From 979b2182cd3b083435a1317c46831a519e1bd541 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Fran=C3=A7ois=20Doray?= Date: Mon, 19 Dec 2022 15:41:01 +0000 Subject: [PATCH] Remove TabRanker. It is not used. Bug: 784639 Change-Id: Idd4dc6f0dd8603d3e51b671aab68d761c90580f1 Reviewed-on: https://chromium-review.googlesource.com/c/chromium/src/+/4064839 Reviewed-by: Charles Zhao Reviewed-by: Demetrios Papadopoulos Commit-Queue: Francois Pierre Doray Cr-Commit-Position: refs/heads/main@{#1084960} --- chrome/browser/BUILD.gn | 2 - chrome/browser/ash/BUILD.gn | 1 - chrome/browser/browser_resources.grd | 4 - chrome/browser/chromeos/BUILD.gn | 1 - chrome/browser/resource_coordinator/BUILD.gn | 4 - .../tab_metrics_event.proto | 82 - .../resource_coordinator/tab_ranker/BUILD.gn | 46 - .../resource_coordinator/tab_ranker/OWNERS | 3 - .../resource_coordinator/tab_ranker/README.md | 56 - .../tab_ranker/example_preprocessor_config.pb | Bin 9373 -> 0 bytes .../tab_ranker/mru_features.h | 25 - .../tab_ranker/native_inference.cc | 3835 ----------------- .../tab_ranker/native_inference.h | 39 - .../tab_ranker/native_inference.md | 42 - .../tab_ranker/pairwise_inference.cc | 1993 --------- .../tab_ranker/pairwise_inference.h | 38 - .../pairwise_preprocessor_config.pb | Bin 17384 -> 0 bytes .../tab_ranker/tab_features.cc | 121 - .../tab_ranker/tab_features.h | 78 - .../tab_ranker/tab_features_test_helper.cc | 69 - .../tab_ranker/tab_features_test_helper.h | 22 - .../tab_ranker/tab_features_unittest.cc | 145 - .../tab_ranker/tab_score_predictor.cc | 334 -- .../tab_ranker/tab_score_predictor.h | 112 - .../tab_score_predictor_unittest.cc | 214 - .../tab_ranker/window_features.cc | 28 - .../tab_ranker/window_features.h | 39 - chrome/browser/ui/BUILD.gn | 2 - chrome/test/BUILD.gn | 8 - 29 files changed, 7343 deletions(-) delete mode 100644 chrome/browser/resource_coordinator/tab_metrics_event.proto delete mode 100644 chrome/browser/resource_coordinator/tab_ranker/BUILD.gn delete mode 100644 chrome/browser/resource_coordinator/tab_ranker/OWNERS delete mode 100644 chrome/browser/resource_coordinator/tab_ranker/README.md delete mode 100644 chrome/browser/resource_coordinator/tab_ranker/example_preprocessor_config.pb delete mode 100644 chrome/browser/resource_coordinator/tab_ranker/mru_features.h delete mode 100644 chrome/browser/resource_coordinator/tab_ranker/native_inference.cc delete mode 100644 chrome/browser/resource_coordinator/tab_ranker/native_inference.h delete mode 100644 chrome/browser/resource_coordinator/tab_ranker/native_inference.md delete mode 100644 chrome/browser/resource_coordinator/tab_ranker/pairwise_inference.cc delete mode 100644 chrome/browser/resource_coordinator/tab_ranker/pairwise_inference.h delete mode 100644 chrome/browser/resource_coordinator/tab_ranker/pairwise_preprocessor_config.pb delete mode 100644 chrome/browser/resource_coordinator/tab_ranker/tab_features.cc delete mode 100644 chrome/browser/resource_coordinator/tab_ranker/tab_features.h delete mode 100644 chrome/browser/resource_coordinator/tab_ranker/tab_features_test_helper.cc delete mode 100644 chrome/browser/resource_coordinator/tab_ranker/tab_features_test_helper.h delete mode 100644 chrome/browser/resource_coordinator/tab_ranker/tab_features_unittest.cc delete mode 100644 chrome/browser/resource_coordinator/tab_ranker/tab_score_predictor.cc delete mode 100644 chrome/browser/resource_coordinator/tab_ranker/tab_score_predictor.h delete mode 100644 chrome/browser/resource_coordinator/tab_ranker/tab_score_predictor_unittest.cc delete mode 100644 chrome/browser/resource_coordinator/tab_ranker/window_features.cc delete mode 100644 chrome/browser/resource_coordinator/tab_ranker/window_features.h diff --git a/chrome/browser/BUILD.gn b/chrome/browser/BUILD.gn index 93f4e4e7bec54..191472feea543 100644 --- a/chrome/browser/BUILD.gn +++ b/chrome/browser/BUILD.gn @@ -4399,8 +4399,6 @@ static_library("browser") { "//chrome/browser/policy:path_parser", "//chrome/browser/profile_resetter:profile_reset_report_proto", "//chrome/browser/resource_coordinator:intervention_policy_database_proto", - "//chrome/browser/resource_coordinator:tab_metrics_event_proto", - "//chrome/browser/resource_coordinator/tab_ranker", "//chrome/browser/resources:component_extension_resources", "//chrome/browser/share/core:share_targets", "//chrome/browser/share/proto:proto", diff --git a/chrome/browser/ash/BUILD.gn b/chrome/browser/ash/BUILD.gn index 97370b69a5876..8e922977410cd 100644 --- a/chrome/browser/ash/BUILD.gn +++ b/chrome/browser/ash/BUILD.gn @@ -3214,7 +3214,6 @@ source_set("ash") { "//chrome/browser/image_decoder", "//chrome/browser/policy/messaging_layer/proto:crd_event_proto", "//chrome/browser/profiles:profile", - "//chrome/browser/resource_coordinator:tab_metrics_event_proto", "//chrome/browser/safe_browsing", "//chrome/browser/ui/webui/ash/crostini_upgrader:mojo_bindings_headers", "//chrome/browser/ui/webui/bluetooth_internals:mojo_bindings", diff --git a/chrome/browser/browser_resources.grd b/chrome/browser/browser_resources.grd index 7741559263ce8..214807d155c00 100644 --- a/chrome/browser/browser_resources.grd +++ b/chrome/browser/browser_resources.grd @@ -325,10 +325,6 @@ - - - - diff --git a/chrome/browser/chromeos/BUILD.gn b/chrome/browser/chromeos/BUILD.gn index 81cd68260837b..b392bcd4f8608 100644 --- a/chrome/browser/chromeos/BUILD.gn +++ b/chrome/browser/chromeos/BUILD.gn @@ -172,7 +172,6 @@ source_set("chromeos") { "//chrome/browser/policy/messaging_layer/proto:crd_event_proto", "//chrome/browser/profiles", "//chrome/browser/profiles:profile", - "//chrome/browser/resource_coordinator:tab_metrics_event_proto", "//chrome/browser/resources/chromeos:app_icon_resources", "//chrome/browser/resources/chromeos/cloud_upload:resources_grit", "//chrome/browser/resources/settings:resources_grit", diff --git a/chrome/browser/resource_coordinator/BUILD.gn b/chrome/browser/resource_coordinator/BUILD.gn index 0fc50b78df8b1..de6fe3c9d1902 100644 --- a/chrome/browser/resource_coordinator/BUILD.gn +++ b/chrome/browser/resource_coordinator/BUILD.gn @@ -6,10 +6,6 @@ import("//chrome/common/features.gni") import("//mojo/public/tools/bindings/mojom.gni") import("//third_party/protobuf/proto_library.gni") -proto_library("tab_metrics_event_proto") { - sources = [ "tab_metrics_event.proto" ] -} - mojom("mojo_bindings") { sources = [ "lifecycle_unit_state.mojom" ] webui_module_path = "/" diff --git a/chrome/browser/resource_coordinator/tab_metrics_event.proto b/chrome/browser/resource_coordinator/tab_metrics_event.proto deleted file mode 100644 index 429625ac02b9b..0000000000000 --- a/chrome/browser/resource_coordinator/tab_metrics_event.proto +++ /dev/null @@ -1,82 +0,0 @@ -// Copyright 2017 The Chromium Authors -// Use of this source code is governed by a BSD-style license that can be -// found in the LICENSE file. - -syntax = "proto2"; - -option optimize_for = LITE_RUNTIME; - -package metrics; - -// Defines specialized fields used by the TabManager.TabMetrics UKM event. -message TabMetricsEvent { - // Represents the MIME type of content. - // MIME type strings have the format "/". The values for - // ContentType reflect just the top-level type (e.g., AUDIO is used for both - // "audio/mp3" and "audio/ogg"). - // The exception is "text/html", since it's treated quite differently than - // other text. - enum ContentType { - // Could not be determined or not available. - CONTENT_TYPE_UNKNOWN = 0; - - // Not one of the types below. - CONTENT_TYPE_OTHER = 1; - - // The "application/*" type. Supported application sub-types are enumerated - // in Chrome's PluginType. - CONTENT_TYPE_APPLICATION = 2; - - // The "audio/*" type. - CONTENT_TYPE_AUDIO = 3; - - // The "image/*" type. - CONTENT_TYPE_IMAGE = 4; - - // The "text/*" type. For "text/html", TEXT_HTML is used instead. - CONTENT_TYPE_TEXT = 5; - - // The "text/html" type, representing web pages. - CONTENT_TYPE_TEXT_HTML = 6; - - // The "video/*" type. - CONTENT_TYPE_VIDEO = 7; - } - - optional ContentType content_type = 1; -} - -// Defines specialized fields used by the TabManager.WindowMetrics UKM event -// for describing the window used by a set of tabs. -message WindowMetricsEvent { - // Represents the type of the window. - enum Type { - // Could not be determined or not available. - TYPE_UNKNOWN = 0; - - // A normal browser window with a tab strip. - TYPE_TABBED = 1; - - // A pop-up browser window with no tab strip. - TYPE_POPUP = 2; - - // An Extension browser window that is not an AppWindow. - TYPE_EXTENSION = 3; - - // An AppWindow for a platform app. - TYPE_APP = 4; - } - - optional Type type = 1; - - // Represents the show state of the window. - enum ShowState { - SHOW_STATE_UNKNOWN = 0; - SHOW_STATE_NORMAL = 1; - SHOW_STATE_MINIMIZED = 2; - SHOW_STATE_MAXIMIZED = 3; - SHOW_STATE_FULLSCREEN = 4; - } - - optional ShowState show_state = 2; -} diff --git a/chrome/browser/resource_coordinator/tab_ranker/BUILD.gn b/chrome/browser/resource_coordinator/tab_ranker/BUILD.gn deleted file mode 100644 index 947410d49746b..0000000000000 --- a/chrome/browser/resource_coordinator/tab_ranker/BUILD.gn +++ /dev/null @@ -1,46 +0,0 @@ -# Copyright 2018 The Chromium Authors -# Use of this source code is governed by a BSD-style license that can be -# found in the LICENSE file. - -source_set("tab_ranker") { - # Dependent targets should not include native_inference.h directly. - public = [ - "mru_features.h", - "tab_features.h", - "tab_score_predictor.h", - "window_features.h", - ] - - sources = [ - "native_inference.cc", - "native_inference.h", - "pairwise_inference.cc", - "pairwise_inference.h", - "tab_features.cc", - "tab_score_predictor.cc", - "window_features.cc", - ] - - public_deps = [ "//base" ] - - deps = [ - "//chrome/browser:resources", - "//chrome/browser/resource_coordinator:tab_manager_features", - "//chrome/browser/resource_coordinator:tab_metrics_event_proto", - "//components/assist_ranker", - "//components/assist_ranker/proto", - "//components/sessions", - "//services/metrics/public/cpp:ukm_builders", - ] -} - -# target for using GetFullTabFeaturesForTesting in unit tests. -static_library("tab_features_test_helper") { - testonly = true - sources = [ - "tab_features_test_helper.cc", - "tab_features_test_helper.h", - ] - - deps = [ ":tab_ranker" ] -} diff --git a/chrome/browser/resource_coordinator/tab_ranker/OWNERS b/chrome/browser/resource_coordinator/tab_ranker/OWNERS deleted file mode 100644 index 1546f00aa10dd..0000000000000 --- a/chrome/browser/resource_coordinator/tab_ranker/OWNERS +++ /dev/null @@ -1,3 +0,0 @@ -amoylan@chromium.org -charleszhao@chromium.org -michaelpg@chromium.org diff --git a/chrome/browser/resource_coordinator/tab_ranker/README.md b/chrome/browser/resource_coordinator/tab_ranker/README.md deleted file mode 100644 index 4d3a35b3b6ff4..0000000000000 --- a/chrome/browser/resource_coordinator/tab_ranker/README.md +++ /dev/null @@ -1,56 +0,0 @@ -# Tab Ranker - -The Tab Ranker is an experimental model used to predict tab reactivation. We -are setting up experiments to use this model as a factor in deciding which tabs -to discard when the system is low on memory. - -## Model - -The input to the model is a list of metrics about a background tab, such as -whether it is pinned, how long it has been in the background, and how many -events it has received. The output is a floating point value, where a higher -number suggests the tab is more likely to be reactivated than a lower number. -The range of possible outputs is dependent on the model; what matters is the -relative ordering of scores, not the precise value of a score. - -The metrics used for inference are the same metrics logged to UKM by -TabMetricsLogger. Using these metrics, we trained a -[DNN](https://en.wikipedia.org/wiki/Deep_learning#Deep_neural_networks) model. -The inferencing code in `native_inference.cc` consists of the model weights -generated by TensorFlow and basic operations to execute the model over an -example. - -See [native_inference.md] for details on how the tf.native code is cleaned up -for Chromium. - -## Example preprocessing - -Examples are provided to the model as an array of floats, with each element -corresponding to a feature. For scalar metrics like WasRecentlyActive(), this -feature is simply a 0 or 1. - -A metric with multiple possible values, like an enum or bucketized number, is -broken into a number of features, each corresponding to one of its possible -values. For example, a value of 7 for the PageTransitionCoreType metric is -represented as a 1 in the `PageTransitionCoreType_7` feature. See -https://en.wikipedia.org/wiki/One-hot. - -The AssistRanker handles this example preprocessing based on the configuration -provided in example_preprocessor_config.pb. This can be examined with the -`print_example_preprocessor_config.py` utility: - -``` - ./components/assist_ranker/print_example_preprocessor_config.py \ - out/Release \ - chrome/browser/resource_coordinator/tab_ranker/example_preprocessor_config.pb -``` - -## Scoring a tab - -Use `TabActivityWatcher::CalculateReactivationScore()` to get a score from a -WebContents. - -Internally, `TabScorePredictor::ScoreTab` is the interface to the model. The -caller needs to track a number of metrics about the tab and its window. 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- - // Total number of tabs considered when calculating MRU index, ie number of - // non-incognito tabs open. - int total = 0; -}; - -} // namespace tab_ranker - -#endif // CHROME_BROWSER_RESOURCE_COORDINATOR_TAB_RANKER_MRU_FEATURES_H_ diff --git a/chrome/browser/resource_coordinator/tab_ranker/native_inference.cc b/chrome/browser/resource_coordinator/tab_ranker/native_inference.cc deleted file mode 100644 index 84b533e989ff7..0000000000000 --- a/chrome/browser/resource_coordinator/tab_ranker/native_inference.cc +++ /dev/null @@ -1,3835 +0,0 @@ -// Copyright 2018 The Chromium Authors -// Use of this source code is governed by a BSD-style license that can be -// found in the LICENSE file. - -// This file was generated using tf.native from a neural network trained by -// TensorFlow, then simplified and cleaned up by hand. Please do not edit except -// when updating to a new model. See native_inference.md for details. - -#include "chrome/browser/resource_coordinator/tab_ranker/native_inference.h" - -#include -#include -#include - -#include "base/check_op.h" - -namespace tab_ranker { -namespace tfnative_model { -namespace { - -// 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; -} - -template -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) { - const int32_t batch_size = input_shape[0]; - const int32_t num_inputs = weight_shape[0]; - const int32_t num_outputs = weight_shape[1]; - CHECK_EQ(input_shape[1], num_inputs); - CHECK_EQ(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 = 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]; - } - value += bias_values[out_i]; - output_values[batch * num_outputs + out_i] = value; - } - } -} - -// ----------------------------------------------------------------------------- -// Simple unary ops -// ----------------------------------------------------------------------------- -template -void Relu(const int32_t rank, - const int32_t* __restrict input_shape, - const T* __restrict input_values, - T* __restrict output_values) { - 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] = std::max(value, static_cast(0)); - } -} - -// ----------------------------------------------------------------------------- -// 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_logits_weights__3__cf__3_shape[2] = {DNN_BIASES_SIZE, 1}; -const union { - uint8_t bytes[2 * 2 * DNN_BIASES_SIZE]; - float values[DNN_BIASES_SIZE]; -} dnn_logits_weights__3__cf__3 = {{ - 0xd0, 0x09, 0x19, 0xbf, 0x2c, 0xc2, 0x8f, 0xbe, 0x64, 0x63, 0x85, 0x3f, - 0xb7, 0xf6, 0xd6, 0xbf, 0x43, 0x11, 0x09, 0x3f, 0x4e, 0x99, 0x90, 0x3f, - 0xcf, 0x41, 0x05, 0x40, 0x51, 0x7a, 0xe3, 0x3e, 0x0c, 0xd1, 0x57, 0x3f, - 0x9b, 0xb1, 0xb2, 0xbf, 0xda, 0x24, 0x72, 0xbf, 0xc2, 0x3a, 0xdf, 0x3f, - 0x20, 0x34, 0xaf, 0x3e, 0x5a, 0x26, 0x85, 0x3f, 0xa5, 0x66, 0x11, 0x3f, - 0x8b, 0xfd, 0x11, 0x3f, 0xed, 0xd6, 0x0d, 0xbf, 0xb7, 0xb8, 0xbe, 0xbe, - 0x48, 0x9c, 0x59, 0x3f, 0x1c, 0x6d, 0x4d, 0x40, 0x3f, 0xce, 0x4b, 0xc1, - 0x2d, 0xa6, 0x06, 0xbe, 0x72, 0x41, 0x8f, 0xbf, 0xba, 0xb1, 0xb9, 0xbe, - 0x02, 0x7f, 0x84, 0xbf, 0x85, 0x07, 0x93, 0x3f, 0x75, 0x3e, 0xca, 0x3f, - 0xec, 0x36, 0x90, 0x3e, 0xff, 0x81, 0x0b, 0x40, 0x24, 0xd9, 0x07, 0x3f, - 0x20, 0x01, 0x27, 0x40, 0x65, 0x04, 0xfa, 0x3e, 0x42, 0x14, 0x4d, 0xbe, - 0x90, 0xd8, 0xf1, 0x3e, 0x1d, 0x9f, 0xbe, 0xbf, 0x7b, 0xae, 0xd5, 0x3f, - 0xf7, 0x1d, 0x46, 0xbf, 0xc7, 0x0f, 0xd8, 0x3e, 0x9a, 0x67, 0x59, 0x3f, - 0x75, 0x64, 0xe9, 0xbe, -}}; - -const int32_t dnn_hiddenlayer_0_weights__1__cf__1_shape[2] = {FEATURES_SIZE, - DNN_BIASES_SIZE}; -const union { - uint8_t bytes[4 * DNN_WEIGHTS_SIZE]; - float values[DNN_WEIGHTS_SIZE]; -} dnn_hiddenlayer_0_weights__1__cf__1 = {{ - 0x20, 0x21, 0xd0, 0xbe, 0xe0, 0x0c, 0x63, 0xbe, 0x60, 0x35, 0x3d, 0x3e, - 0xf0, 0x5d, 0x97, 0xbd, 0xe0, 0x0c, 0x63, 0xbe, 0xe8, 0x5d, 0x17, 0xbe, - 0x60, 0x35, 0x3d, 0xbe, 0xe0, 0x0c, 0xe3, 0xbd, 0xe8, 0x5d, 0x17, 0xbe, - 0xe0, 0x5d, 0x97, 0x3d, 0xe0, 0x5d, 0x97, 0x3d, 0x60, 0x35, 0x3d, 0xbe, - 0xe0, 0x5d, 0x17, 0x3d, 0xf0, 0x5d, 0x17, 0x3e, 0xe0, 0x0c, 0xe3, 0xbd, - 0xf0, 0x5d, 0x97, 0xbd, 0x60, 0x35, 0x3d, 0xbe, 0xa8, 0x49, 0xaa, 0xbe, - 0xe0, 0x0c, 0xe3, 0x3d, 0xe0, 0x5d, 0x17, 0xbd, 0x00, 0x00, 0x00, 0x00, - 0xe0, 0x5d, 0x17, 0x3d, 0xe0, 0x0c, 0x63, 0xbe, 0xe0, 0x0c, 0x63, 0xbe, - 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0xe0, 0x5d, 0x17, 0xbd, 0x60, 0x35, 0x3d, 0x3e, 0xe8, 0x5d, 0x17, 0xbe, - 0xe8, 0x5d, 0x17, 0xbe, 0x60, 0x35, 0x3d, 0xbe, 0xbc, 0x82, 0x6c, 0xbf, - 0x20, 0x21, 0x50, 0x3f, 0x60, 0x35, 0x3d, 0x3e, 0x20, 0x21, 0xd0, 0xbe, - 0xe0, 0x0c, 0xe3, 0x3d, 0xa8, 0x49, 0xaa, 0xbe, 0x78, 0x6e, 0x7f, 0x3f, - 0xe0, 0x5d, 0x17, 0x3d, 0xf0, 0x5d, 0x17, 0x3e, 0xe8, 0x5d, 0x17, 0xbe, - 0x20, 0x21, 0xd0, 0xbe, 0xe0, 0x5d, 0x97, 0x3d, 0xe8, 0x5d, 0x17, 0xbe, - 0xf0, 0x5d, 0x17, 0x3e, 0xc8, 0xd3, 0x20, 0xbf, 0x00, 0x00, 0x00, 0x00, - 0xf0, 0x5d, 0x17, 0x3e, 0x00, 0x00, 0x00, 0x00, 0xe0, 0x0c, 0x63, 0x3e, - 0xe0, 0x0c, 0xe3, 0xbd, 0x28, 0x72, 0x84, 0x3e, 0xf0, 0x5d, 0x97, 0xbd, - 0xdc, 0x0c, 0xe3, 0xbe, 0xa8, 0x49, 0xaa, 0x3e, 0x60, 0x35, 0xbd, 0x3e, - 0xe8, 0x5d, 0x97, 0x3e, 0x60, 0x35, 0x3d, 0x3e, 0xe0, 0x5d, 0x17, 0x3d, - 0xe0, 0x5d, 0x17, 0xbd, 0xa8, 0x49, 0xaa, 0xbe, 0xe0, 0x0c, 0x63, 0x3e, - 0xe0, 0x5d, 0x17, 0x3d, 0x00, 0x00, 0x00, 0x00, 0xe0, 0x5d, 0x97, 0x3d, - 0xe0, 0x5d, 0x17, 0x3d, 0xe8, 0x5d, 0x97, 0xbe, 0xe0, 0x0c, 0xe3, 0xbd, - 0x00, 0x00, 0x00, 0x00, 0xe0, 0x0c, 0xe3, 0xbd, 0xe0, 0x0c, 0x63, 0xbe, - 0x2c, 0x72, 0x84, 0xbe, 0xa6, 0x49, 0x2a, 0xbf, 0xe0, 0x0c, 0xe3, 0xbd, - 0xe8, 0x5d, 0x17, 0xbe, 0xf0, 0x5d, 0x97, 0xbd, 0xe8, 0x5d, 0x97, 0x3e, - 0xe8, 0x5d, 0x17, 0xbe, 0x60, 0x35, 0x3d, 0x3e, 0xf0, 0x5d, 0x17, 0x3e, - 0xe0, 0x0c, 0xe3, 0xbd, 0xe0, 0x5d, 0x17, 0x3d, -}}; -const int32_t dnn_logits_biases__2__cf__2_shape[1] = {1}; -const union { - uint8_t bytes[4]; - float values[1]; -} dnn_logits_biases__2__cf__2 = {{ - 0xbf, 0xd0, 0x1a, 0xbe, -}}; -const int32_t dnn_hiddenlayer_0_biases__0__cf__0_shape[1] = {DNN_BIASES_SIZE}; -const union { - uint8_t bytes[2 * 2 * DNN_BIASES_SIZE]; - float values[DNN_BIASES_SIZE]; -} dnn_hiddenlayer_0_biases__0__cf__0 = {{ - 0xc9, 0x2b, 0xdb, 0xbe, 0x69, 0x9b, 0xa0, 0xbd, 0x51, 0x1e, 0x80, 0x3d, - 0xa3, 0x62, 0x2a, 0xbe, 0xd9, 0x51, 0x97, 0xbd, 0xb0, 0xef, 0x53, 0xbe, - 0x88, 0xfe, 0x49, 0x3e, 0xaf, 0x25, 0xee, 0xbd, 0xab, 0x64, 0xb9, 0xbd, - 0xe9, 0x24, 0xbd, 0x3d, 0x1a, 0xc4, 0x1d, 0xbe, 0x5b, 0x89, 0xd4, 0x3c, - 0xc0, 0xb7, 0x14, 0xbe, 0x4b, 0xd7, 0xac, 0x3e, 0x84, 0xcd, 0x6a, 0xbe, - 0x45, 0x95, 0x88, 0xbd, 0x8d, 0xb6, 0x85, 0xbe, 0xf8, 0x45, 0xa4, 0xbe, - 0x40, 0xc0, 0xff, 0xbd, 0x09, 0x3f, 0xd9, 0xbe, 0xf0, 0x17, 0xa6, 0xbf, - 0xb1, 0x17, 0x00, 0xbe, 0xf4, 0xdc, 0xfd, 0xbb, 0xa9, 0xd4, 0x99, 0xbe, - 0x36, 0x40, 0xce, 0xbd, 0x70, 0x7e, 0x06, 0xbe, 0xee, 0xc6, 0x30, 0xbf, - 0x26, 0x50, 0xed, 0xbe, 0xd1, 0xdb, 0x42, 0xbf, 0xaf, 0xa3, 0xba, 0x3c, - 0xd1, 0xcd, 0x85, 0xbe, 0xd1, 0x68, 0x2c, 0xbe, 0x04, 0xbc, 0xea, 0xbe, - 0x11, 0x52, 0x83, 0xbe, 0xc1, 0x07, 0x85, 0x3e, 0x45, 0x50, 0x8e, 0xbe, - 0x5f, 0xca, 0xfe, 0xbc, 0x17, 0xf7, 0xcd, 0xbd, 0x02, 0x70, 0xae, 0xbd, - 0xf8, 0x0e, 0xb2, 0xbe, -}}; - -} // anonymous namespace - -// ----------------------------------------------------------------------------- -// INFERENCE -// ----------------------------------------------------------------------------- - -void Inference(const float* __restrict features /* shape: 1,FEATURES_SIZE */ - , - float* __restrict prediction /* shape: 1,1 */ - , - FixedAllocations* __restrict fixed) { - const int32_t features_shape[] = {1, FEATURES_SIZE}; - - // dnn/hiddenlayer_0/MatMul_merged_with_dnn/hiddenlayer_0/BiasAdd - FullyConnected( - features_shape, features, dnn_hiddenlayer_0_weights__1__cf__1_shape, - dnn_hiddenlayer_0_weights__1__cf__1.values, - dnn_hiddenlayer_0_biases__0__cf__0_shape, - dnn_hiddenlayer_0_biases__0__cf__0.values, fixed->alloc0); - fixed->alloc0_shape[0] = 1; - fixed->alloc0_shape[1] = DNN_BIASES_SIZE; - - // dnn/hiddenlayer_0/hiddenlayer_0/Relu - Relu(2, // rank - fixed->alloc0_shape, fixed->alloc0, fixed->alloc1); - fixed->alloc1_shape[0] = 1; - fixed->alloc1_shape[1] = DNN_BIASES_SIZE; - - // dnn/logits/MatMul_merged_with_dnn/logits/BiasAdd - FullyConnected( - fixed->alloc1_shape, fixed->alloc1, dnn_logits_weights__3__cf__3_shape, - dnn_logits_weights__3__cf__3.values, dnn_logits_biases__2__cf__2_shape, - dnn_logits_biases__2__cf__2.values, prediction); -} - -} // namespace tfnative_model -} // namespace tab_ranker diff --git a/chrome/browser/resource_coordinator/tab_ranker/native_inference.h b/chrome/browser/resource_coordinator/tab_ranker/native_inference.h deleted file mode 100644 index d004c5cbbce47..0000000000000 --- a/chrome/browser/resource_coordinator/tab_ranker/native_inference.h +++ /dev/null @@ -1,39 +0,0 @@ -// Copyright 2018 The Chromium Authors -// Use of this source code is governed by a BSD-style license that can be -// found in the LICENSE file. - -// This file was generated using tf.native from a neural network trained by -// TensorFlow, then cleaned up by hand. Please do not edit except to update -// the constants for a new model. See native_inference.md for details. - -#ifndef CHROME_BROWSER_RESOURCE_COORDINATOR_TAB_RANKER_NATIVE_INFERENCE_H_ -#define CHROME_BROWSER_RESOURCE_COORDINATOR_TAB_RANKER_NATIVE_INFERENCE_H_ - -#include - -namespace tab_ranker { -namespace tfnative_model { - -constexpr int DNN_RANK = 2; -constexpr int FEATURES_SIZE = 275; -constexpr int DNN_BIASES_SIZE = 40; -constexpr int DNN_WEIGHTS_SIZE = FEATURES_SIZE * DNN_BIASES_SIZE; - -struct alignas(16) FixedAllocations { - float alloc0[DNN_BIASES_SIZE]; - int32_t alloc0_shape[DNN_RANK]; - float alloc1[DNN_BIASES_SIZE]; - int32_t alloc1_shape[DNN_RANK]; -}; - -void Inference( - /* size: FEATURES_SIZE */ - const float* __restrict features, - /* size: 1 */ - float* __restrict prediction, - FixedAllocations* __restrict fixed); - -} // namespace tfnative_model -} // namespace tab_ranker - -#endif // CHROME_BROWSER_RESOURCE_COORDINATOR_TAB_RANKER_NATIVE_INFERENCE_H_ diff --git a/chrome/browser/resource_coordinator/tab_ranker/native_inference.md b/chrome/browser/resource_coordinator/tab_ranker/native_inference.md deleted file mode 100644 index 38599c1be80eb..0000000000000 --- a/chrome/browser/resource_coordinator/tab_ranker/native_inference.md +++ /dev/null @@ -1,42 +0,0 @@ -# native_inference code - -Given a trained TensorFlow model, tf.native generates C++ code to run the model -on an input example and return a value. This code is generated offline and -committed at `native_inference.h` and `native_inference.cc`. - -## Prettify native_inference code - -A lot of the generated code can be removed or simplified: - -* Unused functions and variables -* `#ifdef` wrappers that are never triggered, and macros that expand to no-ops -* Generated variable and namespace names -* `#define` constants instead of scoped `constexpr`s - -Approximately the following steps will clean up the generated code: - - 1. Delete code inside the `USE_EIGEN` and `OP_LIB_BENCHMARK` `#ifdef`s, and - delete those `#ifdef` wrappers (a utility like `unifdefall` may help). Also - delete usage of no-op macros such as `BENCHMARK_TIMER`. - 1. Delete unused functions and macros from native_inference.cc. - 1. Update the namespacing so all code is within the - `tab_ranker::native_inference` namespace. - 1. Update the `native_inference.h` location included in native_inference.cc - 1. Remove unused variables defined in native_inference.cc, e.g. - `dnn_input_from_feature_columns_input_from_feature_columns_concat0Shape`. - 1. Rename parameters to the `Inference` function. - 1. Replace constants in native_inference.h with `constexpr int`s for weight, - feature and bias sizes, and improve their names. - 1. Replace literal constants in native_inference.cc with the named constants - from native_inference.h. - 1. Replace `assert()` calls with `CHECK()`, and include `"base/logging.h"`. - 1. Remove unused includes, including ``. - 1. Add Chromium header comments. - -## Updating the model - -When updating the model, it may be easier to keep the existing -native_inference.* files and simply replace the constants, including weights, -biases, and array sizes. Check if the generated native_inference.cc file -uses functions that may need to be added back to the prettified version or calls -these functions in a different order. diff --git a/chrome/browser/resource_coordinator/tab_ranker/pairwise_inference.cc b/chrome/browser/resource_coordinator/tab_ranker/pairwise_inference.cc deleted file mode 100644 index b67f2663f3c3d..0000000000000 --- a/chrome/browser/resource_coordinator/tab_ranker/pairwise_inference.cc +++ /dev/null @@ -1,1993 +0,0 @@ -// Copyright 2018 The Chromium Authors -// Use of this source code is governed by a BSD-style license that can be -// found in the LICENSE file. - -// This file was generated using tf.native from a neural network trained by -// TensorFlow, then simplified and cleaned up by hand. Please do not edit except -// when updating to a new model. See native_inference.md for details. - -#include "chrome/browser/resource_coordinator/tab_ranker/pairwise_inference.h" - -#include -#include -#include - -#include "base/check_op.h" - -namespace tab_ranker { -namespace pairwise_model { -namespace { - -// 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; -} - -template -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) { - const int32_t batch_size = input_shape[0]; - const int32_t num_inputs = weight_shape[0]; - const int32_t num_outputs = weight_shape[1]; - CHECK_EQ(input_shape[1], num_inputs); - CHECK_EQ(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; - } - } -} - -// ----------------------------------------------------------------------------- -// Simple unary ops -// ----------------------------------------------------------------------------- - -template -void Relu(const int32_t rank, - const int32_t* __restrict input_shape, - const T* __restrict input_values, - T* __restrict output_values) { - 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] = std::max(value, static_cast(0)); - } -} - -// ----------------------------------------------------------------------------- -// Dequantize ops -// ----------------------------------------------------------------------------- - -template -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) { - const int32_t size = ShapeSize(rank, input_shape); - const float range_scale = (max_range[0] - min_range[0]) / - (static_cast(std::numeric_limits::max()) - - std::numeric_limits::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(input_values[i]) - - std::numeric_limits::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_logits_bias__2__cf__2_shape[1] = {1}; -const union { - uint8_t bytes[4]; - float values[1]; -} dnn_logits_bias__2__cf__2 = {{ - 0x2b, - 0x0a, - 0x13, - 0x3e, -}}; - -const int32_t dnn_hiddenlayer_0_kernel__1__cf__1_quantized_const_shape[2] = { - FEATURES_SIZE, DNN_BIASES_SIZE}; -const union { - uint8_t bytes[DNN_WEIGHTS_SIZE]; - uint8_t values[DNN_WEIGHTS_SIZE]; -} dnn_hiddenlayer_0_kernel__1__cf__1_quantized_const = {{ - 0x92, 0xb0, 0x91, 0xa1, 0x90, 0x9d, 0xb3, 0x9d, 0x9c, 0xa2, 0xa3, 0x8c, - 0x9e, 0xa6, 0xa6, 0x9c, 0x94, 0x97, 0x81, 0x9f, 0x92, 0xb4, 0xa8, 0x83, - 0xb1, 0x8b, 0x8d, 0x9e, 0x92, 0xa2, 0x82, 0x8f, 0xa7, 0xaf, 0x9f, 0xa5, - 0xab, 0x92, 0x88, 0xa2, 0x90, 0xaa, 0xa7, 0x81, 0x99, 0x9d, 0xa3, 0xa2, - 0x8d, 0xb7, 0xa7, 0x8e, 0x97, 0x88, 0xb2, 0x93, 0x98, 0xc2, 0xa9, 0x94, - 0xac, 0xab, 0xb5, 0x8a, 0x93, 0xa1, 0x8c, 0x82, 0x86, 0x92, 0x8d, 0x95, - 0x99, 0x98, 0x98, 0x8f, 0x99, 0x85, 0xa9, 0x93, 0xab, 0xb0, 0xa5, 0xaf, - 0xa2, 0x89, 0xaf, 0x9a, 0x84, 0x9b, 0x89, 0xac, 0xae, 0xba, 0xbb, 0xb2, - 0x9f, 0x95, 0x8a, 0x91, 0xa4, 0xa6, 0x8d, 0xa5, 0xa0, 0x93, 0xb3, 0xa0, - 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0x9a, 0x8f, 0x9c, 0x92, 0xaa, 0x7c, 0x90, 0x84, 0xc2, 0xba, 0xa4, 0x8f, - 0x93, 0xc4, 0xbd, 0x9c, 0x93, 0x96, 0x7d, 0x91, 0xc7, 0xa9, 0x77, 0x8c, - 0x9c, 0x83, 0xad, 0x9c, 0x90, 0x97, 0xa1, 0x8e, 0xa1, 0x92, 0xba, 0xb2, - 0x8a, 0xb4, 0xbf, 0xa2, 0xa7, 0x70, 0xa9, 0xa4, 0x9d, 0x5a, 0xb3, 0x53, - 0xa7, 0xc0, 0x92, 0x78, 0xac, 0x9f, 0x97, 0x84, 0xab, 0xa2, 0x93, 0xa0, - 0xb9, 0x96, 0xa4, 0x84, 0x89, 0xbb, 0xa9, 0x95, 0x98, 0x93, 0xa3, 0x8c, - 0xad, 0xa5, 0x9d, 0xb9, 0x8a, 0x9f, 0x8b, 0xb0, 0xa2, 0xb5, 0xa7, 0xa8, - 0x8d, 0xba, 0xac, 0x97, 0x89, 0x80, 0x8c, 0x9f, -}}; - -const union { - uint8_t bytes[4]; - float values[1]; -} dnn_hiddenlayer_0_kernel__1__cf__1_quantized_min = {{ - 0x52, - 0xd5, - 0x99, - 0xbf, -}}; - -const int32_t dnn_logits_kernel__3__cf__3_shape[2] = {DNN_BIASES_SIZE, 1}; -const union { - uint8_t bytes[2 * 2 * DNN_BIASES_SIZE]; - float values[DNN_BIASES_SIZE]; -} dnn_logits_kernel__3__cf__3 = {{ - 0x6f, 0x32, 0xca, 0xbf, 0x05, 0x0b, 0xca, 0xbf, 0x3c, 0x08, 0xb5, 0xbf, - 0x87, 0xeb, 0xad, 0x3f, 0x18, 0xda, 0xc2, 0xbf, 0x24, 0x89, 0xbd, 0xbf, - 0xa0, 0xe8, 0xae, 0x3f, 0xda, 0x8f, 0xd2, 0xbf, 0x13, 0x87, 0xc4, 0xbf, - 0xf1, 0xfc, 0xda, 0x3e, 0x54, 0xcc, 0xb9, 0xbf, 0x0f, 0xd4, 0xdf, 0x3f, - 0xd6, 0x82, 0x87, 0x3f, 0x0e, 0x76, 0xd0, 0xbf, 0xe2, 0x46, 0xd0, 0xbf, - 0x74, 0x5a, 0xc7, 0xbf, 0x46, 0x5a, 0x35, 0x3f, 0x16, 0x6d, 0xa8, 0x3e, - 0xfc, 0x99, 0xc3, 0xbf, 0x4b, 0x21, 0xa9, 0x3f, 0xfd, 0x0d, 0xb6, 0xbf, - 0xe1, 0x85, 0xb3, 0xbf, 0xd1, 0xb2, 0xab, 0x3f, 0xcd, 0x91, 0xa2, 0xbf, - 0xe5, 0xb8, 0xcf, 0x3f, 0x71, 0x67, 0xd7, 