blob: 863c318f4560cf83cea9d860c3db3eb1fcec60b8 [file] [log] [blame]
// 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 "services/image_annotation/annotator.h"
#include <algorithm>
#include <tuple>
#include <utility>
#include "base/base64.h"
#include "base/bind.h"
#include "base/feature_list.h"
#include "base/json/json_writer.h"
#include "base/location.h"
#include "base/logging.h"
#include "base/no_destructor.h"
#include "base/stl_util.h"
#include "components/google/core/common/google_util.h"
#include "net/base/load_flags.h"
#include "net/base/net_errors.h"
#include "net/traffic_annotation/network_traffic_annotation.h"
#include "services/data_decoder/public/mojom/constants.mojom.h"
#include "services/image_annotation/image_annotation_metrics.h"
#include "services/service_manager/public/cpp/connector.h"
#include "url/gurl.h"
namespace image_annotation {
namespace {
constexpr size_t kMaxResponseSize = 1024 * 1024; // 1MB.
// For a given source ID and requested description language, returns the unique
// image ID string that can be used to look up results from a server response.
std::string MakeImageId(const std::string& source_id,
const std::string& desc_lang_tag) {
return source_id + (desc_lang_tag.empty() ? "" : " " + desc_lang_tag);
}
// The server returns separate OCR results for each region of the image; we
// naively concatenate these into one response string.
//
// Returns a null pointer if there is any unexpected structure to the
// annotations message.
mojom::AnnotationPtr ParseJsonOcrAnnotation(const base::Value& ocr_engine,
const double min_ocr_confidence) {
if (!ocr_engine.is_dict())
return mojom::AnnotationPtr(nullptr);
// No OCR regions is valid - it just means there is no text.
const base::Value* const ocr_regions = ocr_engine.FindKey("ocrRegions");
if (!ocr_regions) {
ReportOcrAnnotation(1.0 /* confidence */, true /* empty */);
return mojom::Annotation::New(mojom::AnnotationType::kOcr, 1.0 /* score */,
std::string() /* text */);
}
if (!ocr_regions->is_list())
return mojom::AnnotationPtr(nullptr);
std::string all_ocr_text;
int word_count = 0;
double word_confidence_sum = 0.0;
for (const base::Value& ocr_region : ocr_regions->GetList()) {
if (!ocr_region.is_dict())
continue;
const base::Value* const words = ocr_region.FindKey("words");
if (!words || !words->is_list())
continue;
std::string region_ocr_text;
for (const base::Value& word : words->GetList()) {
if (!word.is_dict())
continue;
const base::Value* const detected_text = word.FindKey("detectedText");
if (!detected_text || !detected_text->is_string())
continue;
// A confidence value of 0 or 1 is interpreted as an int and not a double.
const base::Value* const confidence = word.FindKey("confidenceScore");
if (!confidence || (!confidence->is_double() && !confidence->is_int()) ||
confidence->GetDouble() < 0.0 || confidence->GetDouble() > 1.0)
continue;
if (confidence->GetDouble() < min_ocr_confidence)
continue;
const std::string& detected_text_str = detected_text->GetString();
if (detected_text_str.empty())
continue;
if (!region_ocr_text.empty())
region_ocr_text += " ";
region_ocr_text += detected_text_str;
++word_count;
word_confidence_sum += confidence->GetDouble();
}
if (!all_ocr_text.empty() && !region_ocr_text.empty())
all_ocr_text += "\n";
all_ocr_text += region_ocr_text;
}
const double all_ocr_confidence =
word_count == 0 ? 1.0 : word_confidence_sum / word_count;
ReportOcrAnnotation(all_ocr_confidence, all_ocr_text.empty());
return mojom::Annotation::New(mojom::AnnotationType::kOcr, all_ocr_confidence,
all_ocr_text);
}
// Extracts annotations from the given description engine result into the second
// element of the return tuple.
