0x10, 0x57, 0x5b, 0xbe, 0xa1, 0xe2, 0xe9, 0xbc, 0x95, 0xa1, 0x3e, 0xbf,
+ 0x7e, 0x81, 0xac, 0xbe, 0xa5, 0xb4, 0xb7, 0xbe, 0x7a, 0x0f, 0x4b, 0xbd,
+ 0xa4, 0x5b, 0x6c, 0xbd, 0x31, 0x7b, 0x2a, 0xbf, 0x5e, 0xac, 0x68, 0xbe,
+ 0x68, 0xca, 0xca, 0x3d, 0x2a, 0x67, 0x14, 0x3e, 0x3d, 0x24, 0x68, 0x3c,
+ 0x2f, 0x09, 0xac, 0xbe, 0xe0, 0xdb, 0xfd, 0x3d, 0x69, 0xa5, 0x22, 0xbf,
+ 0x6f, 0xde, 0xb1, 0x3d, 0x6a, 0xd6, 0x9f, 0xbd, 0x25, 0x8f, 0x5f, 0xbe,
+ 0x3b, 0x0c, 0x42, 0xbe, 0xa2, 0xd0, 0xab, 0x3e, 0x63, 0xdc, 0x56, 0xbe,
+ 0x43, 0xfa, 0x85, 0x3e, 0x26, 0xad, 0x05, 0x3e, 0x15, 0xd0, 0xdf, 0x3d,
+ 0x94, 0x9f, 0x55, 0xbe, 0xee, 0xb6, 0x24, 0x3e, 0x0d, 0x4a, 0xa5, 0xbf,
+ 0x23, 0x1c, 0xb5, 0x3e, 0x8f, 0xf0, 0xb7, 0xbe, 0x01, 0x80, 0x42, 0x3e,
+ 0x65, 0xcb, 0xa9, 0xbe, 0x0f, 0x82, 0xf4, 0x3d, 0x3b, 0xf7, 0x02, 0x3e,
+ 0x06, 0x76, 0xd5, 0xbe, 0xfa, 0xe1, 0xfc, 0xbd, 0x42, 0xdc, 0x1a, 0xbf,
+ 0x78, 0xd7, 0xda, 0xbd, 0x8d, 0x40, 0x25, 0x3e, 0x17, 0x54, 0xbb, 0xbe,
+ 0x02, 0x72, 0x7f, 0x3e, 0x94, 0x24, 0xf5, 0x3d, 0x38, 0x4f, 0x82, 0x3e,
+ 0x47, 0x55, 0x70, 0xbe, 0xdc, 0x83, 0xaf, 0x3d, 0x93, 0x5a, 0xbb, 0x3c,
+ 0xbd, 0x6b, 0x06, 0xbf, 0xb9, 0xe7, 0x02, 0x3e, 0x37, 0xc7, 0x4e, 0x3e,
+ 0x95, 0xdd, 0xc4, 0xbe, 0xdc, 0xb5, 0x8b, 0x3e, 0x80, 0xd4, 0x6e, 0x3d,
+ 0xa2, 0x9d, 0x9b, 0xbe, 0xf8, 0x47, 0x87, 0x3e, 0x5f, 0xf8, 0x3d, 0xbd,
+ 0x6d, 0x8c, 0xb1, 0xbe, 0xd0, 0xf1, 0xc0, 0x3e, 0x40, 0x5b, 0x8d, 0x3e,
+ 0x03, 0x43, 0x60, 0x3e, 0x8e, 0xfd, 0xea, 0xbd, 0x86, 0xe6, 0x89, 0x3d,
+ 0x94, 0x6c, 0xb7, 0xbe, 0x91, 0xeb, 0x32, 0xbe, 0x47, 0xc1, 0x45, 0x3c,
+ 0x30, 0x60, 0x59, 0xbf, 0xc3, 0x71, 0xa0, 0xbe, 0x76, 0xef, 0xcf, 0x3e,
+ 0xe9, 0xc3, 0x2f, 0x3e, 0x28, 0xda, 0x5a, 0xbe, 0x6e, 0xbd, 0xc0, 0xbd,
+ 0xa7, 0x2d, 0xb5, 0x3e, 0xcd, 0x27, 0x9a, 0xbe, 0x77, 0x50, 0x89, 0x3e,
+ 0x5c, 0x10, 0x33, 0x3e, 0x94, 0x36, 0x6e, 0x3e, 0x50, 0x63, 0xb9, 0xbe,
+ 0x11, 0x09, 0x11, 0xbe, 0xee, 0x72, 0x9a, 0xbe, 0x6c, 0x6f, 0x34, 0x3e,
+ 0xa3, 0x2e, 0xd0, 0xbe, 0x8e, 0x76, 0x9c, 0xbe, 0x6e, 0x09, 0xa9, 0x3e,
+ 0xc1, 0xba, 0xb1, 0xbd, 0xa8, 0xc3, 0xc1, 0xbd, 0x00, 0x05, 0xd3, 0xbd,
+ 0xfd, 0xb6, 0x61, 0x3e, 0x03, 0x36, 0x85, 0xbe, 0xd6, 0x36, 0xcd, 0xbd,
+ 0xcd, 0x8a, 0x2e, 0xbe, 0x09, 0xe1, 0x95, 0x3e, 0x86, 0xe6, 0x31, 0xbe,
+ 0xa0, 0xd9, 0x23, 0xbe, 0xcd, 0x42, 0x01, 0xbf, 0xc6, 0x47, 0x04, 0x3d,
+ 0x9a, 0x9d, 0x3b, 0x3d, 0xa9, 0x77, 0x44, 0x3c, 0xc0, 0xc7, 0x69, 0xbe,
+ 0x72, 0xaf, 0xf6, 0x3d, 0x34, 0xff, 0x56, 0x3e, 0xa5, 0xe1, 0x4d, 0x3e,
+ 0x6a, 0xaf, 0xda, 0x3d, 0x42, 0x4c, 0x25, 0xbe, 0x42, 0x8e, 0x82, 0x3e,
+ 0x2c, 0xc2, 0xc2, 0x3d, 0xee, 0xe8, 0xca, 0x3c, 0x01, 0xb4, 0xd1, 0x3d,
+ 0x37, 0xf0, 0x98, 0xbc, 0xa1, 0x1c, 0x8c, 0x3d, 0xc3, 0xf4, 0x7d, 0xbc,
+ 0xe3, 0xd6, 0x82, 0xbe, 0x92, 0x7d, 0x71, 0xbd, 0x88, 0x80, 0x8f, 0xbe,
+ 0x49, 0xb6, 0x36, 0x3e, 0x06, 0x73, 0x70, 0xbe, 0x2c, 0xed, 0x3f, 0x3e,
+ 0x26, 0xba, 0xa4, 0x3d, 0x11, 0x95, 0xc2, 0xbd, 0x44, 0x1c, 0x82, 0x3e,
+ 0xc4, 0x94, 0x2a, 0xbe, 0x32, 0xc9, 0x9a, 0x3d, 0x69, 0x88, 0xfa, 0xbd,
+ 0x15, 0x43, 0x83, 0xbc, 0xee, 0x71, 0xb4, 0x3e, 0x91, 0x2d, 0x12, 0xbd,
+ 0xd0, 0x6b, 0xd4, 0xbd, 0xab, 0xf9, 0xa0, 0xbd, 0xb2, 0x4b, 0xdd, 0x3e,
+ 0xd3, 0xee, 0xfd, 0xbe, 0x2a, 0x09, 0x89, 0x3e, 0x16, 0x89, 0xb2, 0xbc,
+ 0xc8, 0x2e, 0x98, 0x3e, 0x25, 0x91, 0x2c, 0xbd, 0xf4, 0xf7, 0x82, 0x3e,
+ 0x59, 0xb6, 0xa2, 0xbe, 0x16, 0xc2, 0xe3, 0xbe, 0x4f, 0xd3, 0x98, 0x3e,
+ 0x43, 0x7b, 0xaf, 0xbd, 0x1d, 0x73, 0x4d, 0x3d, 0x8b, 0xcb, 0x02, 0x3d,
+ 0xb6, 0x78, 0xe6, 0xbd, 0x89, 0xbf, 0x0c, 0x3e, 0x23, 0x3b, 0x83, 0x3e,
+ 0x73, 0x08, 0x7e, 0xbe, 0x5c, 0xea, 0xd3, 0xbe, 0x5c, 0xfe, 0x24, 0xbe,
+ 0x29, 0xa2, 0x60, 0xbd, 0xa7, 0x80, 0x98, 0x3e, 0xec, 0x20, 0x20, 0xbe,
+ 0xee, 0x6f, 0xc5, 0x3b, 0xed, 0x61, 0x3d, 0xbd, 0x5b, 0x58, 0x91, 0xbe,
+ 0x4a, 0x3a, 0x9a, 0x3c, 0x7a, 0x3d, 0x9e, 0xbe, 0x32, 0x57, 0xda, 0x3c,
+ 0x9f, 0x85, 0x20, 0x3e, 0xa3, 0xef, 0xdd, 0x3d, 0x30, 0x2b, 0x26, 0xbf,
+ 0xb4, 0xa7, 0xd5, 0x3b, 0xde, 0x57, 0x78, 0x3d, 0x14, 0x43, 0x73, 0x3d,
+ 0x69, 0x90, 0xa6, 0x3d, 0x1a, 0x85, 0xdb, 0x3e, 0x1e, 0x89, 0xae, 0xbe,
+ 0xe7, 0x79, 0x6c, 0xbe, 0x14, 0x2d, 0xb2, 0xbd, 0xee, 0xb4, 0x49, 0xbe,
+ 0x43, 0x56, 0x21, 0x3d, 0xd7, 0x1e, 0x19, 0xbd, 0xf1, 0x18, 0x99, 0x3d,
+ 0xae, 0xe7, 0x32, 0xbe, 0x75, 0x07, 0x08, 0x3c, 0x1c, 0x18, 0xc2, 0xbd,
+ 0xf7, 0xda, 0xcf, 0x3e, 0xc5, 0xfa, 0x77, 0x3d, 0xa0, 0xf3, 0xaa, 0xbd,
+ 0x83, 0xcb, 0xa1, 0x3d, 0x5d, 0x26, 0xbf, 0xbd, 0x8f, 0x21, 0x7d, 0xbe,
+ 0x35, 0xba, 0x62, 0x3e, 0x2f, 0x7e, 0x68, 0xbe, 0xa2, 0x25, 0x21, 0xbe,
+ 0x32, 0x00, 0x14, 0xbe, 0x44, 0x48, 0x4e, 0x3d, 0xc1, 0xf2, 0x01, 0x3e,
+ 0xa7, 0x93, 0x09, 0x3e, 0x1f, 0x75, 0x70, 0xbe, 0x33, 0x7b, 0x06, 0xbf,
+ 0x66, 0xee, 0x02, 0x3e, 0x1a, 0xbc, 0x2c, 0xbf, 0x3f, 0xe8, 0xa4, 0x3e,
+ 0xc2, 0xf3, 0x27, 0xbe, 0x34, 0xb4, 0x0e, 0xbc, 0x7a, 0xf9, 0x09, 0x3d,
+ 0x1c, 0x8b, 0x8e, 0x3c, 0xf1, 0x87, 0x63, 0xbd, 0x67, 0x54, 0x25, 0xbf,
+ 0x9a, 0x57, 0x00, 0xbd, 0xcd, 0xe8, 0xbc, 0x3d, 0x24, 0x7a, 0x41, 0x3e,
+ 0x87, 0x32, 0xf9, 0xbc, 0xb1, 0x61, 0x3c, 0xbe, 0xee, 0x4d, 0x23, 0x3d,
+ 0x37, 0xc6, 0x8d, 0x3d, 0xbf, 0x42, 0xab, 0xbd, 0x24, 0x2a, 0x05, 0x3e,
+ 0xd1, 0xd9, 0x9f, 0xbe, 0x6a, 0x93, 0x1b, 0xbe, 0x29, 0x37, 0xbc, 0xbd,
+ 0x2b, 0xa1, 0xa8, 0xbe, 0x29, 0x01, 0xb9, 0xbd, 0x55, 0x78, 0x09, 0xbe,
+ 0x56, 0xe2, 0x31, 0xbb, 0x4e, 0xf9, 0x36, 0xbe, 0x89, 0xc0, 0xb1, 0xbe,
+ 0x6f, 0xc5, 0xef, 0xbd, 0xd6, 0x52, 0x89, 0xbe, 0x3f, 0x02, 0xfb, 0x3e,