0xbf, 0x66, 0x72, 0xa9, 0x3f, - 0xa7, 0x55, 0xb9, 0xbf, 0xd9, 0xa5, 0xd0, 0xbf, 0x7b, 0x2a, 0xa1, 0xbf, - 0xb2, 0xa4, 0xa1, 0x3f, 0xb2, 0x88, 0xb8, 0xbf, 0x27, 0xd4, 0xc1, 0x3f, - 0x61, 0x6a, 0xb0, 0xbf, 0xad, 0xc1, 0xd3, 0xbf, 0x79, 0xe0, 0xb6, 0xbf, - 0xa6, 0x77, 0xad, 0x3f, 0xcd, 0x74, 0xa4, 0x3f, 0x13, 0xe7, 0xa8, 0x3f, - 0xc2, 0x58, 0xa7, 0xbf, -}}; - -const union { - uint8_t bytes[4]; - float values[1]; -} dnn_hiddenlayer_0_kernel__1__cf__1_quantized_max = {{ - 0x90, - 0x00, - 0x48, - 0x3f, -}}; - -const int32_t dnn_hiddenlayer_0_bias__0__cf__0_shape[1] = {DNN_BIASES_SIZE}; -const union { - uint8_t bytes[2 * 2 * DNN_BIASES_SIZE]; - float values[DNN_BIASES_SIZE]; -} dnn_hiddenlayer_0_bias__0__cf__0 = {{ - 0x5b, 0x2c, 0x07, 0x3c, 0xbb, 0x4e, 0x28, 0xbc, 0x29, 0x24, 0x21, 0xbd, - 0xbc, 0xb4, 0x25, 0x3d, 0x27, 0xfe, 0xdd, 0x3b, 0xde, 0x8c, 0x2b, 0xbc, - 0x38, 0xc6, 0xa7, 0x3b, 0x25, 0xad, 0x04, 0x3b, 0x5e, 0x96, 0x31, 0x3d, - 0xc1, 0x9e, 0x2a, 0x3e, 0x97, 0xf2, 0x1d, 0x3c, 0xb5, 0x85, 0x37, 0x3b, - 0x84, 0xb2, 0xf6, 0x3c, 0xad, 0x2b, 0xe2, 0x3c, 0xf4, 0xe8, 0xd2, 0xbc, - 0x13, 0x07, 0xb4, 0xbb, 0x90, 0x2c, 0x34, 0x3d, 0x4e, 0x60, 0x43, 0x3e, - 0xc5, 0x82, 0xd4, 0x3c, 0xef, 0xec, 0xf6, 0x3c, 0xe3, 0xd0, 0x00, 0xbd, - 0x38, 0x64, 0x0c, 0xbc, 0xc2, 0xfb, 0x32, 0x3d, 0x1b, 0x16, 0x21, 0xbc, - 0xcc, 0xe6, 0x34, 0x3d, 0xff, 0xb8, 0x66, 0x3c, 0xad, 0xa1, 0x9f, 0x3c, - 0x8f, 0xee, 0x64, 0xbb, 0x1a, 0x7b, 0xf7, 0xbc, 0x42, 0x72, 0xfa, 0x3c, - 0x22, 0xd2, 0x69, 0x3c, 0xf3, 0x14, 0x24, 0x3c, 0x79, 0xa1, 0x82, 0x3c, - 0x2b, 0x4c, 0xaa, 0xbc, 0x13, 0xd3, 0xa5, 0x37, 0x28, 0x6c, 0x1b, 0xbc, - 0xc3, 0xd5, 0x40, 0x3c, 0xea, 0xdc, 0x54, 0x3d, 0xa4, 0xde, 0x21, 0xbb, - 0x01, 0xb0, 0xf9, 0x3c, -}}; - -} // anonymous namespace - -// ----------------------------------------------------------------------------- -// INFERENCE -// ----------------------------------------------------------------------------- - -void Inference(const float* __restrict features /* shape: 1,FEATURES_SIZE */ - , - float* __restrict prediction /* shape: 1,1 */ - , - FixedAllocations* __restrict fixed) { - const int32_t features_shape[] = {1, FEATURES_SIZE}; - - fixed->shape0[0] = FEATURES_SIZE; - fixed->shape0[1] = DNN_BIASES_SIZE; - - // dnn/hiddenlayer_0/weights/_1__cf__1 - DequantizeMinFirst( - 2, dnn_hiddenlayer_0_kernel__1__cf__1_quantized_const_shape, - dnn_hiddenlayer_0_kernel__1__cf__1_quantized_const.values, - dnn_hiddenlayer_0_kernel__1__cf__1_quantized_min.values, - dnn_hiddenlayer_0_kernel__1__cf__1_quantized_max.values, fixed->alloc0); - - // dnn/hiddenlayer_0/MatMul_merged_with_dnn/hiddenlayer_0/BiasAdd - FullyConnected(features_shape, features, fixed->shape0, fixed->alloc0, - dnn_hiddenlayer_0_bias__0__cf__0_shape, - dnn_hiddenlayer_0_bias__0__cf__0.values, fixed->alloc1); - - fixed->shape0[0] = 1; - fixed->shape0[1] = DNN_BIASES_SIZE; - - // dnn/hiddenlayer_0/hiddenlayer_0/Relu - Relu(2, // rank - fixed->shape0, fixed->alloc1, fixed->alloc0); - - // dnn/logits/MatMul_merged_with_dnn/logits/BiasAdd - FullyConnected( - fixed->shape0, fixed->alloc0, dnn_logits_kernel__3__cf__3_shape, - dnn_logits_kernel__3__cf__3.values, dnn_logits_bias__2__cf__2_shape, - dnn_logits_bias__2__cf__2.values, prediction); -} - -} // namespace pairwise_model -} // namespace tab_ranker diff --git a/chrome/browser/resource_coordinator/tab_ranker/pairwise_inference.h b/chrome/browser/resource_coordinator/tab_ranker/pairwise_inference.h deleted file mode 100644 index 3b8469d8eba5a..0000000000000 --- a/chrome/browser/resource_coordinator/tab_ranker/pairwise_inference.h +++ /dev/null @@ -1,38 +0,0 @@ -// Copyright 2018 The Chromium Authors -// Use of this source code is governed by a BSD-style license that can be -// found in the LICENSE file. - -// This file was generated using tf.native from a neural network trained by -// TensorFlow, then cleaned up by hand. Please do not edit except to update -// the constants for a new model. See native_inference.md for details. - -#ifndef CHROME_BROWSER_RESOURCE_COORDINATOR_TAB_RANKER_PAIRWISE_INFERENCE_H_ -#define CHROME_BROWSER_RESOURCE_COORDINATOR_TAB_RANKER_PAIRWISE_INFERENCE_H_ - -#include - -namespace tab_ranker { -namespace pairwise_model { - -constexpr int DNN_WEIGHTS_SIZE = 21200; -constexpr int DNN_RANK = 2; -constexpr int FEATURES_SIZE = 530; -constexpr int DNN_BIASES_SIZE = 40; - -struct alignas(16) FixedAllocations { - float alloc0[DNN_WEIGHTS_SIZE]; - float alloc1[DNN_BIASES_SIZE]; - int32_t shape0[DNN_RANK]; -}; - -void Inference( - /* size: FEATURES_SIZE */ - const float* __restrict features, - /* size: 1 */ - float* __restrict prediction, - FixedAllocations* __restrict fixed); - -} // namespace pairwise_model -} // namespace tab_ranker - -#endif // CHROME_BROWSER_RESOURCE_COORDINATOR_TAB_RANKER_PAIRWISE_INFERENCE_H_ diff --git a/chrome/browser/resource_coordinator/tab_ranker/pairwise_preprocessor_config.pb b/chrome/browser/resource_coordinator/tab_ranker/pairwise_preprocessor_config.pb deleted file mode 100644 index c2eca5d224e5f8cbccf99c8dc1b15d747c2da8ff..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 17384 zcmcIrcbpv6k=D$tIXp(Fv_e7*(Z=?1x;w7l>(?*%96&+>&IWTJ4qx(ktzE;~(k`qd zKt61XB#|YK3?k>8L{0*eP0l$Pj0q+u6YqPyXh;2Cb)WtF*?&+h%WU@xRbPGeRZaJf z&6T&EyoBCv!RlPaPn`6AWZF2W7n&Y>eJ8SE{o*8rcckY?fKR7VC?cE_# zc~b`G4$Ntb{Qdc+^R3=f+;8XA`CIe--r-;Pgg38xlkayW|H7|(Gs&9`z0uy}YnnE> zd(-CF>4S4;>@aobzJWQ*UoG*0`O6P|qlJE{N5CvQ0Y+Ukb@Zscu7Wv!!L-q%-Ws#% z=usb!+q8R^=9n!8=g#iyJSgA6A^v68d2_utuY2<*%tkljSsUHt&F$XY>CICx%bteW z>flXAk9y;5muegO-HZy?bA2whRb~KPj{KpbL6ft zKh_C;$?JHt$eSZ3ckk9*jk~kI-i>|3zj*nL4KF88~A^Ey|{zj#-; 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- -TabFeatures::TabFeatures() = default; - -TabFeatures::~TabFeatures() = default; - -TabFeatures::TabFeatures(const TabFeatures& other) = default; - -void PopulateTabFeaturesToRankerExample(const TabFeatures& tab, - assist_ranker::RankerExample* example) { - auto& features = *example->mutable_features(); - - features[TabManager_TabMetrics::kHasBeforeUnloadHandlerName].set_bool_value( - tab.has_before_unload_handler); - features[TabManager_TabMetrics::kHasFormEntryName].set_bool_value( - tab.has_form_entry); - features[TabManager_TabMetrics::kIsPinnedName].set_bool_value(tab.is_pinned); - features[TabManager_TabMetrics::kKeyEventCountName].set_int32_value( - tab.key_event_count); - features[TabManager_TabMetrics::kMouseEventCountName].set_int32_value( - tab.mouse_event_count); - features[TabManager_TabMetrics::kNavigationEntryCountName].set_int32_value( - tab.navigation_entry_count); - features[TabManager_TabMetrics::kNumReactivationBeforeName].set_int32_value( - tab.num_reactivations); - // Nullable types indicate optional values; if not present, the corresponding - // feature should not be set. - if (tab.page_transition_core_type.has_value()) { - features[TabManager_TabMetrics::kPageTransitionCoreTypeName] - .set_int32_value(tab.page_transition_core_type.value()); - } - features[TabManager_TabMetrics::kPageTransitionFromAddressBarName] - .set_bool_value(tab.page_transition_from_address_bar); - features[TabManager_TabMetrics::kPageTransitionIsRedirectName].set_bool_value( - tab.page_transition_is_redirect); - if (tab.site_engagement_score.has_value()) { - features[TabManager_TabMetrics::kSiteEngagementScoreName].set_int32_value( - tab.site_engagement_score.value()); - } - features[TabManager_TabMetrics::kTimeFromBackgroundedName].set_int32_value( - tab.time_from_backgrounded); - features[TabManager_TabMetrics::kTouchEventCountName].set_int32_value( - tab.touch_event_count); - features[TabManager_TabMetrics::kWasRecentlyAudibleName].set_bool_value( - tab.was_recently_audible); - - // Mru features. - if (tab.total_tab_count > 0) { - features[TabManager_TabMetrics::kMRUIndexName].set_int32_value( - tab.mru_index); - features[TabManager_TabMetrics::kTotalTabCountName].set_int32_value( - tab.total_tab_count); - - features["NormalizedMRUIndex"].set_float_value(float(tab.mru_index) / - tab.total_tab_count); - } - - // Window features. - features[TabManager_TabMetrics::kWindowIsActiveName].set_bool_value( - tab.window_is_active); - features[TabManager_TabMetrics::kWindowShowStateName].set_int32_value( - tab.window_show_state); - features[TabManager_TabMetrics::kWindowTabCountName].set_int32_value( - tab.window_tab_count); - features[TabManager_TabMetrics::kWindowTypeName].set_int32_value( - tab.window_type); - // The new metric names are set as WindowTabCount, WindowType, in the ukm.xml, - // but we still need old feature names TabCount, Type for current model. - // TODO(charleszhao): remove old feature names once new model is trained. - features["IsActive"].set_bool_value(tab.window_is_active); - features["ShowState"].set_int32_value(tab.window_show_state); - features["TabCount"].set_int32_value(tab.window_tab_count); - features["Type"].set_int32_value(tab.window_type); - - features["TopDomain"].set_string_value( - std::to_string(base::HashMetricName(tab.host))); -} - -void PopulateTabFeaturesToUkmEntry( - const TabFeatures& tab, - ukm::builders::TabManager_TabMetrics* entry) { - entry->SetHasBeforeUnloadHandler(tab.has_before_unload_handler); - entry->SetHasFormEntry(tab.has_form_entry); - entry->SetIsPinned(tab.is_pinned); - entry->SetKeyEventCount(tab.key_event_count); - entry->SetMouseEventCount(tab.mouse_event_count); - entry->SetNavigationEntryCount(tab.navigation_entry_count); - entry->SetNumReactivationBefore(tab.num_reactivations); - if (tab.page_transition_core_type.has_value()) - entry->SetPageTransitionCoreType(tab.page_transition_core_type.value()); - entry->SetPageTransitionFromAddressBar(tab.page_transition_from_address_bar); - entry->SetPageTransitionIsRedirect(tab.page_transition_is_redirect); - if (tab.site_engagement_score.has_value()) - entry->SetSiteEngagementScore(tab.site_engagement_score.value()); - entry->SetTimeFromBackgrounded(tab.time_from_backgrounded); - entry->SetTouchEventCount(tab.touch_event_count); - entry->SetWasRecentlyAudible(tab.was_recently_audible); - entry->SetWindowIsActive(tab.window_is_active); - entry->SetWindowShowState(tab.window_show_state); - entry->SetWindowTabCount(tab.window_tab_count); - entry->SetWindowType(tab.window_type); - - if (tab.total_tab_count > 