+ 0xbf, 0x90, 0x06, 0x3d, 0xf7, 0x2b, 0x54, 0x3e, 0x58, 0x64, 0xb5, 0xbd,
+ 0x5e, 0xfa, 0xa5, 0xbd, 0x05, 0x8a, 0x11, 0xbf, 0x42, 0xfd, 0x11, 0x3e,
+ 0xeb, 0x72, 0xe1, 0x3e, 0xab, 0xc2, 0x25, 0xbd, 0x0f, 0xcb, 0xa2, 0xbc,
+ 0x67, 0x3e, 0x06, 0xbe, 0x22, 0x5a, 0x85, 0xbe, 0x97, 0x49, 0xf7, 0x3e,
+ 0x6f, 0x25, 0xb7, 0x3e, 0x39, 0x99, 0x3d, 0x3e, 0xb0, 0x1b, 0x26, 0xbc,
+ 0x34, 0x1d, 0xb8, 0xbe, 0x1c, 0x92, 0x1e, 0x3e, 0x03, 0xbb, 0xe6, 0xbe,
+ 0x6a, 0x53, 0xdf, 0xbd, 0xfc, 0xe7, 0xdc, 0x3c, 0xac, 0x7b, 0x21, 0xbe,
+ 0x2e, 0xa7, 0x89, 0x3e, 0xa1, 0xa7, 0x34, 0x3e, 0xde, 0xcb, 0x8f, 0x3d,
+ 0xc3, 0x4f, 0xc2, 0xbe, 0xca, 0x16, 0xbf, 0x3c, 0xef, 0xe0, 0x22, 0xbe,
+ 0x46, 0x45, 0x43, 0xbe, 0x52, 0x0d, 0x89, 0x3d, 0x82, 0x68, 0x7a, 0xbd,
+ 0xf3, 0x6d, 0x92, 0x3c, 0x0a, 0x04, 0x83, 0x3c, 0x80, 0x0a, 0xe7, 0xbd,
+ 0xbd, 0x21, 0x34, 0xbf, 0x3f, 0xfa, 0x80, 0xbd, 0x36, 0xfc, 0xd7, 0x3d,
+ 0x0d, 0xe3, 0xa6, 0xbe, 0xb3, 0xf1, 0xc0, 0x3d, 0xa4, 0x00, 0xf0, 0x3d,
+ 0x0f, 0x23, 0xc3, 0xbe, 0x3d, 0x55, 0x0b, 0x3f, 0x2a, 0x6c, 0x74, 0x3e,
+ 0x47, 0x11, 0x60, 0xbf, 0x0f, 0x54, 0xba, 0x3e, 0x85, 0x0e, 0x15, 0x3d,
+ 0x5f, 0x98, 0xae, 0x3d, 0x8e, 0xa2, 0xd1, 0xbe, 0x07, 0xbb, 0xd3, 0xbe,
+ 0x1d, 0x06, 0xa7, 0xbe, 0x81, 0x53, 0x4e, 0x3e, 0x24, 0x3c, 0x20, 0xbe,
+ 0xce, 0x24, 0x12, 0x3b, 0x33, 0x56, 0x21, 0xbf, 0xea, 0x03, 0xd4, 0x3e,
+ 0xea, 0x54, 0x19, 0xbf, 0x23, 0x2a, 0xf2, 0xbe, 0x01, 0x93, 0xce, 0xbe,
+ 0x08, 0x2a, 0x29, 0xbe, 0x72, 0x34, 0xe8, 0xba, 0xa9, 0x30, 0x32, 0xbd,
+ 0x45, 0x7a, 0x5d, 0x3e, 0x95, 0xc7, 0x27, 0xbe, 0x92, 0x9f, 0x0a, 0x3f,
+ 0x04, 0x39, 0x81, 0xbd, 0x22, 0xff, 0x08, 0xbe, 0xae, 0x16, 0xf7, 0x3e,
+ 0x08, 0xb3, 0x54, 0xbe, 0xd7, 0x36, 0x32, 0xbe, 0x0d, 0x7f, 0x76, 0xbb,
+ 0x95, 0xd3, 0xd8, 0x3e, 0xf6, 0xfb, 0xb6, 0xbd, 0x95, 0x93, 0x98, 0x3d,
+ 0x19, 0x9e, 0x0d, 0xbd, 0x1b, 0x63, 0x11, 0xbf, 0xfa, 0x72, 0x8d, 0xbe,
+ 0x69, 0x8f, 0x00, 0xbf, 0xf2, 0x57, 0xa2, 0xbe, 0x34, 0xb0, 0x0b, 0xbf,
+ 0x26, 0xff, 0x66, 0xbe, 0xbb, 0x44, 0x86, 0x3e, 0xec, 0x05, 0xa7, 0x3c,
+ 0xdb, 0x11, 0x20, 0x3d, 0x01, 0xb3, 0x45, 0x3d, 0x9a, 0x1b, 0x72, 0xbe,
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+ 0xcf, 0x1e, 0xc1, 0x3d, 0x6e, 0x24, 0xaf, 0x3d, 0x57, 0x21, 0x69, 0xbe,
+ 0x93, 0x80, 0x37, 0x3d, 0xb4, 0xe6, 0xf7, 0x3d, 0x19, 0x11, 0x0a, 0xbf,
+ 0x6e, 0x2d, 0x31, 0xbe, 0x97, 0xeb, 0xae, 0x3d, 0xc7, 0xa4, 0x46, 0xbe,
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+ 0x39, 0xf6, 0x0a, 0xbf, 0x4f, 0xc9, 0xea, 0xbe, 0xb4, 0x4c, 0x07, 0x3e,
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+ 0xe5, 0x24, 0x04, 0x3f, 0x18, 0xc5, 0xb1, 0x3e, 0xf2, 0x55, 0x03, 0xbf,
+ 0x5f, 0x7f, 0xcd, 0xbe, 0xe7, 0xa4, 0xe0, 0xbe, 0x5a, 0x57, 0x66, 0xbc,
+ 0x73, 0x2f, 0x5f, 0x3e, 0x1d, 0x6a, 0xbe, 0xba, 0x8b, 0xc0, 0xc4, 0xbe,
+ 0xd5, 0x5f, 0xc3, 0x3e, 0xe5, 0x04, 0x79, 0xbe, 0xfd, 0x41, 0x15, 0xbb,
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+ 0xf3, 0x3c, 0x01, 0xbf, 0x2c, 0x8e, 0xef, 0xbd, 0x42, 0x71, 0x49, 0xbc,
+ 0x17, 0x30, 0xa6, 0xbe, 0x0a, 0xdc, 0xd1, 0xbe, 0x75, 0x9a, 0x18, 0x3d,
+ 0x26, 0x15, 0xf4, 0x3d, 0xe5, 0x57, 0x21, 0x3d, 0x49, 0xaf, 0x37, 0xbb,
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+ 0xee, 0x86, 0x97, 0xbd, 0xe3, 0xc3, 0x86, 0xbe, 0x1b, 0x45, 0xaa, 0xbd,
+ 0xd8, 0x79, 0xc8, 0xbe, 0x26, 0xce, 0x7d, 0x3e, 0xa7, 0x22, 0x59, 0x3e,
+ 0xe5, 0xc3, 0x2d, 0xbe, 0x8b, 0x18, 0x16, 0x3e, 0x6f, 0x62, 0x1b, 0xbe,
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+ 0x77, 0x5c, 0xb6, 0xba, 0x35, 0x3e, 0x9c, 0xbc, 0xad, 0xc4, 0x5c, 0x3e,
+ 0x38, 0x15, 0x24, 0xbf, 0x93, 0x63, 0xbd, 0xbd, 0xad, 0x1b, 0xd4, 0x3c,
+ 0x2f, 0x9d, 0x3d, 0xbc, 0x7b, 0x16, 0x81, 0xbf, 0xbc, 0x44, 0x32, 0x3e,
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+ 0x9e, 0xd4, 0xf0, 0xbe, 0x4b, 0xd3, 0x1c, 0x3d, 0x9c, 0xb0, 0x49, 0x3d,
+ 0xab, 0x11, 0x30, 0x3e, 0x93, 0x26, 0x87, 0x3e, 0x3f, 0x6b, 0x48, 0x3e,
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+ 0xb1, 0x1a, 0x84, 0xbe, 0x9d, 0xb7, 0x9e, 0x3e, 0x40, 0x99, 0x13, 0x3e,
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+ 0x14, 0x2a, 0xed, 0x3d, 0xd9, 0xd8, 0xbd, 0xbd, 0xeb, 0xe3, 0x96, 0xbd,
+ 0x14, 0xf7, 0x22, 0xbc, 0xdf, 0x3f, 0x81, 0xbc, 0x70, 0x7c, 0x88, 0x3e,
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+ 0x15, 0x78, 0x0e, 0xbe, 0xff, 0xd1, 0xca, 0xbc, 0xd7, 0xa5, 0x8e, 0x3d,
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+ 0x39, 0x32, 0x85, 0xbd, 0x57, 0x9c, 0x85, 0x3e, 0xd3, 0x42, 0x20, 0xbd,
+ 0xa9, 0xca, 0x19, 0x3d, 0x88, 0xe7, 0x81, 0xbd, 0x52, 0xf1, 0x9f, 0x3c,
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+ 0x20, 0xf4, 0xb9, 0xbd, 0xc4, 0x34, 0xc3, 0xbc, 0x43, 0x1f, 0x12, 0x3e,
+ 0x91, 0x87, 0x93, 0xbe, 0xae, 0x5f, 0xa1, 0x3e, 0x4f, 0xd1, 0xde, 0xbd,
+ 0x7b, 0x83, 0x96, 0xbc, 0x53, 0x4e, 0x8d, 0xbb, 0xd4, 0xec, 0xa4, 0x3e,
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+ 0xdb, 0x02, 0x44, 0x3e, 0xb3, 0x10, 0x13, 0x3e, 0x20, 0xc3, 0x7b, 0x3e,
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+ 0x4a, 0x0c, 0x92, 0xbd, 0xfb, 0x7d, 0xa7, 0xbd, 0x4e, 0xa3, 0x3c, 0xbe,
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+ 0xf4, 0xc8, 0x15, 0xbb, 0xa3, 0xf2, 0x51, 0x3e, 0x5c, 0x10, 0x71, 0x3c,
+ 0x07, 0x3f, 0x1d, 0x3e, 0xae, 0x15, 0x22, 0xbe, 0xc9, 0xb1, 0x44, 0xbe,
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+ 0xe1, 0x2f, 0x18, 0x3d, 0xb3, 0x7f, 0x38, 0xbe, 0x58, 0x1b, 0xb4, 0xbe,
+ 0x39, 0x12, 0x92, 0xbe, 0x80, 0x61, 0x22, 0x3f, 0x8d, 0x46, 0x9e, 0x3d,
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+ 0x56, 0xa0, 0xb4, 0xbe, 0xd2, 0x3e, 0x89, 0xbd, 0x21, 0x37, 0xa2, 0xbe,
+ 0x16, 0x89, 0x4f, 0x3d, 0xbd, 0x35, 0xde, 0xbd, 0x06, 0x49, 0x38, 0x3c,
+ 0xb4, 0x86, 0xcf, 0xbc, 0x89, 0x1e, 0xc9, 0xbd, 0x5c, 0xa2, 0x13, 0xbe,
+ 0x44, 0x3b, 0xa2, 0xbd, 0xd6, 0xf9, 0xd2, 0x3d, 0x7e, 0x69, 0x15, 0x3e,
+ 0xb7, 0xb1, 0x95, 0xbc, 0xa0, 0x5e, 0xc0, 0x3b, 0x59, 0xf3, 0x20, 0x3d,
+ 0x49, 0x24, 0xb8, 0xbd, 0xa3, 0x22, 0x2b, 0x3e, 0xb2, 0xa9, 0x28, 0x3e,
+ 0x62, 0x97, 0xa7, 0x3d, 0x17, 0x21, 0xae, 0xbd, 0x90, 0x58, 0x42, 0xbd,
+ 0xf8, 0x59, 0x93, 0xbd, 0x17, 0x27, 0x14, 0x3e, 0xc0, 0xe5, 0x23, 0xbc,
+ 0xe2, 0xc4, 0x81, 0x3d, 0xf0, 0x30, 0x32, 0xbd, 0xf2, 0x48, 0xb6, 0x3c,
+ 0xa3, 0x6a, 0x9a, 0xbd, 0x08, 0xe5, 0x9d, 0xbd, 0x41, 0xf4, 0x26, 0xbe,
+ 0xa3, 0x22, 0x16, 0x3e, 0xdd, 0x21, 0xfa, 0xbd, 0x35, 0x20, 0x15, 0x3e,
+ 0x57, 0x16, 0x6d, 0x3d, 0x3b, 0x17, 0xb9, 0xbd, 0xc4, 0x74, 0xf4, 0x3d,
+ 0x98, 0x7a, 0xc2, 0x3d, 0x6d, 0x7f, 0xec, 0x3d, 0xac, 0x58, 0xaa, 0xbd,
+ 0xa5, 0x7f, 0xa8, 0x3d, 0xe1, 0xb9, 0x0e, 0xbe, 0x4d, 0x24, 0xb5, 0x3c,
+ 0xa1, 0x3d, 0x0b, 0xbb, 0x6e, 0x90, 0x23, 0x3c, 0xa7, 0x78, 0x34, 0x3d,
+ 0xb3, 0xdd, 0x02, 0x3e, 0x52, 0x12, 0x00, 0xbe, 0x2e, 0x98, 0x48, 0xbd,
+ 0xe5, 0x51, 0x70, 0xbd, 0x68, 0x9a, 0xa8, 0xbd, 0x58, 0xf2, 0x32, 0x3d,
+ 0x8c, 0x69, 0x0f, 0x3e, 0x8f, 0xf2, 0x18, 0xbe, 0x15, 0x18, 0xaa, 0xbb,
+ 0xb2, 0xc6, 0xe4, 0xbd, 0x70, 0x46, 0xf5, 0xbc, 0x2e, 0x4d, 0x48, 0xbd,
+ 0xd3, 0x8d, 0x3c, 0x3c, 0x0b, 0xcc, 0x12, 0xbe, 0x7c, 0xbe, 0xc1, 0xbd,
+ 0x94, 0xf5, 0x90, 0x3d, 0x49, 0x4f, 0xad, 0x3c, 0xfd, 0x04, 0x0f, 0x3e,
+ 0x88, 0x78, 0x81, 0xbc, 0x4c, 0x2a, 0x6e, 0xbd, 0xc9, 0x94, 0x9f, 0xbd,
+ 0xd6, 0x0f, 0xcd, 0x3c, 0x08, 0x08, 0xd5, 0x3c, 0x25, 0x57, 0xc0, 0x3c,
+ 0x34, 0x17, 0xff, 0x3d, 0xa1, 0xc8, 0xea, 0xbc, 0xc1, 0xe7, 0xbd, 0xbd,
+ 0x92, 0xf8, 0x14, 0x3e, 0x98, 0xb5, 0x36, 0xbd, 0x06, 0x9d, 0x1d, 0xbe,
+ 0x9a, 0x37, 0x1d, 0x3e, 0x98, 0x6b, 0xea, 0x3d, 0x5d, 0x91, 0x8e, 0x3d,
+ 0xfc, 0xa2, 0xd4, 0xbd, 0x58, 0x0a, 0xa4, 0x3c, 0x72, 0xf0, 0x63, 0xbc,
+ 0x22, 0xc7, 0x8f, 0xbd, 0x60, 0xb6, 0xce, 0x3d, 0xf0, 0xa7, 0x80, 0x3b,
+ 0xf7, 0x09, 0x89, 0xbd, 0x20, 0x85, 0x9e, 0xbb, 0xb6, 0x19, 0xb3, 0x3d,
+ 0xf8, 0x84, 0xa7, 0x3c, 0x70, 0x74, 0x27, 0x3e, 0x14, 0x43, 0x03, 0x3e,
+ 0xe4, 0xf8, 0x6b, 0x3d, 0xd4, 0x3e, 0x28, 0x3d, 0x1f, 0x52, 0xc2, 0xbd,
+ 0xc5, 0xfa, 0x23, 0xbe, 0x70, 0x08, 0xd1, 0xbd, 0xf1, 0xb1, 0xaf, 0xbc,
+ 0x1c, 0x82, 0x81, 0x3d, 0x51, 0xcc, 0xb6, 0xbd, 0xee, 0x63, 0xb2, 0x3d,
+ 0xf8, 0x0a, 0xf4, 0x3d, 0x00, 0xa9, 0x62, 0xba, 0x1d, 0x38, 0x1c, 0xbe,
+ 0x07, 0x09, 0x08, 0xbe, 0x68, 0x37, 0xc9, 0xbc, 0x40, 0x23, 0x87, 0xbc,
+ 0xfd, 0x4f, 0x65, 0x3c, 0x88, 0xdc, 0x85, 0x3d, 0x45, 0x5d, 0xe7, 0xbc,
+ 0x09, 0x74, 0x74, 0xbd, 0x00, 0x49, 0x21, 0x3e, 0x56, 0x14, 0xda, 0xbd,
+ 0x9c, 0xba, 0x13, 0xbe, 0x6e, 0x29, 0xdd, 0x3d, 0x20, 0x19, 0x4a, 0xbd,
+ 0x73, 0x9d, 0xe4, 0x3d, 0x1f, 0xae, 0x10, 0xbe, 0x4a, 0xd1, 0x93, 0x3d,
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+ 0x4c, 0xb7, 0x07, 0x3e, 0x21, 0xc7, 0xa2, 0x3e, 0x2f, 0x42, 0x6a, 0x3e,
+ 0xb6, 0x79, 0x7c, 0x3d, 0xef, 0x5f, 0x73, 0x3e, 0x93, 0xd2, 0x55, 0xbe,
+ 0xbd, 0x02, 0xc1, 0x3d, 0x4b, 0xbc, 0x1c, 0x3f, 0xc7, 0x39, 0x8d, 0x3d,
+ 0xe3, 0xd0, 0x26, 0xbe, 0x73, 0x1d, 0xd5, 0x3e, 0x1d, 0xdd, 0x6f, 0xbe,
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+ 0xf5, 0xd0, 0x34, 0xbd, 0x50, 0x9b, 0x76, 0x3d, 0xcc, 0x94, 0x1d, 0xbe,
+ 0xde, 0xb7, 0x94, 0xbe, 0x1f, 0x63, 0x8b, 0x3d, 0xb9, 0x97, 0x87, 0x3e,
+ 0xb5, 0x7d, 0xb7, 0xbe, 0x0c, 0x41, 0x2a, 0xbe, 0x11, 0xe3, 0xf5, 0x3d,
+ 0x20, 0xc5, 0xac, 0xbc, 0x12, 0xf7, 0x06, 0xbe, 0x61, 0x01, 0x93, 0x3e,
+ 0x3a, 0x06, 0xe5, 0xbd, 0x44, 0x8b, 0xaf, 0x3e, 0x5b, 0xa0, 0x8c, 0xbe,
+ 0x27, 0x3c, 0x39, 0x3e, 0x77, 0xdd, 0xd0, 0x3e, 0xb0, 0x03, 0x96, 0x3d,
+ 0xb6, 0x1a, 0x48, 0xbe, 0x6a, 0xfe, 0xae, 0x3e, 0x4b, 0x1c, 0x4c, 0x3e,
+ 0x66, 0x6c, 0x8a, 0xbc, 0xc7, 0xf6, 0x31, 0x3d, 0x04, 0x95, 0x87, 0xbd,
+ 0x43, 0x78, 0x2c, 0xbd, 0xee, 0x13, 0x0a, 0xbd, 0x4d, 0x46, 0xe5, 0x3e,
+ 0xc4, 0xd4, 0x09, 0x3f, 0x1d, 0x9a, 0x5d, 0x3e, 0xb9, 0x17, 0x47, 0xbd,
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+ 0xb6, 0xe6, 0xa7, 0xbc, 0x14, 0x65, 0xaf, 0xbd, 0xe6, 0x4d, 0x3e, 0x3e,
+ 0x2a, 0x9c, 0x03, 0xbd, 0x49, 0x2e, 0xae, 0x3d, 0x44, 0x2c, 0xf3, 0x3e,
+ 0x67, 0x5b, 0xbb, 0xbe, 0x9b, 0x6d, 0x80, 0xbe, 0xa8, 0x04, 0x22, 0x3d,
+ 0x52, 0xcf, 0xf4, 0xbd, 0x92, 0x63, 0xce, 0x3e, 0xcc, 0x25, 0x40, 0xbd,
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+ 0xd2, 0xf9, 0x3e, 0xbd, 0x85, 0x78, 0xf7, 0xbc, 0xca, 0x68, 0xde, 0xbd,
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+ 0x5b, 0x3d, 0x0c, 0xbe, 0xdb, 0xd3, 0xca, 0xbe, 0xc0, 0xcd, 0xaa, 0xbe,
+ 0x74, 0x62, 0xe8, 0x3b, 0xe7, 0x9c, 0x24, 0x3d, 0x7e, 0xc3, 0x93, 0x3c,
+ 0x22, 0x94, 0xb3, 0x3d, 0x04, 0x34, 0xb8, 0xbd, 0x57, 0x0c, 0xde, 0xbe,
+ 0x54, 0xac, 0x50, 0xbe, 0x5a, 0xb3, 0x00, 0xbe, 0x75, 0xf7, 0x3a, 0xbf,
+ 0xe1, 0xe2, 0xef, 0x3d, 0x80, 0x56, 0x2b, 0xbd, 0x20, 0xf4, 0xab, 0xbe,
+ 0x82, 0xb7, 0x85, 0xbc, 0x99, 0xc0, 0x67, 0xbd, 0xb5, 0x1e, 0xce, 0xbc,
+ 0x47, 0x6a, 0x29, 0xbd, 0x5e, 0x23, 0x05, 0x3d, 0xbe, 0xa7, 0x36, 0xbd,