0) { - entry->SetMRUIndex(tab.mru_index); - entry->SetTotalTabCount(tab.total_tab_count); - } -} - -} // namespace tab_ranker diff --git a/chrome/browser/resource_coordinator/tab_ranker/tab_features.h b/chrome/browser/resource_coordinator/tab_ranker/tab_features.h deleted file mode 100644 index b6b6b5d1ef1a5..0000000000000 --- a/chrome/browser/resource_coordinator/tab_ranker/tab_features.h +++ /dev/null @@ -1,78 +0,0 @@ -// Copyright 2018 The Chromium Authors -// Use of this source code is governed by a BSD-style license that can be -// found in the LICENSE file. - -#ifndef CHROME_BROWSER_RESOURCE_COORDINATOR_TAB_RANKER_TAB_FEATURES_H_ -#define CHROME_BROWSER_RESOURCE_COORDINATOR_TAB_RANKER_TAB_FEATURES_H_ - -#include -#include - -#include "third_party/abseil-cpp/absl/types/optional.h" - -namespace assist_ranker { -class RankerExample; -} - -namespace ukm { -namespace builders { -class TabManager_TabMetrics; -} -} // namespace ukm - -namespace tab_ranker { - -// Tab features used for logging a Tab Ranker example to UKM or calculating a -// Tab Ranker score. -struct TabFeatures { - TabFeatures(); - ~TabFeatures(); - - TabFeatures(const TabFeatures& other); - - // Keep properties in alphabetical order to match the order in - // TabMetricsLogger::LogBackgroundTab() and make it easier to check which - // properties are sent via UKM. - bool has_before_unload_handler = false; - bool has_form_entry = false; - bool is_pinned = false; - int32_t key_event_count = 0; - int32_t mouse_event_count = 0; - int32_t mru_index = 0; - int32_t navigation_entry_count = 0; - // Number of times the tab has been reactivated while showing the current - // page. Reset to 0 when a tab navigates. - int32_t num_reactivations = 0; - // Null if the value is not one of the core values logged to UKM. - absl::optional page_transition_core_type; - bool page_transition_from_address_bar = false; - bool page_transition_is_redirect = false; - // Null if the SiteEngagementService is disabled. - absl::optional site_engagement_score; - // Time since tab was backgrounded, in milliseconds. - int32_t time_from_backgrounded = 0; - int32_t total_tab_count = 0; - int32_t touch_event_count = 0; - bool was_recently_audible = false; - bool window_is_active = false; - int32_t window_show_state = 0; - int32_t window_tab_count = 0; - int32_t window_type = 0; - - // Used only for inference. - int32_t discard_count = 0; - std::string host; - float frecency_score = 0.0f; -}; - -// Populates |tab| features to ranker example for inference. -void PopulateTabFeaturesToRankerExample(const TabFeatures& tab, - assist_ranker::RankerExample* example); - -// Populates |tab| features to ukm |entry| for logging. -void PopulateTabFeaturesToUkmEntry(const TabFeatures& tab, - ukm::builders::TabManager_TabMetrics* entry); - -} // namespace tab_ranker - -#endif // CHROME_BROWSER_RESOURCE_COORDINATOR_TAB_RANKER_TAB_FEATURES_H_ diff --git a/chrome/browser/resource_coordinator/tab_ranker/tab_features_test_helper.cc b/chrome/browser/resource_coordinator/tab_ranker/tab_features_test_helper.cc deleted file mode 100644 index 5b3e69a298dd3..0000000000000 --- a/chrome/browser/resource_coordinator/tab_ranker/tab_features_test_helper.cc +++ /dev/null @@ -1,69 +0,0 @@ -// Copyright 2018 The Chromium Authors -// Use of this source code is governed by a BSD-style license that can be -// found in the LICENSE file. - -#include "chrome/browser/resource_coordinator/tab_ranker/tab_features_test_helper.h" - -#include "chrome/browser/resource_coordinator/tab_ranker/tab_features.h" - -namespace tab_ranker { - -// The following two functions are used in multiple tests to make sure the -// conversion, logging and inferencing use the same group of features. -// Returns a default tab features with some field unset. -TabFeatures GetPartialTabFeaturesForTesting() { - TabFeatures tab; - - tab.has_before_unload_handler = true; - tab.has_form_entry = true; - tab.is_pinned = true; - tab.key_event_count = 121; - tab.mouse_event_count = 122; - tab.mru_index = 13; - tab.navigation_entry_count = 124; - tab.num_reactivations = 125; - tab.page_transition_from_address_bar = true; - tab.page_transition_is_redirect = true; - tab.time_from_backgrounded = 110000; - tab.total_tab_count = 130; - tab.touch_event_count = 128; - tab.was_recently_audible = true; - tab.window_is_active = true; - tab.window_show_state = 3; - tab.window_tab_count = 127; - tab.window_type = 4; - - return tab; -} - -// Returns a tab features with all field set. -TabFeatures GetFullTabFeaturesForTesting() { - TabFeatures tab; - - tab.has_before_unload_handler = true; - tab.has_form_entry = true; - tab.is_pinned = true; - tab.key_event_count = 21; - tab.mouse_event_count = 22; - tab.mru_index = 27; - tab.navigation_entry_count = 24; - tab.num_reactivations = 25; - tab.page_transition_core_type = 2; - tab.page_transition_from_address_bar = true; - tab.page_transition_is_redirect = true; - tab.site_engagement_score = 26; - tab.time_from_backgrounded = 10000; - tab.total_tab_count = 30; - tab.touch_event_count = 28; - tab.was_recently_audible = true; - tab.window_is_active = true; - tab.window_show_state = 3; - tab.window_tab_count = 27; - tab.window_type = 4; - - tab.host = "www.google.com"; - tab.frecency_score = 0.1234f; - return tab; -} - -} // namespace tab_ranker diff --git a/chrome/browser/resource_coordinator/tab_ranker/tab_features_test_helper.h b/chrome/browser/resource_coordinator/tab_ranker/tab_features_test_helper.h deleted file mode 100644 index 7649ea47f83c2..0000000000000 --- a/chrome/browser/resource_coordinator/tab_ranker/tab_features_test_helper.h +++ /dev/null @@ -1,22 +0,0 @@ -// Copyright 2018 The Chromium Authors -// Use of this source code is governed by a BSD-style license that can be -// found in the LICENSE file. - -#ifndef CHROME_BROWSER_RESOURCE_COORDINATOR_TAB_RANKER_TAB_FEATURES_TEST_HELPER_H_ -#define CHROME_BROWSER_RESOURCE_COORDINATOR_TAB_RANKER_TAB_FEATURES_TEST_HELPER_H_ - -namespace tab_ranker { - -struct TabFeatures; - -// The following two functions are used in multiple tests to make sure the -// conversion, logging and inferencing use the same group of features. -// Returns a default tab features with some field unset. -TabFeatures GetPartialTabFeaturesForTesting(); - -// Returns a tab features with all field set. -TabFeatures GetFullTabFeaturesForTesting(); - -} // namespace tab_ranker - -#endif // CHROME_BROWSER_RESOURCE_COORDINATOR_TAB_RANKER_TAB_FEATURES_TEST_HELPER_H_ diff --git a/chrome/browser/resource_coordinator/tab_ranker/tab_features_unittest.cc b/chrome/browser/resource_coordinator/tab_ranker/tab_features_unittest.cc deleted file mode 100644 index b39929d53d6b2..0000000000000 --- a/chrome/browser/resource_coordinator/tab_ranker/tab_features_unittest.cc +++ /dev/null @@ -1,145 +0,0 @@ -// Copyright 2018 The Chromium Authors -// Use of this source code is governed by a BSD-style license that can be -// found in the LICENSE file. -#include "chrome/browser/resource_coordinator/tab_ranker/tab_features.h" - -#include -#include - -#include "base/metrics/metrics_hashes.h" -#include "base/test/task_environment.h" -#include "chrome/browser/resource_coordinator/tab_ranker/tab_features_test_helper.h" -#include "components/assist_ranker/proto/ranker_example.pb.h" -#include "components/ukm/test_ukm_recorder.h" -#include "services/metrics/public/cpp/ukm_builders.h" -#include "testing/gtest/include/gtest/gtest.h" - -namespace tab_ranker { - -using assist_ranker::RankerExample; -using ukm::builders::TabManager_TabMetrics; -using ukm::TestUkmRecorder; - -// This ensures that all field in TabFeatures populates to RankerExample -// correctly. -TEST(TabFeaturesTest, PopulateTabFeaturesToRankerExample) { - const TabFeatures tab = GetFullTabFeaturesForTesting(); - - RankerExample example; - PopulateTabFeaturesToRankerExample(tab, &example); - - const auto& features = example.features(); - - // This ensures all tab features are populated into example. - EXPECT_EQ(features.size(), 26U); - - EXPECT_EQ(features.at(TabManager_TabMetrics::kHasBeforeUnloadHandlerName) - .bool_value(), - 1); - EXPECT_EQ(features.at(TabManager_TabMetrics::kHasFormEntryName).bool_value(), - 1); - EXPECT_EQ(features.at(TabManager_TabMetrics::kIsPinnedName).bool_value(), 1); - EXPECT_EQ( - features.at(TabManager_TabMetrics::kKeyEventCountName).int32_value(), 21); - EXPECT_EQ( - features.at(TabManager_TabMetrics::kMouseEventCountName).int32_value(), - 22); - EXPECT_EQ(features.at(TabManager_TabMetrics::kMRUIndexName).int32_value(), - 27); - EXPECT_EQ(features.at(TabManager_TabMetrics::kNavigationEntryCountName) - .int32_value(), - 24); - EXPECT_EQ(features.at(TabManager_TabMetrics::kNumReactivationBeforeName) - .int32_value(), - 25); - EXPECT_EQ(features.at(TabManager_TabMetrics::kPageTransitionCoreTypeName) - .int32_value(), - 2); - EXPECT_EQ( - features.at(TabManager_TabMetrics::kPageTransitionFromAddressBarName) - .bool_value(), - 1); - EXPECT_EQ(features.at(TabManager_TabMetrics::kPageTransitionIsRedirectName) - .bool_value(), - 1); - EXPECT_EQ(features.at(TabManager_TabMetrics::kSiteEngagementScoreName) - .int32_value(), - 26); - EXPECT_EQ(features.at(TabManager_TabMetrics::kTimeFromBackgroundedName) - .int32_value(), - 10000); - EXPECT_EQ( - features.at(TabManager_TabMetrics::kTotalTabCountName).int32_value(), 30); - EXPECT_EQ( - features.at(TabManager_TabMetrics::kTouchEventCountName).int32_value(), - 28); - EXPECT_EQ( - features.at(TabManager_TabMetrics::kWasRecentlyAudibleName).bool_value(), - 1); - EXPECT_EQ( - features.at(TabManager_TabMetrics::kWindowIsActiveName).bool_value(), 1); - EXPECT_EQ( - features.at(TabManager_TabMetrics::kWindowShowStateName).int32_value(), - 3); - EXPECT_EQ( - features.at(TabManager_TabMetrics::kWindowTabCountName).int32_value(), - 27); - EXPECT_EQ(features.at(TabManager_TabMetrics::kWindowTypeName).int32_value(), - 4); - - EXPECT_EQ(features.at("IsActive").bool_value(), 1); - EXPECT_EQ(features.at("ShowState").int32_value(), 3); - EXPECT_EQ(features.at("TabCount").int32_value(), 27); - EXPECT_EQ(features.at("Type").int32_value(), 4); - EXPECT_FLOAT_EQ(features.at("NormalizedMRUIndex").float_value(), 0.9f); - EXPECT_EQ(features.at("TopDomain").string_value(), "726059442646517786"); -} - -// This ensures that all field in TabFeatures populates to TabManager_TabMetrics -// correctly. -TEST(TabFeaturesTest, PopulateTabFeaturesToUkmEntry) { - // Sets up the task scheduling/task-runner environment for each test. - base::test::TaskEnvironment task_environment; - // Sets itself as the global UkmRecorder on construction. - ukm::TestAutoSetUkmRecorder test_ukm_recorder; - - const TabFeatures tab = GetFullTabFeaturesForTesting(); - - ukm::builders::TabManager_TabMetrics tab_entry(0); - PopulateTabFeaturesToUkmEntry(tab, &tab_entry); - tab_entry.Record(ukm::UkmRecorder::Get()); - - const ukm::mojom::UkmEntry* entry = - test_ukm_recorder.GetEntriesByName(TabManager_TabMetrics::kEntryName)[0]; - - std::map expected_metrics = { - {"HasBeforeUnloadHandler", 1}, - {"HasFormEntry", 1}, - {"IsPinned", 1}, - {"KeyEventCount", 21}, - {"MouseEventCount", 22}, - {"MRUIndex", 27}, - {"NavigationEntryCount", 24}, - {"NumReactivationBefore", 25}, - {"PageTransitionCoreType", 2}, - {"PageTransitionFromAddressBar", 1}, - {"PageTransitionIsRedirect", 1}, - {"SiteEngagementScore", 26}, - {"TimeFromBackgrounded", 10000}, - {"TotalTabCount", 30}, - {"TouchEventCount", 28}, - {"WasRecentlyAudible", 1}, - {"WindowIsActive", 1}, - {"WindowShowState", 3}, - {"WindowTabCount", 27}, - {"WindowType", 4}, - }; - // Check all metrics are logged as expected. - EXPECT_EQ(entry->metrics.size(), expected_metrics.size()); - - for (const auto& pair : expected_metrics) { - test_ukm_recorder.ExpectEntryMetric(entry, pair.first, pair.second); - } -} - -} // namespace tab_ranker diff --git a/chrome/browser/resource_coordinator/tab_ranker/tab_score_predictor.cc b/chrome/browser/resource_coordinator/tab_ranker/tab_score_predictor.cc deleted file mode 100644 index e1f0c5ef953d8..0000000000000 --- a/chrome/browser/resource_coordinator/tab_ranker/tab_score_predictor.cc +++ /dev/null @@ -1,334 +0,0 @@ -// Copyright 2018 The Chromium Authors -// Use of this source code is governed by a BSD-style license that can be -// found in the LICENSE file. - -#include "chrome/browser/resource_coordinator/tab_ranker/tab_score_predictor.h" - -#include -#include - -#include "base/logging.h" -#include "base/memory/ref_counted_memory.h" -#include "base/memory/scoped_refptr.h" -#include "base/strings/strcat.h" -#include "chrome/browser/resource_coordinator/tab_manager_features.h" -#include "chrome/browser/resource_coordinator/tab_ranker/native_inference.h" -#include "chrome/browser/resource_coordinator/tab_ranker/pairwise_inference.h" -#include "chrome/browser/resource_coordinator/tab_ranker/tab_features.h" -#include "chrome/grit/browser_resources.h" -#include "components/assist_ranker/example_preprocessing.h" -#include "components/assist_ranker/proto/example_preprocessor.pb.h" -#include "components/assist_ranker/proto/ranker_example.pb.h" -#include "ui/base/resource/resource_bundle.h" - -namespace tab_ranker { -namespace { - -using resource_coordinator::GetDiscardCountPenaltyTabRanker; -using resource_coordinator::GetMRUScorerPenaltyTabRanker; -using resource_coordinator::GetScorerTypeForTabRanker; - -// Maps the |mru_index| to it's reverse rank in (0.0, 1.0). -// High score means more likely to be reactivated. -// We use inverse rank because we think that the first several |mru_index| is -// more significant than the larger ones. -inline float MruToScore(const float mru_index) { - DCHECK_GE(mru_index, 0.0f); - return 1.0f / (1.0f + mru_index); -} - -// Maps the |discard_count| to a score in (0.0, 1.0), for which -// High score means more likely to be reactivated. -// We use std::exp because we think that the first several |discard_count| is -// not as significant as the larger ones. -inline float DiscardCountToScore(const float discard_count) { - return std::exp(discard_count); -} - -// Loads the preprocessor config protobuf, which lists each feature, their -// types, bucket configurations, etc. -// Returns nullptr if the protobuf was not successfully populated. -std::unique_ptr -LoadExamplePreprocessorConfig(const int resource_id) { - auto config = std::make_unique(); - - scoped_refptr raw_config = - ui::ResourceBundle::GetSharedInstance().LoadDataResourceBytes( - resource_id); - if (!raw_config || !raw_config->front()) { - LOG(ERROR) << "Failed to load TabRanker example preprocessor config."; - return nullptr; - } - - if (!config->ParseFromArray(raw_config->front(), raw_config->size())) { - LOG(ERROR) << "Failed to parse TabRanker example preprocessor config."; - return nullptr; - } - - return config; -} - -} // namespace - -TabScorePredictor::TabScorePredictor() - : discard_count_penalty_(GetDiscardCountPenaltyTabRanker()), - mru_scorer_penalty_(GetMRUScorerPenaltyTabRanker()), - type_(static_cast(GetScorerTypeForTabRanker())) {} - -TabScorePredictor::~TabScorePredictor() = default; - -TabRankerResult TabScorePredictor::ScoreTab(const TabFeatures& tab, - float* score) { - DCHECK(score); - - // No error is expected, but something could conceivably be misconfigured. - TabRankerResult result = TabRankerResult::kSuccess; - - if (type_ == kMRUScorer) { - result = ScoreTabWithMRUScorer(tab, score); - } else if (type_ == kMLScorer) { - result = ScoreTabWithMLScorer(tab, score); - } else if (type_ == kPairwiseScorer) { - result = ScoreTabsPairs(tab, TabFeatures(), score); - } else if (type_ == kFrecencyScorer) { - result = ScoreTabWithFrecencyScorer(tab, score); - } else { - return TabRankerResult::kUnrecognizableScorer; - } - - // Applies DiscardCount adjustment. - // The default value of discard_count_penalty_ is 0.0f, which will not change - // the score. - // The larger the |discard_count_penalty_| is (set from Finch), the quicker - // the score increases based on the discard_count. - *score *= DiscardCountToScore(tab.discard_count * discard_count_penalty_); - - return result; -} - -std::map TabScorePredictor::ScoreTabs( - const std::map>& tabs) { - if (type_ != kPairwiseScorer) { - std::map reactivation_scores; - for (const auto& pair : tabs) { - float score = 0.0f; - if (pair.second && (ScoreTab(pair.second.value(), &score) == - TabRankerResult::kSuccess)) { - reactivation_scores[pair.first] = score; - } else { - reactivation_scores[pair.first] = std::numeric_limits::max(); - } - } - return reactivation_scores; - } else { - return ScoreTabsWithPairwiseScorer(tabs); - } -} - -TabRankerResult TabScorePredictor::ScoreTabWithMLScorer(const TabFeatures& tab, - float* score) { - // Lazy-load the preprocessor config. - LazyInitialize(); - if (!preprocessor_config_ || !tfnative_alloc_) { - return TabRankerResult::kPreprocessorInitializationFailed; - } - // Build the RankerExample using the tab's features. - assist_ranker::RankerExample example; - PopulateTabFeaturesToRankerExample(tab, &example); - return PredictWithPreprocess(&example, score); -} - -TabRankerResult TabScorePredictor::PredictWithPreprocess( - assist_ranker::RankerExample* example, - float* score) { - // Process the RankerExample with the tab ranker config to vectorize the - // feature list for inference. - int preprocessor_error = assist_ranker::ExamplePreprocessor::Process( - *preprocessor_config_, example, true); - if (preprocessor_error) { - // kNoFeatureIndexFound can occur normally (e.g., when the domain name - // isn't known to the model or a rarely seen enum value is used). - DCHECK_EQ(assist_ranker::ExamplePreprocessor::kNoFeatureIndexFound, - preprocessor_error); - } - - // This vector will be provided to the inference function. - const auto& vectorized_features = - example->features() - .at(assist_ranker::ExamplePreprocessor::kVectorizedFeatureDefaultName) - .float_list() - .float_value(); - - // Call correct inference function based on the type_. - if (type_ == kMLScorer) - tfnative_model::Inference(vectorized_features.data(), score, - tfnative_alloc_.get()); - if (type_ == kPairwiseScorer) - pairwise_model::Inference(vectorized_features.data(), score, - pairwise_alloc_.get()); - - if (preprocessor_error != assist_ranker::ExamplePreprocessor::kSuccess && - preprocessor_error != - assist_ranker::ExamplePreprocessor::kNoFeatureIndexFound) { - // May indicate something is wrong with how we create the RankerExample. - return TabRankerResult::kPreprocessorOtherError; - } else { - return TabRankerResult::kSuccess; - } -} - -TabRankerResult TabScorePredictor::ScoreTabWithMRUScorer(const TabFeatures& tab, - float* score) { - *score = MruToScore(tab.mru_index * mru_scorer_penalty_); - return TabRankerResult::kSuccess; -} - -TabRankerResult TabScorePredictor::ScoreTabsPairs(const TabFeatures& tab1, - const TabFeatures& tab2, - float* score) { - if (type_ == kPairwiseScorer) { - // Lazy-load the preprocessor config. - LazyInitialize(); - if (!preprocessor_config_ || !pairwise_alloc_) { - return TabRankerResult::kPreprocessorInitializationFailed; - } - - // Build the RankerExamples using the tab's features. - assist_ranker::RankerExample example1, example2; - PopulateTabFeaturesToRankerExample(tab1, &example1); - PopulateTabFeaturesToRankerExample(tab2, &example2); - - // Merge features from example2 to example1. - auto& features = *example1.mutable_features(); - for (const auto& feature : example2.features()) { - const std::string new_name = base::StrCat({feature.first, "_1"}); - features[new_name] = feature.second; - } - - // Inference on example1. - return PredictWithPreprocess(&example1, score); - } else { - // For non-pairwise scorer, we simply calculate the score of each tab and - // return the difference. - float score1, score2; - const TabRankerResult result1 = ScoreTab(tab1, &score1); - const TabRankerResult result2 = ScoreTab(tab2, &score2); - *score = score1 - score2; - return std::max(result1, result2); - } -} - -std::map TabScorePredictor::ScoreTabsWithPairwiseScorer( - const std::map>& tabs) { - const int N = tabs.size(); - - std::vector ids; - for (const auto& pair : tabs) { - ids.push_back(pair.first); - } - - // Sort ids by MRU first. - // Put the tabs without TabFeatures in front so that they won't be discarded - // mistakenly (including current Foregrounded tab). - std::sort(ids.begin(), ids.end(), - [&tabs](const int32_t id1, const int32_t id2) { - const auto& tab1 = tabs.at(id1); - const auto& tab2 = tabs.at(id2); - if (!tab2) - return false; - if (!tab1) - return true; - return tab1->mru_index < tab2->mru_index; - }); - - std::map reactivation_scores; - - // start_index is the first one that has tab_features. - int start_index = 0; - for (int i = 0; i < N; ++i) { - if (!tabs.at(ids[i])) { - reactivation_scores[ids[i]] = N - i; - start_index = i + 1; - } else { - break; - } - } - - // winning_indices records what's the best tab to be put at pos i. - std::vector winning_indices; - for (int i = 0; i < N; ++i) - winning_indices.push_back(i); - - int winning_index = N - 1; - int swapped_index = N - 1; - for (int j = start_index; j < N; ++j) { - // Find the best candidate at j. - - // swapped_index < N - 1 means that one element has - // just been swapped to swapped_index, we should re-calculate - // winning_indices from swapped_index to j; - if (swapped_index < N - 1) { - // Set winning_index as the winning_indices at swapped_index + 1, since - // ids from ids.back() to ids[swapped_index + 1] are not - // changed. - winning_index = winning_indices[swapped_index + 1]; - } - - for (int i = swapped_index; i >= j; --i) { - // Compare ids[i] with ids[winning_index]; inference score > 0 means - // that ids[i] is more likely to be reactivated, so we should prefer - // ids[i] as new winning_index. - float score = 0.0f; - const TabRankerResult result = ScoreTabsPairs( - tabs.at(ids[i]).value(), tabs.at(ids[winning_index]).value(), &score); - if (result == TabRankerResult::kSuccess && score > 0.0f) { - winning_index = i; - } - - // Always update winning_indices. - winning_indices[i] = winning_index; - } - - // swap winning_index with j; - std::swap(ids[winning_index], ids[j]); - swapped_index = winning_index; - - // Find the best candidate for position j, set the score for ids[j]. - reactivation_scores[ids[j]] = N - j; - } - return reactivation_scores; -} -void TabScorePredictor::LazyInitialize() { - // Load correct config and alloc based on type_. - if (type_ == kMLScorer) { - if (!preprocessor_config_) - preprocessor_config_ = LoadExamplePreprocessorConfig( - IDR_TAB_RANKER_EXAMPLE_PREPROCESSOR_CONFIG_PB); - if (!tfnative_alloc_) - tfnative_alloc_ = std::make_unique(); - DCHECK(preprocessor_config_); - DCHECK_EQ(preprocessor_config_->feature_indices().size(), - static_cast(tfnative_model::FEATURES_SIZE)); - } - - if (type_ == kPairwiseScorer) { - if (!preprocessor_config_) - preprocessor_config_ = LoadExamplePreprocessorConfig( - IDR_TAB_RANKER_PAIRWISE_EXAMPLE_PREPROCESSOR_CONFIG_PB); - if (!pairwise_alloc_) - pairwise_alloc_ = std::make_unique(); - DCHECK(preprocessor_config_); - DCHECK_EQ(preprocessor_config_->feature_indices().size(), - static_cast(pairwise_model::FEATURES_SIZE)); - } -} - -// Simply returns the frecency_score in the TabFeatures. -TabRankerResult TabScorePredictor::ScoreTabWithFrecencyScorer( - const TabFeatures& tab, - float* score) { - *score = tab.frecency_score; - return TabRankerResult::kSuccess; -} - -} // namespace tab_ranker diff --git a/chrome/browser/resource_coordinator/tab_ranker/tab_score_predictor.h b/chrome/browser/resource_coordinator/tab_ranker/tab_score_predictor.h deleted file mode 100644 index 4b880c8d09d9f..0000000000000 --- a/chrome/browser/resource_coordinator/tab_ranker/tab_score_predictor.h +++ /dev/null @@ -1,112 +0,0 @@ -// Copyright 2018 The Chromium Authors -// Use of this source code is governed by a BSD-style license that can be -// found in the LICENSE file. - -#ifndef CHROME_BROWSER_RESOURCE_COORDINATOR_TAB_RANKER_TAB_SCORE_PREDICTOR_H_ -#define CHROME_BROWSER_RESOURCE_COORDINATOR_TAB_RANKER_TAB_SCORE_PREDICTOR_H_ - -#include -#include - -#include "third_party/abseil-cpp/absl/types/optional.h" - -namespace assist_ranker { -class ExamplePreprocessorConfig; -class RankerExample; -} // namespace assist_ranker - -namespace tab_ranker { - -namespace tfnative_model { -struct FixedAllocations; -} // namespace tfnative_model - -namespace pairwise_model { -struct FixedAllocations; -} // namespace pairwise_model - -struct TabFeatures; - -// These values are persisted to logs. Entries should not be renumbered and -// numeric values should never be reused. -enum class TabRankerResult { - kSuccess = 0, - kPreprocessorInitializationFailed = 1, - kPreprocessorOtherError = 2, - kUnrecognizableScorer = 3, - kMaxValue = kUnrecognizableScorer -}; - -// Makes predictions using the tab reactivation DNN classifier. Background tabs -// are scored based on how likely they are to be reactivated. -class TabScorePredictor { - public: - enum ScorerType { - kMRUScorer = 0, - kMLScorer = 1, - kPairwiseScorer = 2, - kFrecencyScorer = 3, - kMaxValue = kFrecencyScorer - }; - TabScorePredictor(); - - TabScorePredictor(const TabScorePredictor&) = delete; - TabScorePredictor& operator=(const TabScorePredictor&) = delete; - - ~TabScorePredictor(); - - // Scores the tab using the tab reactivation model. A higher score indicates - // the tab is more likely to be reactivated than a lower score. A lower score - // indicates the tab is more likely to be closed. - [[nodiscard]] TabRankerResult ScoreTab(const TabFeatures& tab, float* score); - - // Scores multiple tabs. - // Input is a map from an id (lifecycle_unit id) to the TabFeatures of that - // tab. - // Returns a map from an id to its predicted reactivation score. - // If the scoring fails at any step, it will set - // std::numeric_limits::max() as the reactivation score for that tab. - std::map ScoreTabs( - const std::map>& tabs); - - private: - friend class ScoreTabsWithPairwiseScorerTest; - - // Loads the preprocessor config if not already loaded. - void LazyInitialize(); - - // Calculates reactivation score of a single tab with mru feature. - TabRankerResult ScoreTabWithMRUScorer(const TabFeatures& tab, float* score); - // Calculates reactivation score of a single tab with ml model. - TabRankerResult ScoreTabWithMLScorer(const TabFeatures& tab, float* score); - // Preprocess and inferences on the |example|. - TabRankerResult PredictWithPreprocess(assist_ranker::RankerExample* example, - float* score); - // Calculates the relative reaction score between tab1 and tab2. - // For pairwise model, the ml model is applied to the pair(tab1, tab2). - // For non-pairwise model, the score is the difference of reactivation - // scores on these two tabs. - TabRankerResult ScoreTabsPairs(const TabFeatures& tab1, - const TabFeatures& tab2, - float* score); - std::map ScoreTabsWithPairwiseScorer( - const std::map>& tabs); - TabRankerResult ScoreTabWithFrecencyScorer(const TabFeatures& tab, - float* score); - - std::unique_ptr - preprocessor_config_; - - // Fixed-size working memory provided to the inferencing function. Lazy - // initialized once so it isn't reallocated for every inference. - std::unique_ptr tfnative_alloc_; - std::unique_ptr pairwise_alloc_; - - const float discard_count_penalty_ = 0.0f; - const float mru_scorer_penalty_ = 1.0f; - const ScorerType type_ = kMLScorer; -}; - -} // namespace tab_ranker - -#endif // CHROME_BROWSER_RESOURCE_COORDINATOR_TAB_RANKER_TAB_SCORE_PREDICTOR_H_ diff --git a/chrome/browser/resource_coordinator/tab_ranker/tab_score_predictor_unittest.cc b/chrome/browser/resource_coordinator/tab_ranker/tab_score_predictor_unittest.cc deleted file mode 100644 index 7a8334e91cd21..0000000000000 --- a/chrome/browser/resource_coordinator/tab_ranker/tab_score_predictor_unittest.cc +++ /dev/null @@ -1,214 +0,0 @@ -// Copyright 2018 The Chromium Authors -// Use of this source code is governed by a BSD-style license that can be -// found in the LICENSE file. - -#include "chrome/browser/resource_coordinator/tab_ranker/tab_score_predictor.h" - -#include - -#include "base/rand_util.h" -#include "base/test/scoped_feature_list.h" -#include "build/build_config.h" -#include "chrome/browser/resource_coordinator/tab_manager_features.h" -#include "chrome/browser/resource_coordinator/tab_ranker/tab_features.h" -#include "chrome/browser/resource_coordinator/tab_ranker/tab_features_test_helper.h" -#include "testing/gtest/include/gtest/gtest.h" - -namespace tab_ranker { -namespace { - -// This tests that the TabRanker predictor returns a same score that is -// calcuated when the model is trained. -class TabScorePredictorTest : public testing::Test { - public: - TabScorePredictorTest() = default; - - TabScorePredictorTest(const TabScorePredictorTest&) = delete; - TabScorePredictorTest& operator=(const TabScorePredictorTest&) = delete; - - ~TabScorePredictorTest() override = default; - - protected: - // Returns a prediction for the tab example. - float ScoreTab(const TabFeatures& tab) { - float score = 0; - EXPECT_EQ(TabRankerResult::kSuccess, - TabScorePredictor().ScoreTab(tab, &score)); - return score; - } - - base::test::ScopedFeatureList scoped_feature_list_; -}; - -} // namespace - -#if BUILDFLAG(IS_MAC) -#define MAYBE_KnownScore DISABLED_KnownScore -#else -#define MAYBE_KnownScore KnownScore -#endif -// Checks the score for an example that we have calculated a known score for -// outside of Chrome. -TEST_F(TabScorePredictorTest, MAYBE_KnownScore) { - scoped_feature_list_.InitAndEnableFeatureWithParameters( - features::kTabRanker, {{"scorer_type", "1"}}); - // Pre-calculated score using the generated model outside of Chrome. - EXPECT_FLOAT_EQ(ScoreTab(GetFullTabFeaturesForTesting()), -10.076081); -} - -// Checks the score for a different example that we have calculated a known -// score for outside of Chrome. This example omits the optional features. -TEST_F(TabScorePredictorTest, KnownScoreMissingOptionalFeatures) { - scoped_feature_list_.InitAndEnableFeatureWithParameters( - features::kTabRanker, {{"scorer_type", "1"}}); - // Pre-calculated score using the generated model outside of Chrome. - EXPECT_FLOAT_EQ(ScoreTab(GetPartialTabFeaturesForTesting()), 5.1401806); -} - -#if BUILDFLAG(IS_MAC) -#define MAYBE_KnownScorePairwise DISABLED_KnownScorePairwise -#else -#define MAYBE_KnownScorePairwise KnownScorePairwise -#endif -// Checks the score for an example that we have calculated a known score for -// outside of Chrome. -TEST_F(TabScorePredictorTest, MAYBE_KnownScorePairwise) { - scoped_feature_list_.InitAndEnableFeatureWithParameters( - features::kTabRanker, {{"scorer_type", "2"}}); - // Pre-calculated