+ 0xc8, 0x01, 0xe2, 0xbe, 0x40, 0xc2, 0x92, 0xbd, 0xae, 0xf7, 0x30, 0xbe,
+ 0x34, 0xc4, 0xde, 0x3c, 0xc8, 0x59, 0x49, 0x3e, 0x22, 0x42, 0x91, 0x3c,
+ 0x85, 0xaa, 0x23, 0xbf, 0x1c, 0x7e, 0x10, 0x3e, 0xd8, 0x83, 0x4d, 0xbe,
+ 0xcb, 0x06, 0x52, 0x3e, 0x35, 0x62, 0xbb, 0xbd, 0xa9, 0xea, 0x3d, 0x3e,
+ 0x2b, 0x5c, 0x3d, 0xbe, 0x3f, 0x7d, 0xc0, 0xbb, 0x77, 0x14, 0x93, 0x3d,
+ 0xe1, 0x16, 0x7d, 0x3b, 0x14, 0x82, 0xf8, 0x3d, 0x00, 0x37, 0xd8, 0x3d,
+ 0xd8, 0x2f, 0x50, 0x3e, 0x2b, 0x42, 0x04, 0xbe, 0xfa, 0x16, 0x59, 0xbe,
+ 0x6e, 0xa3, 0x00, 0x3e, 0x03, 0x61, 0x88, 0x3e, 0x74, 0xb3, 0xe8, 0xbd,
+ 0xd3, 0xbd, 0x5b, 0xbf, 0x71, 0xcc, 0x2e, 0x3d, 0x0f, 0xf6, 0x3a, 0xbd,
+ 0xee, 0x9b, 0x22, 0xbf, 0xa1, 0x83, 0xd5, 0xbe, 0x1d, 0xdd, 0x85, 0x3d,
+ 0xfd, 0xf9, 0xf9, 0x3c, 0x66, 0xf3, 0x03, 0x3c, 0xed, 0xd9, 0x63, 0xbe,
+ 0xfe, 0xa7, 0x8b, 0xbe, 0xf5, 0x68, 0xd5, 0xbe, 0xd6, 0xe8, 0x38, 0xbe,
+ 0x67, 0xcc, 0x77, 0x3d, 0xe7, 0xe9, 0x99, 0xbe, 0x16, 0xee, 0x14, 0xbe,
+ 0xed, 0x96, 0xfb, 0x3d, 0x43, 0xc6, 0x05, 0x3e, 0xaf, 0x9f, 0x98, 0x3e,
+ 0xa1, 0xb7, 0x15, 0x3f, 0xae, 0xf7, 0x45, 0xbe, 0x25, 0x9a, 0xcd, 0x3e,
+ 0x73, 0xa7, 0x23, 0xbe, 0xe3, 0xe5, 0x02, 0xbe, 0x33, 0x8f, 0x87, 0x3c,
+ 0x00, 0xc9, 0x25, 0x3f, 0x1f, 0x91, 0x9c, 0x3e, 0xf3, 0x77, 0xf3, 0x3c,
+ 0x6a, 0x34, 0x97, 0xbe, 0xa0, 0x73, 0xa1, 0x3e, 0x4d, 0xe9, 0x96, 0x3e,
+ 0x5f, 0x1f, 0xdc, 0xbd, 0xa3, 0x66, 0x99, 0x3e, 0xdc, 0x94, 0x31, 0xbe,
+ 0xb6, 0xbe, 0x0b, 0xbe, 0x91, 0xb7, 0x90, 0x3e, 0x1c, 0xef, 0xae, 0x3e,
+ 0x8a, 0xc2, 0x5c, 0xbd, 0xe4, 0xe9, 0x01, 0x3f, 0x07, 0x63, 0xac, 0xbd,
+ 0x6e, 0xf4, 0xd7, 0xbe, 0x73, 0xbe, 0xf9, 0x3d, 0x9f, 0x83, 0x0f, 0xbf,
+ 0x43, 0x34, 0x3a, 0x3d, 0x54, 0x61, 0x6e, 0x3d, 0xa2, 0xf0, 0x8d, 0xbd,
+ 0x1e, 0xc6, 0x85, 0x3e, 0x6b, 0x73, 0x1a, 0xbe, 0xb2, 0x00, 0x80, 0x3e,
+ 0x59, 0x50, 0xf6, 0x3d, 0xe0, 0x7f, 0xd9, 0x3e, 0x4c, 0x3e, 0xdd, 0xbe,
+ 0x3f, 0x2a, 0x9a, 0xbe, 0x54, 0x0a, 0x32, 0x3e, 0x65, 0xf7, 0xcf, 0x3c,
+ 0xf4, 0xf8, 0x3b, 0x3e, 0x1a, 0x26, 0x83, 0xbe, 0xed, 0xa9, 0x2d, 0x3e,
+ 0x1b, 0x67, 0xb3, 0xbe, 0x0e, 0xf0, 0xaf, 0x3e, 0x83, 0x24, 0xaf, 0xbe,
+ 0x5f, 0xf0, 0x69, 0xbe, 0x77, 0xac, 0x83, 0x3e, 0x32, 0x57, 0x18, 0xbf,
+ 0xb6, 0x2f, 0xbf, 0x3d, 0xba, 0x8d, 0xf0, 0x3d, 0xc6, 0xba, 0x48, 0xbe,
+ 0xe2, 0x8c, 0x28, 0x3e, 0xcd, 0xdf, 0x67, 0xba, 0x12, 0x41, 0x97, 0xbe,
+ 0x56, 0xdf, 0x06, 0xbd, 0x18, 0x04, 0x83, 0x3e, 0x58, 0xc4, 0x6f, 0xbe,
+ 0x5c, 0x01, 0x0f, 0x3d, 0x63, 0x4d, 0x5e, 0x3e, 0xef, 0xc9, 0xc9, 0xbc,
+ 0xf7, 0x0b, 0x17, 0xbf, 0x69, 0x1c, 0xc6, 0xbe, 0x26, 0x8e, 0x22, 0xbe,
+ 0x1d, 0xef, 0x56, 0x3d, 0x8c, 0x73, 0xdd, 0x3e, 0x88, 0xdb, 0x56, 0xbd,
+ 0x6c, 0x89, 0xba, 0x3d, 0xa3, 0xb4, 0x44, 0xbd, 0x5f, 0x4a, 0x86, 0x3d,
+ 0x15, 0x65, 0xd3, 0x3e, 0xf3, 0x07, 0x33, 0x3e, 0x41, 0x33, 0x89, 0xbe,
+ 0xde, 0x60, 0x78, 0x3e, 0xcd, 0x74, 0xba, 0xbe, 0x24, 0x08, 0xf7, 0x3d,
+ 0xe2, 0xea, 0x96, 0x3d, 0x10, 0x60, 0x03, 0x3c, 0x7e, 0xa5, 0x7e, 0xbc,
+ 0xb7, 0x99, 0x0a, 0xbe, 0x36, 0x25, 0xf6, 0x3d, 0xd9, 0xd9, 0xb7, 0xbe,
+ 0x78, 0x95, 0x9e, 0x3d, 0xca, 0x51, 0x71, 0xbd, 0x98, 0x55, 0xee, 0x3c,
+ 0xfe, 0xb0, 0xc2, 0x39, 0xfe, 0x4f, 0x05, 0x3e, 0xd1, 0xde, 0x96, 0xbe,
+ 0x77, 0xc3, 0x36, 0x3e, 0xc1, 0x9b, 0x15, 0x3e, 0x79, 0xc0, 0x7b, 0x3d,
+ 0xd2, 0xec, 0x31, 0x3e, 0x7b, 0x91, 0xee, 0xbc, 0xfa, 0x13, 0x0f, 0x3e,
+ 0xbb, 0x44, 0x36, 0xbd, 0x3e, 0x1c, 0x19, 0xbe, 0x98, 0xf1, 0x2c, 0x3e,
+}};
+const int32_t dnn_hiddenlayer_0_bias_part_0_shape[1] = {117};
+const union {
+ uint8_t bytes[468];
+ float values[117];
+} dnn_hiddenlayer_0_bias_part_0 = {{
+ 0x59, 0x5b, 0xb5, 0xbe, 0xc0, 0x8d, 0xa1, 0x3f, 0x64, 0xf8, 0x08, 0xbc,
+ 0x1c, 0x24, 0xce, 0x3f, 0x08, 0x17, 0x52, 0x3f, 0x5b, 0xf8, 0x27, 0x3f,
+ 0x7e, 0x38, 0x8b, 0x3e, 0xa4, 0xeb, 0x49, 0x3d, 0x5e, 0xe4, 0xfb, 0xbe,
+ 0x91, 0xd7, 0xb1, 0xbf, 0x59, 0x8a, 0x0f, 0xbd, 0x3b, 0x5c, 0xb5, 0xbd,
+ 0x15, 0xef, 0x30, 0x3f, 0x6b, 0xd3, 0x29, 0xbf, 0x0c, 0xb3, 0x8e, 0xbf,
+ 0x7b, 0xef, 0x0d, 0xbf, 0x91, 0x4d, 0x1a, 0xbe, 0xd3, 0xe4, 0xf1, 0xbe,
+ 0x66, 0x12, 0x88, 0xbf, 0x24, 0xac, 0x00, 0xbf, 0x71, 0xad, 0x00, 0x3f,
+ 0x9a, 0x90, 0x12, 0x3f, 0xcc, 0xd3, 0xab, 0xbe, 0x52, 0xd9, 0xbd, 0xbe,
+ 0x4b, 0x1b, 0x38, 0xbe, 0xe3, 0x85, 0x82, 0x3e, 0xfd, 0x66, 0xf3, 0xbe,
+ 0x2b, 0x35, 0x08, 0xc0, 0x32, 0xab, 0x5f, 0xbd, 0x23, 0xfa, 0xb1, 0xbe,
+ 0xb4, 0x90, 0x20, 0xbe, 0x1d, 0x0d, 0x52, 0xbf, 0x03, 0xbe, 0x79, 0x3e,
+ 0xc2, 0x32, 0xb1, 0x3e, 0x10, 0x9d, 0xe8, 0xbd, 0xee, 0xd1, 0x87, 0xbf,
+ 0xea, 0xa3, 0x30, 0x3f, 0x13, 0x07, 0xe6, 0xbd, 0x0f, 0xed, 0xa9, 0x3e,
+ 0x35, 0x0a, 0x28, 0xbf, 0x59, 0x04, 0x3c, 0xbe, 0x0a, 0x3e, 0x4b, 0xbc,
+ 0x94, 0x3a, 0x8b, 0x3e, 0x3a, 0x26, 0xd6, 0x3e, 0x7f, 0x9c, 0x69, 0x3f,
+ 0x20, 0x15, 0x68, 0xbe, 0x31, 0x4d, 0x93, 0xbf, 0xae, 0x07, 0x27, 0xbd,
+ 0x9d, 0x76, 0xbe, 0x3e, 0x06, 0xdb, 0xd2, 0xbe, 0x4c, 0xe2, 0xc6, 0x3f,
+ 0x8e, 0xe4, 0x34, 0x3d, 0x3a, 0xbe, 0x90, 0x3f, 0x94, 0xb3, 0x1e, 0x3e,
+ 0x4f, 0x59, 0xff, 0x3e, 0xff, 0x31, 0xf7, 0xbe, 0x9b, 0xf5, 0xb5, 0x3f,
+ 0x8b, 0x3f, 0x2e, 0x3e, 0xb2, 0xbd, 0x91, 0xbf, 0x29, 0xb0, 0x2a, 0x3f,
+ 0xaf, 0x1e, 0xae, 0x3d, 0xca, 0x0d, 0xe4, 0xbe, 0xc2, 0xe0, 0x63, 0xbd,
+ 0xaf, 0x2d, 0x39, 0xbf, 0xf3, 0x64, 0x12, 0xbe, 0x43, 0x02, 0xd9, 0x3e,
+ 0xbf, 0x43, 0x86, 0x3f, 0x90, 0xad, 0xd2, 0x3e, 0x9d, 0x11, 0xde, 0xbe,
+ 0x65, 0xdd, 0x62, 0x3e, 0x1f, 0xd1, 0xaa, 0xbe, 0x8f, 0x24, 0x0d, 0x3e,
+ 0x7b, 0xfd, 0x65, 0xbf, 0x1c, 0xbd, 0x83, 0x3e, 0x59, 0xe9, 0xdb, 0xbe,
+ 0x96, 0x5c, 0x16, 0xbe, 0x42, 0x37, 0x8b, 0x3f, 0x7f, 0x6d, 0xaa, 0xbf,
+ 0xc7, 0xa2, 0x9f, 0xbf, 0x69, 0x82, 0x98, 0x3c, 0xeb, 0xc0, 0x12, 0xbc,
+ 0xd6, 0x1a, 0xa9, 0xbc, 0x5c, 0xbc, 0xb4, 0x3e, 0x13, 0x5e, 0x31, 0xbf,
+ 0xde, 0x96, 0x9e, 0x3e, 0x79, 0x2e, 0xf6, 0x3e, 0x6b, 0xd9, 0x8a, 0xbe,
+ 0x1a, 0x80, 0x87, 0xbd, 0x69, 0x8e, 0xfb, 0xbc, 0xcf, 0x7d, 0x9d, 0xbe,
+ 0x92, 0x05, 0x50, 0x3f, 0x57, 0xe9, 0x32, 0xbe, 0x21, 0x52, 0x02, 0xbe,
+ 0x04, 0x34, 0xbf, 0x3e, 0xd9, 0x69, 0xe7, 0x3e, 0x3e, 0x31, 0x5f, 0xbe,
+ 0x38, 0x34, 0x8a, 0x3f, 0x13, 0xd2, 0xd3, 0xbe, 0x10, 0xd0, 0x52, 0x3f,
+ 0x7e, 0x50, 0xad, 0xbf, 0xe4, 0x53, 0x01, 0xbf, 0x9f, 0x3a, 0x4f, 0xbf,
+ 0xe9, 0xc6, 0x23, 0x3e, 0x78, 0x48, 0xcc, 0x3f, 0xa1, 0x87, 0x2f, 0xbf,
+ 0x26, 0x2e, 0x01, 0xbd, 0xbe, 0xc4, 0x08, 0x3e, 0x66, 0x64, 0x17, 0x3f,
+ 0x49, 0x17, 0x81, 0xbe, 0x83, 0xcd, 0x0e, 0x3f, 0xad, 0x57, 0xa7, 0xbe,
+ 0x5c, 0xee, 0x45, 0x3f, 0x20, 0x5c, 0xb3, 0xbd, 0xcb, 0x3c, 0x16, 0x3f,
+ 0x36, 0x62, 0x8e, 0x3f, 0x9f, 0x86, 0xcb, 0xbe, 0x14, 0xd8, 0x46, 0xbe,
+}};
+const int32_t dnn_hiddenlayer_1_bias_part_0_shape[1] = {115};
+const union {
+ uint8_t bytes[460];
+ float values[115];
+} dnn_hiddenlayer_1_bias_part_0 = {{
+ 0x10, 0xe3, 0x39, 0xbe, 0x4f, 0x03, 0x09, 0xbf, 0x7e, 0x13, 0xb4, 0xbd,
+ 0x6f, 0xdb, 0x2a, 0x3f, 0xeb, 0x70, 0x30, 0x3e, 0xba, 0xaa, 0x2f, 0x3f,
+ 0x76, 0x64, 0x94, 0x3e, 0x17, 0xf9, 0xf9, 0xbd, 0x47, 0x74, 0x47, 0x3d,
+ 0xce, 0x3a, 0x01, 0xbf, 0xaf, 0xc0, 0x15, 0x3f, 0x5f, 0x00, 0x29, 0xbe,
+ 0x75, 0x06, 0xca, 0x3d, 0x75, 0xf6, 0x3d, 0x3f, 0x02, 0x00, 0x17, 0x3d,
+ 0x30, 0x02, 0xbe, 0x3c, 0xb9, 0x3f, 0x8a, 0x3f, 0xcf, 0x28, 0x9f, 0xbf,
+ 0xb0, 0x86, 0x4c, 0xbe, 0x28, 0xc3, 0x18, 0xbf, 0x39, 0xa3, 0xe9, 0xbe,
+ 0x40, 0x66, 0x0c, 0x3f, 0xb4, 0x96, 0xa0, 0xbe, 0xc8, 0x64, 0x7e, 0x3f,
+ 0xf5, 0x84, 0xfc, 0xbe, 0x6c, 0x24, 0xb7, 0xbd, 0xb6, 0x80, 0x53, 0x3f,
+ 0xf5, 0x86, 0x24, 0x3f, 0x82, 0x18, 0x04, 0xbf, 0x56, 0x1c, 0x30, 0xbe,
+ 0x10, 0x5f, 0x6a, 0xbf, 0xd2, 0xe5, 0xa4, 0x3f, 0x35, 0xc2, 0xbd, 0xbe,
+ 0xe1, 0x22, 0x90, 0x3d, 0xb8, 0x65, 0x2e, 0xbe, 0x9e, 0xe9, 0x94, 0xbe,
+ 0x7f, 0x10, 0xd7, 0xbc, 0x13, 0x33, 0x27, 0xbb, 0xf1, 0x3b, 0xe2, 0x3d,
+ 0x21, 0xfd, 0x8e, 0xbd, 0x3c, 0x10, 0xcc, 0x3e, 0x0e, 0xcb, 0x81, 0xbf,
+ 0xff, 0x10, 0x27, 0x3f, 0x4b, 0x28, 0xa9, 0x3e, 0x19, 0xfb, 0x11, 0x3f,
+ 0xb5, 0x04, 0xca, 0x3e, 0xd2, 0x61, 0x9b, 0xbf, 0x16, 0xd5, 0x48, 0x3c,
+ 0x7d, 0xff, 0x0c, 0x3e, 0x35, 0xdd, 0xb6, 0xbf, 0xcb, 0x11, 0xbe, 0xbe,
+ 0x06, 0x39, 0x65, 0xbf, 0x0c, 0xe7, 0xa1, 0x3e, 0xda, 0x60, 0x2e, 0xbf,
+ 0x04, 0xbc, 0xc7, 0xbe, 0x0d, 0x33, 0x5c, 0x3f, 0x8a, 0xae, 0x39, 0x3f,
+ 0xc4, 0xfc, 0x4b, 0x3f, 0xe9, 0x40, 0x19, 0x3f, 0x00, 0xe0, 0x00, 0xbf,
+ 0xb1, 0xc1, 0x81, 0x3e, 0xa7, 0x8e, 0x93, 0xbe, 0xe3, 0x0c, 0xc2, 0xbf,
+ 0x37, 0x6c, 0xbc, 0xbf, 0x75, 0x72, 0x88, 0xbe, 0x9d, 0x22, 0x24, 0x3d,
+ 0xb5, 0xd3, 0xff, 0xbe, 0xc7, 0xdd, 0x4e, 0xbf, 0xd7, 0x29, 0x5c, 0x3f,
+ 0xb1, 0x8a, 0x06, 0xbf, 0x2b, 0xef, 0x9a, 0x3d, 0x6b, 0xb1, 0x1d, 0xbe,
+ 0xde, 0xfc, 0x79, 0xbe, 0xe0, 0x4d, 0xf6, 0xbd, 0x5d, 0x27, 0x77, 0xbe,
+ 0xe8, 0xff, 0x2e, 0xbd, 0xe7, 0x06, 0x47, 0xbd, 0x30, 0xd1, 0x6d, 0x3f,
+ 0x21, 0xa8, 0x4b, 0x3f, 0x2e, 0x72, 0xa7, 0x3e, 0x9b, 0x2b, 0x8c, 0x3f,
+ 0x85, 0x29, 0xaf, 0xbe, 0x21, 0xd4, 0x15, 0x3f, 0xfd, 0x06, 0x06, 0xbe,
+ 0xc6, 0x89, 0xc3, 0x3e, 0x2a, 0xef, 0x69, 0x3d, 0x59, 0xe2, 0x3b, 0xbf,
+ 0x9e, 0xe5, 0x73, 0xbe, 0x19, 0x07, 0xa3, 0xbe, 0xd7, 0xcb, 0x94, 0xbf,
+ 0xad, 0xd9, 0x05, 0xbf, 0xaf, 0xed, 0x20, 0xbe, 0x60, 0x61, 0x81, 0xbe,
+ 0x8b, 0x98, 0x1c, 0xbf, 0xd0, 0x76, 0xfb, 0x3e, 0x41, 0x5e, 0x8f, 0xbe,
+ 0x83, 0x0d, 0xe7, 0x3e, 0xc1, 0x5e, 0x0e, 0x3f, 0xbe, 0x45, 0x84, 0x3e,
+ 0x19, 0x8a, 0x81, 0xbf, 0x0f, 0xc7, 0x6e, 0xbe, 0x2d, 0x0f, 0x2b, 0x3f,
+ 0xe8, 0x59, 0x25, 0x3f, 0xfc, 0x87, 0x0e, 0xbf, 0x00, 0x30, 0x01, 0x3f,
+ 0x5a, 0x84, 0x94, 0x3e, 0x7e, 0x26, 0x51, 0x3f, 0xd7, 0xf7, 0x4b, 0xbd,
+ 0x20, 0x77, 0x29, 0xbf, 0x70, 0x0f, 0x36, 0x3c, 0x18, 0xe6, 0x33, 0x3f,
+ 0x89, 0xb3, 0x14, 0x3f, 0xdf, 0xaa, 0x8e, 0x3e, 0xa5, 0x8b, 0xd7, 0xbe,
+ 0x95, 0xee, 0x68, 0xbf,
+}};
+const int32_t dnn_hiddenlayer_2_kernel_part_0_shape[2] = {115, 59};
+const union {
+ uint8_t bytes[27140];
+ float values[6785];
+} dnn_hiddenlayer_2_kernel_part_0 = {{
+ 0x23, 0x6e, 0x75, 0xbc, 0x56, 0x0d, 0xca, 0xbe, 0xb1, 0x1b, 0xa1, 0x3e,
+ 0x13, 0xc7, 0xf7, 0x3d, 0x20, 0xdd, 0x41, 0xbe, 0xa1, 0x1e, 0x6d, 0x3e,
+ 0x55, 0x32, 0xe1, 0xbe, 0x44, 0xf3, 0x4c, 0x3e, 0x44, 0x41, 0x31, 0xbd,
+ 0xbc, 0x4d, 0xe2, 0xbd, 0x07, 0x11, 0x32, 0x3e, 0xee, 0x0d, 0x42, 0x3e,
+ 0xb1, 0x9c, 0xe0, 0x3c, 0x09, 0xd3, 0x9a, 0x3e, 0x70, 0x93, 0x99, 0xbe,
+ 0xe3, 0xa2, 0x10, 0xbf, 0xf9, 0x58, 0xd6, 0xbe, 0x08, 0xec, 0x16, 0x3f,
+ 0x43, 0x33, 0x8b, 0x3e, 0xaa, 0xd7, 0x61, 0x3e, 0xa0, 0x7f, 0xf0, 0xbe,
+ 0xdd, 0x6f, 0x10, 0x3e, 0xb6, 0xc2, 0x8f, 0xbd, 0x38, 0x1d, 0x2b, 0x3e,
+ 0xfc, 0x63, 0x6a, 0x3e, 0x36, 0xea, 0x24, 0xbd, 0x54, 0x5e, 0x1d, 0xbe,
+ 0x4e, 0x31, 0x70, 0xbe, 0xfe, 0x12, 0xb0, 0x3e, 0x7d, 0x07, 0x12, 0x3e,
+ 0x2f, 0xd8, 0xe3, 0x3e, 0x60, 0xa7, 0x13, 0x3f, 0xae, 0xc3, 0xca, 0x3d,
+ 0x15, 0xdd, 0xf1, 0xbe, 0x33, 0x2f, 0x30, 0xbe, 0x21, 0x91, 0x8c, 0x3e,
+ 0x43, 0x17, 0xbd, 0xbd, 0x9f, 0x88, 0xed, 0xbd, 0x82, 0xd9, 0x43, 0x3e,
+ 0x35, 0xde, 0x94, 0xbd, 0xa7, 0x42, 0xa6, 0xbe, 0x24, 0x8a, 0x22, 0xbe,
+ 0xda, 0x7b, 0xb3, 0x3e, 0x41, 0x3c, 0x85, 0x3d, 0x61, 0x74, 0x7f, 0x3e,