score using the generated model outside of Chrome. - EXPECT_FLOAT_EQ(ScoreTab(GetFullTabFeaturesForTesting()), -3.8852997); -} - -#if BUILDFLAG(IS_MAC) -#define MAYBE_KnownScoreMissingOptionalFeaturesPairwise \ - DISABLED_KnownScoreMissingOptionalFeaturesPairwise -#else -#define MAYBE_KnownScoreMissingOptionalFeaturesPairwise \ - KnownScoreMissingOptionalFeaturesPairwise -#endif -// Checks the score for a different example that we have calculated a known -// score for outside of Chrome. This example omits the optional features. -TEST_F(TabScorePredictorTest, MAYBE_KnownScoreMissingOptionalFeaturesPairwise) { - scoped_feature_list_.InitAndEnableFeatureWithParameters( - features::kTabRanker, {{"scorer_type", "2"}}); - // Pre-calculated score using the generated model outside of Chrome. - EXPECT_FLOAT_EQ(ScoreTab(GetPartialTabFeaturesForTesting()), 1.9675488); -} - -TEST_F(TabScorePredictorTest, ScoreWithMRUScorer) { - scoped_feature_list_.InitAndEnableFeatureWithParameters( - features::kTabRanker, - {{"scorer_type", "0"}, {"mru_scorer_penalty", "0.2345"}}); - // Pre-calculated score using the generated model outside of Chrome. - EXPECT_FLOAT_EQ(ScoreTab(GetFullTabFeaturesForTesting()), 0.13639774); -} - -TEST_F(TabScorePredictorTest, ScoreWithDiscardPenalty) { - scoped_feature_list_.InitAndEnableFeatureWithParameters( - features::kTabRanker, {{"scorer_type", "0"}, - {"mru_scorer_penalty", "0.2345"}, - {"discard_count_penalty", "0.2468"}}); - // Pre-calculated score using the generated model outside of Chrome. - auto tab = GetFullTabFeaturesForTesting(); - EXPECT_FLOAT_EQ(ScoreTab(tab), 0.13639774); - - tab.discard_count = 3; - EXPECT_FLOAT_EQ(ScoreTab(tab), 0.28599524); -} - -TEST_F(TabScorePredictorTest, ScoreTabWithFrecencyScorer) { - scoped_feature_list_.InitAndEnableFeatureWithParameters( - features::kTabRanker, - {{"scorer_type", "3"}, {"discard_count_penalty", "0.2468"}}); - - auto tab = GetFullTabFeaturesForTesting(); - // Pre-calculated score using the generated model outside of Chrome. - EXPECT_FLOAT_EQ(ScoreTab(tab), 0.1234f); - - tab.discard_count = 3; - EXPECT_FLOAT_EQ(ScoreTab(tab), 0.25874191); -} - -class ScoreTabsWithPairwiseScorerTest : public testing::Test { - protected: - std::map ScoreTabsWithPairwiseScorer( - const std::map>& tabs) { - return TabScorePredictor().ScoreTabsWithPairwiseScorer(tabs); - } -}; - -TEST_F(ScoreTabsWithPairwiseScorerTest, EmptyTabFeaturesFirst) { - base::test::ScopedFeatureList scoped_feature_list; - scoped_feature_list.InitAndEnableFeatureWithParameters( - features::kTabRanker, {{"scorer_type", "3"}}); - - for (int length = 1; length < 30; ++length) { - // Generates random order of ids. - std::vector ids; - for (int i = 0; i < length; ++i) { - ids.push_back(i + 100); - } - base::RandomShuffle(ids.begin(), ids.end()); - - std::map> tabs; - for (int i = 0; i < length; ++i) { - TabFeatures tab; - tab.mru_index = base::RandInt(0, 3000); - // Set the frecency score in reverse order. - tab.frecency_score = -i * 5; - - // Set half of the TabFeatures to be null. - if (i < length / 2) { - tabs[ids[i]] = absl::nullopt; - } else { - tabs[ids[i]] = tab; - } - } - - const std::map scores = ScoreTabsWithPairwiseScorer(tabs); - for (int i = 0; i < length; ++i) { - if (i < length / 2) { - // First half should be all null which have scores > (length+1) / 2.0f; - EXPECT_GT(scores.at(ids[i]), (length + 1) / 2.0f); - } else { - // The second half should be non-empty tab features with descending - // scores. - EXPECT_FLOAT_EQ(scores.at(ids[i]), length - i); - } - } - } -} - -TEST_F(ScoreTabsWithPairwiseScorerTest, SortByScore) { - base::test::ScopedFeatureList scoped_feature_list; - scoped_feature_list.InitAndEnableFeatureWithParameters( - features::kTabRanker, {{"scorer_type", "3"}}); - - // Test all cases with length from 1 to 30. - for (int length = 1; length < 30; ++length) { - // Generates random order of ids. - std::vector ids; - for (int i = 0; i < length; ++i) { - ids.push_back(i); - } - base::RandomShuffle(ids.begin(), ids.end()); - - // set ids[i] to have frecency_score i*5; - std::map> tabs; - for (int i = 0; i < length; ++i) { - TabFeatures tab; - tab.mru_index = base::RandInt(0, 3000); - tab.frecency_score = i * 5; - tabs[ids[i]] = tab; - } - - const std::map scores = ScoreTabsWithPairwiseScorer(tabs); - - // Should return the same order as the shuffled result. - for (int i = 0; i < length; ++i) { - EXPECT_FLOAT_EQ(scores.at(ids[i]), i + 1); - } - } -} - -} // namespace tab_ranker diff --git a/chrome/browser/resource_coordinator/tab_ranker/window_features.cc b/chrome/browser/resource_coordinator/tab_ranker/window_features.cc deleted file mode 100644 index 6867b1d23dd86..0000000000000 --- a/chrome/browser/resource_coordinator/tab_ranker/window_features.cc +++ /dev/null @@ -1,28 +0,0 @@ -// Copyright 2018 The Chromium Authors -// Use of this source code is governed by a BSD-style license that can be -// found in the LICENSE file. - -#include "chrome/browser/resource_coordinator/tab_ranker/window_features.h" - -namespace tab_ranker { - -WindowFeatures::WindowFeatures( - metrics::WindowMetricsEvent::Type type, - metrics::WindowMetricsEvent::ShowState show_state, - bool is_active, - int tab_count) - : type(type), - show_state(show_state), - is_active(is_active), - tab_count(tab_count) {} - -bool WindowFeatures::operator==(const WindowFeatures& other) const { - return type == other.type && show_state == other.show_state && - is_active == other.is_active && tab_count == other.tab_count; -} - -bool WindowFeatures::operator!=(const WindowFeatures& other) const { - return !operator==(other); -} - -} // namespace tab_ranker diff --git a/chrome/browser/resource_coordinator/tab_ranker/window_features.h b/chrome/browser/resource_coordinator/tab_ranker/window_features.h deleted file mode 100644 index 908c57c680256..0000000000000 --- a/chrome/browser/resource_coordinator/tab_ranker/window_features.h +++ /dev/null @@ -1,39 +0,0 @@ -// Copyright 2018 The Chromium Authors -// Use of this source code is governed by a BSD-style license that can be -// found in the LICENSE file. - -#ifndef CHROME_BROWSER_RESOURCE_COORDINATOR_TAB_RANKER_WINDOW_FEATURES_H_ -#define CHROME_BROWSER_RESOURCE_COORDINATOR_TAB_RANKER_WINDOW_FEATURES_H_ - -#include "chrome/browser/resource_coordinator/tab_metrics_event.pb.h" -#include "components/sessions/core/session_id.h" - -namespace tab_ranker { - -// Window features used for logging a Tab Ranker example to UKM or calculating a -// Tab Ranker score. -struct WindowFeatures { - WindowFeatures(metrics::WindowMetricsEvent::Type type, - metrics::WindowMetricsEvent::ShowState show_state, - bool is_active, - int tab_count); - - ~WindowFeatures() = default; - - bool operator==(const WindowFeatures& other) const; - bool operator!=(const WindowFeatures& other) const; - - const metrics::WindowMetricsEvent::Type type; - metrics::WindowMetricsEvent::ShowState show_state = - metrics::WindowMetricsEvent::SHOW_STATE_UNKNOWN; - - // True if this is the active (frontmost) window. - bool is_active = false; - - // Number of tabs in the tab strip. - int tab_count = 0; -}; - -} // namespace tab_ranker - -#endif // CHROME_BROWSER_RESOURCE_COORDINATOR_TAB_RANKER_WINDOW_FEATURES_H_ diff --git a/chrome/browser/ui/BUILD.gn b/chrome/browser/ui/BUILD.gn index cd809c7dd194b..1d7b941245fd8 100644 --- a/chrome/browser/ui/BUILD.gn +++ b/chrome/browser/ui/BUILD.gn @@ -1783,8 +1783,6 @@ static_library("ui") { "//chrome/browser/new_tab_page/modules/photos:mojo_bindings", "//chrome/browser/new_tab_page/modules/recipes:mojo_bindings", "//chrome/browser/profile_resetter:profile_reset_report_proto", - "//chrome/browser/resource_coordinator:tab_metrics_event_proto", - "//chrome/browser/resource_coordinator/tab_ranker", "//chrome/browser/resources/identity_internals:resources", "//chrome/browser/resources/support_tool:resources", "//chrome/browser/safe_browsing", diff --git a/chrome/test/BUILD.gn b/chrome/test/BUILD.gn index 4efa782afb613..88862baa2de31 100644 --- a/chrome/test/BUILD.gn +++ b/chrome/test/BUILD.gn @@ -1292,7 +1292,6 @@ if (!is_android) { "//chrome/browser/profiling_host:profiling_browsertests", "//chrome/browser/resource_coordinator:mojo_bindings", "//chrome/browser/resource_coordinator:tab_manager_features", - "//chrome/browser/resource_coordinator:tab_metrics_event_proto", "//chrome/browser/safe_browsing:verdict_cache_manager_factory", "//chrome/browser/segmentation_platform:test_utils", "//chrome/browser/sharing/proto", @@ -6803,8 +6802,6 @@ test("unit_tests") { "../browser/resource_coordinator/tab_lifecycle_unit_unittest.cc", "../browser/resource_coordinator/tab_manager_unittest.cc", "../browser/resource_coordinator/tab_memory_metrics_reporter_unittest.cc", - "../browser/resource_coordinator/tab_ranker/tab_features_unittest.cc", - "../browser/resource_coordinator/tab_ranker/tab_score_predictor_unittest.cc", "../browser/resource_coordinator/test_lifecycle_unit.cc", "../browser/resource_coordinator/test_lifecycle_unit.h", "../browser/resource_coordinator/usage_clock_unittest.cc", @@ -7212,9 +7209,6 @@ test("unit_tests") { "//chrome/browser/new_tab_page/modules/feed:mojo_bindings", "//chrome/browser/resource_coordinator:intervention_policy_database_proto", "//chrome/browser/resource_coordinator:tab_manager_features", - "//chrome/browser/resource_coordinator:tab_metrics_event_proto", - "//chrome/browser/resource_coordinator/tab_ranker", - "//chrome/browser/resource_coordinator/tab_ranker:tab_features_test_helper", "//chrome/browser/resources:component_extension_resources_grit", "//chrome/browser/resources/new_tab_page_instant:resources_grit", "//chrome/browser/share/core:share_targets_unittest", @@ -9649,8 +9643,6 @@ if (!is_android) { "//chrome/browser/media/router:media_router_feature", "//chrome/browser/media/router/discovery/access_code:access_code_cast_feature", "//chrome/browser/media/router/discovery/access_code:access_code_sink_service", - "//chrome/browser/resource_coordinator:tab_metrics_event_proto", - "//chrome/browser/resource_coordinator/tab_ranker", "//chrome/browser/web_applications:interactive_ui_tests", "//chrome/browser/web_applications:web_applications_test_support", "//chrome/common:version_header",