+ 0x36, 0x0f, 0xdb, 0x3d, 0xdc, 0xce, 0x36, 0xbf, 0x32, 0xe5, 0x25, 0xbf,
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+ 0xe3, 0xd8, 0x87, 0xbd, 0xe4, 0x38, 0xb2, 0xbe, 0xd2, 0x3b, 0x46, 0xbe,
+ 0xb2, 0x95, 0x50, 0xbd, 0xa2, 0x32, 0x67, 0x3e, 0x2b, 0xda, 0x62, 0xbe,
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+ 0x55, 0xb6, 0x42, 0x3d, 0x05, 0xe0, 0x51, 0x3e, 0x70, 0xc1, 0x03, 0x3f,
+ 0xa5, 0x66, 0x89, 0x3e, 0xec, 0x45, 0x07, 0xbe, 0xaa, 0x2d, 0x3c, 0x3e,
+ 0x2b, 0x7b, 0x8e, 0x3e, 0x14, 0xc4, 0xa3, 0x3b, 0x69, 0x4e, 0x24, 0xbe,
+ 0xb6, 0x79, 0x26, 0x3e, 0x2b, 0xb5, 0x08, 0xbf, 0x45, 0x73, 0xd5, 0x3b,
+ 0xd9, 0x7c, 0xa0, 0x3e, 0x8c, 0x5f, 0x51, 0xbd, 0x42, 0x88, 0xb3, 0x3d,
+ 0xb5, 0xc6, 0x00, 0x3f, 0x22, 0x14, 0x97, 0xbe, 0xad, 0xcd, 0xbe, 0xbe,
+ 0xb9, 0x5a, 0x9a, 0xbe, 0x25, 0xc8, 0x25, 0xbe, 0xb9, 0x51, 0x72, 0x3e,
+ 0x43, 0xbd, 0xd0, 0x3e, 0x92, 0x9d, 0xd3, 0xbe, 0x28, 0xa4, 0x56, 0x3e,
+ 0x10, 0xcc, 0xa0, 0xbd, 0xc5, 0xd4, 0x0a, 0x3d, 0xd9, 0xaa, 0xed, 0x3e,
+ 0x92, 0xd2, 0x50, 0x3e, 0x82, 0xfc, 0x87, 0xbe, 0xd6, 0x32, 0x36, 0x3e,
+ 0x09, 0xfe, 0x4d, 0xbd, 0xfe, 0x15, 0x31, 0xbe, 0x10, 0x9c, 0xa6, 0x3d,
+ 0xb6, 0x00, 0x09, 0x3e, 0x8b, 0x37, 0x6f, 0x3e, 0xa7, 0xb1, 0x0b, 0xbf,
+ 0x60, 0x4e, 0x25, 0x3e, 0xe1, 0xa1, 0x21, 0xbe, 0xfb, 0x73, 0xe2, 0xbd,
+ 0xbd, 0x92, 0xde, 0x3d, 0x3f, 0x16, 0x22, 0x3e, 0x0e, 0xed, 0x43, 0x3e,
+ 0xab, 0x82, 0xa6, 0xbe, 0xc9, 0x60, 0xd3, 0x3d, 0x84, 0xa6, 0x9c, 0x3e,
+ 0xa1, 0xda, 0x91, 0xbd, 0xa3, 0xee, 0xff, 0xbe, 0xa4, 0x6e, 0x95, 0x3e,
+ 0x46, 0xdf, 0x88, 0x3e, 0x36, 0xf8, 0x75, 0xbe, 0xcb, 0xa2, 0x2b, 0x3e,
+ 0x74, 0xc1, 0x8c, 0x3e, 0x06, 0xb9, 0x60, 0xbe, 0x48, 0xe7, 0x9b, 0xbe,
+ 0x9e, 0xeb, 0x30, 0xbf, 0x9b, 0x1d, 0x8f, 0xbe, 0x58, 0xf0, 0x6b, 0x3e,
+ 0x0b, 0x08, 0x06, 0xbe, 0x7e, 0x5f, 0x79, 0xbe, 0xdf, 0x82, 0x6d, 0xbe,
+ 0x50, 0xf2, 0xfe, 0xbd, 0x8b, 0x7b, 0xfb, 0xbd, 0xb9, 0xc1, 0x9d, 0xbd,
+ 0x7b, 0x11, 0x00, 0xbb, 0xb9, 0xca, 0x24, 0x3e, 0x14, 0x20, 0xc4, 0xbe,
+ 0x68, 0x60, 0xf8, 0x3b, 0xbf, 0xbe, 0xa2, 0xbe, 0x30, 0x5b, 0xdd, 0xbd,
+ 0xad, 0x9b, 0xbc, 0x3d, 0x8d, 0x36, 0x61, 0xbc,
+}};
+
+} // anonymous namespace
+
+// -----------------------------------------------------------------------------
+// INFERENCE
+// -----------------------------------------------------------------------------
+
+int32_t input_from_feature_columns_input_layer_concat_concat0Shape[2] = {1,
+ 193};
+int32_t logits_MatMul_merged_with_dnn_logits_BiasAdd0Shape[2] = {1, 1};
+namespace internal_onedevice {
+void Inference(
+ const float* __restrict input_from_feature_columns_input_layer_concat_concat0 /* shape: 1,193 */
+ ,
+ float* __restrict logits_MatMul_merged_with_dnn_logits_BiasAdd0 /* shape:
+ 1,1 */
+ ,
+ FixedAllocations* __restrict fixed) {
+ const int32_t input_from_feature_columns_input_layer_concat_concat0_shape[] =
+ {1, 193};
+
+#if OP_LIB_BENCHMARK
+ Singleton<PerOpTimings>::get()->Reset();
+#endif
+
+ // dnn/hiddenlayer_0/MatMul_merged_with_dnn/hiddenlayer_0/BiasAdd
+ FullyConnected<float>(
+ input_from_feature_columns_input_layer_concat_concat0_shape,
+ input_from_feature_columns_input_layer_concat_concat0,
+ dnn_hiddenlayer_0_kernel_part_0_shape,
+ dnn_hiddenlayer_0_kernel_part_0.values,
+ dnn_hiddenlayer_0_bias_part_0_shape, dnn_hiddenlayer_0_bias_part_0.values,
+ fixed->alloc0);
+
+ fixed->shape0[0] = 1;
+ fixed->shape0[1] = 117;
+
+ // dnn/hiddenlayer_0/Relu
+ Relu<float>(2, // rank
+ fixed->shape0, fixed->alloc0, fixed->alloc0);
+
+ // dnn/hiddenlayer_1/MatMul_merged_with_dnn/hiddenlayer_1/BiasAdd
+ FullyConnected<float>(fixed->shape0, fixed->alloc0,
+ dnn_hiddenlayer_1_kernel_part_0_shape,
+ dnn_hiddenlayer_1_kernel_part_0.values,
+ dnn_hiddenlayer_1_bias_part_0_shape,
+ dnn_hiddenlayer_1_bias_part_0.values, fixed->alloc1);
+
+ fixed->shape0[0] = 1;
+ fixed->shape0[1] = 115;
+
+ // dnn/hiddenlayer_1/Relu
+ Relu<float>(2, // rank
+ fixed->shape0, fixed->alloc1, fixed->alloc1);
+
+ // dnn/hiddenlayer_2/MatMul_merged_with_dnn/hiddenlayer_2/BiasAdd
+ FullyConnected<float>(fixed->shape0, fixed->alloc1,
+ dnn_hiddenlayer_2_kernel_part_0_shape,
+ dnn_hiddenlayer_2_kernel_part_0.values,
+ dnn_hiddenlayer_2_bias_part_0_shape,
+ dnn_hiddenlayer_2_bias_part_0.values, fixed->alloc0);
+
+ fixed->shape0[0] = 1;
+ fixed->shape0[1] = 59;
+
+ // dnn/hiddenlayer_2/Relu
+ Relu<float>(2, // rank
+ fixed->shape0, fixed->alloc0, fixed->alloc0);
+
+ // dnn/logits/MatMul_merged_with_dnn/logits/BiasAdd
+ FullyConnected<float>(
+ fixed->shape0, fixed->alloc0, dnn_logits_kernel_part_0_shape,
+ dnn_logits_kernel_part_0.values, dnn_logits_bias_part_0_shape,
+ dnn_logits_bias_part_0.values,
+ logits_MatMul_merged_with_dnn_logits_BiasAdd0);
+
+#if OP_LIB_BENCHMARK
+ Singleton<PerOpTimings>::get()->WriteTimingsToInfoLog();
+#endif
+}
+} // namespace internal_onedevice
+} // namespace ui
diff --git a/chromium/ui/events/ozone/evdev/touch_filter/palm_model/onedevice_train_palm_detection_filter_inference.h b/chromium/ui/events/ozone/evdev/touch_filter/palm_model/onedevice_train_palm_detection_filter_inference.h
new file mode 100644
index 00000000000..8f6d1a6e7c4
--- /dev/null
+++ b/chromium/ui/events/ozone/evdev/touch_filter/palm_model/onedevice_train_palm_detection_filter_inference.h
@@ -0,0 +1,42 @@
+// Copyright 2019 The Chromium Authors. All rights reserved.
+// Use of this source code is governed by a BSD-style license that can be
+// found in the LICENSE file.
+// Code generated by tf.native.
+#ifndef UI_EVENTS_OZONE_EVDEV_TOUCH_FILTER_PALM_MODEL_ONEDEVICE_TRAIN_PALM_DETECTION_FILTER_INFERENCE_H_
+#define UI_EVENTS_OZONE_EVDEV_TOUCH_FILTER_PALM_MODEL_ONEDEVICE_TRAIN_PALM_DETECTION_FILTER_INFERENCE_H_
+#include <cstdint>
+
+namespace ui {
+namespace internal_onedevice {
+struct alignas(16) FixedAllocations {
+ float alloc0[117];
+ float alloc1[115];
+ int32_t shape0[2];
+};
+
+extern int32_t input_from_feature_columns_input_layer_concat_concat0Shape[2];
+extern int32_t logits_MatMul_merged_with_dnn_logits_BiasAdd0Shape[2];
+
+#define CHROME_KNOWLEDGE_INPUT_FROM_FEATURE_COLUMNS_INPUT_LAYER_CONCAT_CONCAT0_RANK \
+ 2
+#define CHROME_KNOWLEDGE_INPUT_FROM_FEATURE_COLUMNS_INPUT_LAYER_CONCAT_CONCAT0_DIM0_SIZE \
+ 1
+#define CHROME_KNOWLEDGE_INPUT_FROM_FEATURE_COLUMNS_INPUT_LAYER_CONCAT_CONCAT0_DIM1_SIZE \
+ 193
+#define CHROME_KNOWLEDGE_LOGITS_MATMUL_MERGED_WITH_DNN_LOGITS_BIASADD0_RANK 2
+#define CHROME_KNOWLEDGE_LOGITS_MATMUL_MERGED_WITH_DNN_LOGITS_BIASADD0_DIM0_SIZE \
+ 1
+#define CHROME_KNOWLEDGE_LOGITS_MATMUL_MERGED_WITH_DNN_LOGITS_BIASADD0_DIM1_SIZE \
+ 1
+
+void Inference(
+ const float* __restrict input_from_feature_columns_input_layer_concat_concat0 /* shape: 1,193 */
+ ,
+ float* __restrict logits_MatMul_merged_with_dnn_logits_BiasAdd0 /* shape:
+ 1,1 */
+ ,
+ FixedAllocations* __restrict fixed);
+
+} // namespace internal_onedevice
+} // namespace ui
+#endif // UI_EVENTS_OZONE_EVDEV_TOUCH_FILTER_PALM_MODEL_ONEDEVICE_TRAIN_PALM_DETECTION_FILTER_INFERENCE_H_
diff --git a/chromium/ui/events/ozone/evdev/touch_filter/palm_model/onedevice_train_palm_detection_filter_model.cc b/chromium/ui/events/ozone/evdev/touch_filter/palm_model/onedevice_train_palm_detection_filter_model.cc
new file mode 100644
index 00000000000..5fb01f1d0c1
--- /dev/null
+++ b/chromium/ui/events/ozone/evdev/touch_filter/palm_model/onedevice_train_palm_detection_filter_model.cc
@@ -0,0 +1,69 @@
+// Copyright 2019 The Chromium Authors. All rights reserved.
+// Use of this source code is governed by a BSD-style license that can be
+// found in the LICENSE file.
+
+#include "ui/events/ozone/evdev/touch_filter/palm_model/onedevice_train_palm_detection_filter_model.h"
+
+#include <algorithm>
+#include <cassert>
+#include <cmath>
+#include <cstdint>
+#include <cstring>
+#include <limits>
+#include <memory>
+#include <string>
+#include <tuple>
+#include <utility>
+#include <vector>
+
+#include "ui/events/ozone/evdev/touch_filter/palm_model/onedevice_train_palm_detection_filter_inference.h"
+#define USE_EIGEN 0
+
+namespace ui {
+
+float OneDeviceTrainNeuralStylusPalmDetectionFilterModel::Inference(
+ const std::vector<float>& features) const {
+ DVLOG(1) << "In Inference.";
+ std::unique_ptr<internal_onedevice::FixedAllocations> fixed_allocations(
+ new internal_onedevice::FixedAllocations());
+ if (features.size() != 193) {
+ LOG(DFATAL) << "Bad count. Is " << features.size() << " expected " << 193;
+ return nanf("");
+ }
+ // TODO(robsc): Update to DVLOG_IS_ON if relevant.
+ if (DCHECK_IS_ON() && VLOG_IS_ON(1)) {
+ for (unsigned i = 0; i < features.size(); ++i) {
+ DVLOG(1) << "Feature " << i << " is " << features[i];
+ }
+ }
+ float output = 0;
+ internal_onedevice::Inference(&features[0], &output, fixed_allocations.get());
+ return output;
+}
+
+const NeuralStylusPalmDetectionFilterModelConfig&
+OneDeviceTrainNeuralStylusPalmDetectionFilterModel::config() const {
+ return config_;
+}
+
+OneDeviceTrainNeuralStylusPalmDetectionFilterModel::
+ OneDeviceTrainNeuralStylusPalmDetectionFilterModel() {
+ config_.nearest_neighbor_count = 0;
+ config_.biggest_near_neighbor_count = 2;
+ config_.include_sequence_count_in_strokes = true;
+ config_.max_neighbor_distance_in_mm = 100.0f;
+ config_.min_sample_count = 6;
+ config_.max_sample_count = 12;
+ config_.max_dead_neighbor_time = base::TimeDelta::FromMillisecondsD(100.0f);
+ config_.heuristic_palm_touch_limit = 20.0f;
+ config_.heuristic_palm_area_limit = 400.0f;
+}
+
+OneDeviceTrainNeuralStylusPalmDetectionFilterModel::
+ OneDeviceTrainNeuralStylusPalmDetectionFilterModel(
+ const std::vector<float>& radius_poly)
+ : OneDeviceTrainNeuralStylusPalmDetectionFilterModel() {
+ config_.radius_polynomial_resize = radius_poly;
+}
+
+} // namespace ui
diff --git a/chromium/ui/events/ozone/evdev/touch_filter/palm_model/onedevice_train_palm_detection_filter_model.h b/chromium/ui/events/ozone/evdev/touch_filter/palm_model/onedevice_train_palm_detection_filter_model.h
new file mode 100644
index 00000000000..9759cf64ee4
--- /dev/null
+++ b/chromium/ui/events/ozone/evdev/touch_filter/palm_model/onedevice_train_palm_detection_filter_model.h
@@ -0,0 +1,36 @@
+// Copyright 2019 The Chromium Authors. All rights reserved.
+// Use of this source code is governed by a BSD-style license that can be
+// found in the LICENSE file.
+
+#ifndef UI_EVENTS_OZONE_EVDEV_TOUCH_FILTER_PALM_MODEL_ONEDEVICE_TRAIN_PALM_DETECTION_FILTER_MODEL_H_
+#define UI_EVENTS_OZONE_EVDEV_TOUCH_FILTER_PALM_MODEL_ONEDEVICE_TRAIN_PALM_DETECTION_FILTER_MODEL_H_
+
+#include <cstdint>
+#include <vector>
+
+#include "ui/events/ozone/evdev/touch_filter/neural_stylus_palm_detection_filter_model.h"
+
+namespace ui {
+
+// A simplified Neural stylus Palm Detection Model, trained on the data based on
+// a single device class but translatable to others. Neural inference
+// implementation based on inline neural net inference.
+class COMPONENT_EXPORT(EVDEV) OneDeviceTrainNeuralStylusPalmDetectionFilterModel
+ : public NeuralStylusPalmDetectionFilterModel {
+ public:
+ OneDeviceTrainNeuralStylusPalmDetectionFilterModel();
+ explicit OneDeviceTrainNeuralStylusPalmDetectionFilterModel(
+ const std::vector<float>& radius_poly);
+ float Inference(const std::vector<float>& features) const override;
+
+ const NeuralStylusPalmDetectionFilterModelConfig& config() const override;
+
+ DISALLOW_COPY_AND_ASSIGN(OneDeviceTrainNeuralStylusPalmDetectionFilterModel);
+
+ private:
+ NeuralStylusPalmDetectionFilterModelConfig config_;
+};
+
+} // namespace ui
+
+#endif // UI_EVENTS_OZONE_EVDEV_TOUCH_FILTER_PALM_MODEL_ONEDEVICE_TRAIN_PALM_DETECTION_FILTER_MODEL_H_
diff --git a/chromium/ui/events/ozone/evdev/touch_filter/shared_palm_detection_filter_state.h b/chromium/ui/events/ozone/evdev/touch_filter/shared_palm_detection_filter_state.h
index 276387087cb..378243e9b96 100644
--- a/chromium/ui/events/ozone/evdev/touch_filter/shared_palm_detection_filter_state.h
+++ b/chromium/ui/events/ozone/evdev/touch_filter/shared_palm_detection_filter_state.h
@@ -4,13 +4,31 @@
#ifndef UI_EVENTS_OZONE_EVDEV_TOUCH_FILTER_SHARED_PALM_DETECTION_FILTER_STATE_H_
#define UI_EVENTS_OZONE_EVDEV_TOUCH_FILTER_SHARED_PALM_DETECTION_FILTER_STATE_H_
+
#include "base/time/time.h"
namespace ui {
+
struct SharedPalmDetectionFilterState {
// The latest stylus touch time. Note that this can include "hover".
- base::TimeTicks latest_stylus_touch_time_ = base::TimeTicks::UnixEpoch();
+ base::TimeTicks latest_stylus_touch_time;
+
+ // Latest time that a finger was detected on a touchscreen. It may or may not
+ // have been converted into a palm later.
+ base::TimeTicks latest_finger_touch_time = base::TimeTicks::UnixEpoch();
+
+ // From a touch screen, the number of active touches on the screen that aren't
+ // palms.
+ uint32_t active_finger_touches = 0;
+
+ // From a touch screen, the number of active palms on the screen.
+ uint32_t active_palm_touches = 0;
+
+ // Latest time that a palm was detected on a touchscreen. the palm may or may
+ // not still be on the touchscreen.
+ base::TimeTicks latest_palm_touch_time = base::TimeTicks::UnixEpoch();
};
+
} // namespace ui
#endif
diff --git a/chromium/ui/events/ozone/evdev/touch_filter/single_position_touch_noise_filter.cc b/chromium/ui/events/ozone/evdev/touch_filter/single_position_touch_noise_filter.cc
deleted file mode 100644
index f1a89672ae4..00000000000
--- a/chromium/ui/events/ozone/evdev/touch_filter/single_position_touch_noise_filter.cc
+++ /dev/null
@@ -1,172 +0,0 @@
-// Copyright 2015 The Chromium Authors. All rights reserved.
-// Use of this source code is governed by a BSD-style license that can be
-// found in the LICENSE file.
-
-#include "ui/events/ozone/evdev/touch_filter/single_position_touch_noise_filter.h"
-
-#include <inttypes.h>
-
-#include "base/logging.h"
-#include "base/metrics/histogram_macros.h"
-#include "base/strings/stringprintf.h"
-
-namespace ui {
-
-namespace {
-
-// Max squared distance between fingers for the fingers to be considered in the
-// same position.
-const int kSamePositionMaxDistance2 = 2 * 2;
-
-// Max squared movement of a finger before it's no longer considered noise.
-const int kNoiseMaxMovement2 = 2 * 2;
-
-// Min duration in milliseconds after which touches in the same position are
-// considered noise.
-const int kMinDurationMs = 2000;
-
-// Max duration in milliseconds to check for common positions with previous
-// touches.
-const int kMaxDurationMs = 4000;
-
-// Returns the squared distance between (|x1|, |y1|) and (|x2|, |y2|)
-int Distance2(int x1, int y1, int x2, int y2) {
- int offset_x = x2 - x1;
- int offset_y = y2 - y1;
- return offset_x * offset_x + offset_y * offset_y;
-}
-
-} // namespace
-
-SinglePositionTouchNoiseFilter::SinglePositionTouchNoiseFilter()
- : tracked_touches_start_(0), tracked_touches_end_(0) {
- for (size_t i = 0; i < kNumTouchEvdevSlots; ++i)
- tracked_slots_[i] = kNumTrackedTouches;
-}
-
-void SinglePositionTouchNoiseFilter::Filter(
- const std::vector<InProgressTouchEvdev>& touches,
- base::TimeTicks time,
- std::bitset<kNumTouchEvdevSlots>* slots_with_noise) {
- // Forget old touches which will no longer be considered for overlap.
- base::TimeTicks touch_cutoff =
- time - base::TimeDelta::FromMilliseconds(kMaxDurationMs);
- for (size_t i = tracked_touches_start_; i != tracked_touches_end_;
- i = (i + 1) % kNumTrackedTouches) {
- if (!tracked_touches_[i].valid)
- continue;
- if (tracked_touches_[i].end < touch_cutoff)
- StopTrackingTouch(i);
- }
-
- for (const InProgressTouchEvdev& touch : touches) {
- size_t slot = touch.slot;
-
- bool arrived = touch.touching && !touch.was_touching;
- bool departed = !touch.touching && touch.was_touching;
- if (departed)
- tracked_slots_[slot] = kNumTrackedTouches;
- if (!touch.touching)
- continue;
-
- // Track all new touches until they move too far.
- if (arrived)
- TrackTouch(touch, time);
-
- size_t t_ind = tracked_slots_[slot];
- if (t_ind != kNumTrackedTouches) {
- tracked_touches_[t_ind].end = time;
- // Stop tracking if touch moves more than sqrt(kNoiseMaxMovement2).
- if (Distance2(touch.x, touch.y, tracked_touches_[t_ind].x,
- tracked_touches_[t_ind].y) > kNoiseMaxMovement2) {
- StopTrackingTouch(t_ind);
- } else {
- // Determine duration over which touches have been occuring in this
- // position.
- base::TimeDelta max_duration;
- size_t max_duration_index = 0;
- for (size_t i = tracked_touches_start_; i != tracked_touches_end_;
- i = (i + 1) % kNumTrackedTouches) {
- TrackedTouch* tracked_touch = &tracked_touches_[i];
- if (!tracked_touch->valid)
- continue;
- if (Distance2(touch.x, touch.y, tracked_touch->x, tracked_touch->y) <=
- kSamePositionMaxDistance2) {
- base::TimeDelta duration = time - tracked_touch->begin;
- if (duration > max_duration) {
- max_duration = duration;
- max_duration_index = i;
- }
- }
- }
-
- if (max_duration_index != t_ind &&
- max_duration > tracked_touches_[t_ind].same_location_touch_age) {
- tracked_touches_[t_ind].same_location_touch_age = max_duration;
- }
-
- if (max_duration.InMilliseconds() > kMinDurationMs) {
- VLOG(2) << base::StringPrintf(
- "Cancel tracking id %d, in position occurring for %" PRId64 "ms",
- touch.tracking_id, max_duration.InMilliseconds());
- slots_with_noise->set(slot);
- }
- }
- }
- }
-}
-
-void SinglePositionTouchNoiseFilter::StopTrackingTouch(size_t index) {
- if (tracked_touches_[index].same_location_touch_age.InMilliseconds() > 0) {
- // Log the age of the oldest touch which occurred at |touch|'s location.
- // This is logged to allow tuning of |kMinDurationMs|.
- UMA_HISTOGRAM_TIMES(
- "Ozone.TouchNoiseFilter.TouchesAtSinglePositionDuration",
- tracked_touches_[index].same_location_touch_age);
- }
-
- size_t slot = tracked_touches_[index].slot;
- if (tracked_slots_[slot] == index)
- tracked_slots_[slot] = kNumTrackedTouches;
- tracked_touches_[index].valid = false;
-
- // If first touch is canceled, remove all dead touches.
- if (index == tracked_touches_start_) {
- while (!tracked_touches_[tracked_touches_start_].valid &&
- tracked_touches_start_ != tracked_touches_end_) {
- tracked_touches_start_ =
- (tracked_touches_start_ + 1) % kNumTrackedTouches;
- }
- }
-}
-
-void SinglePositionTouchNoiseFilter::TrackTouch(
- const InProgressTouchEvdev& touch,
- base::TimeTicks time) {
- size_t index = tracked_touches_end_;
- tracked_touches_end_ = (tracked_touches_end_ + 1) % kNumTrackedTouches;
- // If we would reach the start touch index, we cannot track any more touches.
- if (tracked_touches_end_ == tracked_touches_start_) {
- tracked_touches_end_ = index;
- return;
- }
-
- tracked_touches_[index].valid = true;
- tracked_touches_[index].slot = touch.slot;
- tracked_touches_[index].x = touch.x;
- tracked_touches_[index].y = touch.y;
- tracked_touches_[index].begin = time;
- tracked_touches_[index].end = time;
- tracked_slots_[touch.slot] = index;
-}
-
-SinglePositionTouchNoiseFilter::SinglePositionTouchNoiseFilter::TrackedTouch::
- TrackedTouch()
- : valid(false), slot(0), x(0), y(0) {
-}
-
-SinglePositionTouchNoiseFilter::SinglePositionTouchNoiseFilter::TrackedTouch::
- ~TrackedTouch() {
-}
-
-} // namespace ui
diff --git a/chromium/ui/events/ozone/evdev/touch_filter/single_position_touch_noise_filter.h b/chromium/ui/events/ozone/evdev/touch_filter/single_position_touch_noise_filter.h
deleted file mode 100644
index b13509c8403..00000000000
--- a/chromium/ui/events/ozone/evdev/touch_filter/single_position_touch_noise_filter.h
+++ /dev/null
@@ -1,61 +0,0 @@
-// Copyright 2015 The Chromium Authors. All rights reserved.
-// Use of this source code is governed by a BSD-style license that can be
-// found in the LICENSE file.
-
-#ifndef UI_EVENTS_OZONE_EVDEV_TOUCH_FILTER_SINGLE_POSITION_TOUCH_NOISE_FILTER_H_
-#define UI_EVENTS_OZONE_EVDEV_TOUCH_FILTER_SINGLE_POSITION_TOUCH_NOISE_FILTER_H_
-
-#include <stddef.h>
-
-#include "base/macros.h"
-#include "base/time/time.h"
-#include "ui/events/ozone/evdev/touch_filter/touch_filter.h"
-
-namespace ui {
-
-class SinglePositionTouchNoiseFilter : public TouchFilter {
- public:
- SinglePositionTouchNoiseFilter();
- ~SinglePositionTouchNoiseFilter() override {}
-
- // TouchFilter:
- void Filter(const std::vector<InProgressTouchEvdev>& touches,
- base::TimeTicks time,
- std::bitset<kNumTouchEvdevSlots>* slots_with_noise) override;
-
- private:
- struct TrackedTouch {
- TrackedTouch();
- ~TrackedTouch();
-
- bool valid;
- size_t slot;
- int x;
- int y;
- base::TimeTicks begin;
- base::TimeTicks end;
-
- // The age of the oldest touch at the same location as this TrackedTouch.
- // Logged to UMA when we stop tracking the TrackedTouch.
- base::TimeDelta same_location_touch_age;
- };
-
- void StopTrackingTouch(size_t index);
- void TrackTouch(const InProgressTouchEvdev& touch,
- base::TimeTicks time);
-
- // A mapping of slot to tracked touch index in |tracked_touches_|.
- size_t tracked_slots_[kNumTouchEvdevSlots];
-
- // A circular buffer of tracked touches
- // [|tracked_touches_start_|, |tracked_touches_end_|).
- static const int kNumTrackedTouches = 100;
- TrackedTouch tracked_touches_[kNumTrackedTouches];
-
- size_t tracked_touches_start_;
- size_t tracked_touches_end_;
-};
-
-} // namespace ui
-
-#endif // UI_EVENTS_OZONE_EVDEV_TOUCH_FILTER_SINGLE_POSITION_TOUCH_NOISE_FILTER_H_