//
// The first element of the return tuple will be true if the image was
// classified as containing adult content.
std::tuple<bool, std::vector<mojom::AnnotationPtr>> ParseJsonDescAnnotations(
const base::Value& desc_engine) {
static const base::NoDestructor<std::map<std::string, mojom::AnnotationType>>
kAnnotationTypes({{"OCR", mojom::AnnotationType::kOcr},
{"CAPTION", mojom::AnnotationType::kCaption},
{"LABEL", mojom::AnnotationType::kLabel}});
bool adult = false;
std::vector<mojom::AnnotationPtr> results;
if (!desc_engine.is_dict())
return {adult, std::move(results)};
// If there is a failure reason, log it and track whether it is due to adult
// content.
const base::Value* const failure_reason_value =
desc_engine.FindKey("failureReason");
if (failure_reason_value && failure_reason_value->is_string()) {
const DescFailureReason failure_reason =
ParseDescFailureReason(failure_reason_value->GetString());
ReportDescFailure(failure_reason);
adult = failure_reason == DescFailureReason::kAdult;
}
const base::Value* const desc_list_dict =
desc_engine.FindKey("descriptionList");
if (!desc_list_dict || !desc_list_dict->is_dict())
return {adult, std::move(results)};
const base::Value* const desc_list = desc_list_dict->FindKey("descriptions");
if (!desc_list || !desc_list->is_list())
return {adult, std::move(results)};
for (const base::Value& desc : desc_list->GetList()) {
if (!desc.is_dict())
continue;
const base::Value* const type = desc.FindKey("type");
if (!type || !type->is_string())
continue;
const auto type_lookup = kAnnotationTypes->find(type->GetString());
if (type_lookup == kAnnotationTypes->end())
continue;
const base::Value* const score = desc.FindKey("score");
if (!score || (!score->is_double() && !score->is_int()))
continue;
const base::Value* const text = desc.FindKey("text");
if (!text || !text->is_string())
continue;
ReportDescAnnotation(type_lookup->second, score->GetDouble(),
text->GetString().empty());
// For OCR, we allow empty text and unusual scores; at the time of writing,
// a score of -1 is always returned for OCR.
//
// For other annotation types, we do not allow these cases.
if (type_lookup->second != mojom::AnnotationType::kOcr &&
(text->GetString().empty() || score->GetDouble() < 0.0 ||
score->GetDouble() > 1.0))
continue;
results.push_back(mojom::Annotation::New(
type_lookup->second, score->GetDouble(), text->GetString()));
}
return {adult, std::move(results)};
}
// Returns the integer status code for this engine, or -1 if no status can be
// extracted.
int ExtractStatusCode(const base::Value* const status_dict) {
if (!status_dict || !status_dict->is_dict())
return -1;
const base::Value* const code_value = status_dict->FindKey("code");
// A missing code is the same as a default (i.e. OK) code.
if (!code_value)
return 0;
if (!code_value->is_int())
return -1;
const int code = code_value->GetInt();
#ifndef NDEBUG
// Also log error status messages (which are helpful for debugging).
const base::Value* const message = status_dict->FindKey("message");
if (code != 0 && message && message->is_string())
DVLOG(1) << "Engine failed with status " << code << " and message '"
<< message->GetString() << "'";
#endif
return code;
}
// Attempts to extract annotation results from the server response, returning a
// map from each image ID to its annotations (if successfully extracted).
std::map<std::string, mojom::AnnotateImageResultPtr> UnpackJsonResponse(
const base::Value& json_data,
const double min_ocr_confidence) {
if (!json_data.is_dict())
return {};
const base::Value* const results = json_data.FindKey("results");
if (!results || !results->is_list())
return {};
std::map<std::string, mojom::AnnotateImageResultPtr> out;
for (const base::Value& result : results->GetList()) {
if (!result.is_dict())
continue;
const base::Value* const image_id = result.FindKey("imageId");
if (!image_id || !image_id->is_string())
continue;
const base::Value* const engine_results = result.FindKey("engineResults");
if (!engine_results || !engine_results->is_list())
continue;
// We expect the engine result list to have exactly two results: one for OCR
// and one for image descriptions. However, we "robustly" handle missing
// engines, unknown engines (by skipping them) and repetitions (by
// overwriting data).
bool adult = false;
std::vector<mojom::AnnotationPtr> annotations;
mojom::AnnotationPtr ocr_annotation;
for (const base::Value& engine_result : engine_results->GetList()) {
if (!engine_result.is_dict())
continue;
// A non-zero status code means the following:
// -1: The status dict could not be parsed. We
// still try to parse an engine result in this
// case to be robust.
// any other non-zero value: The status dict was parsed and contains a
// known failure. We always report an error
// in this case.
const int status_code =
ExtractStatusCode(engine_result.FindKey("status"));
const base::Value* const desc_engine =
engine_result.FindKey("descriptionEngine");
const base::Value* const ocr_engine = engine_result.FindKey("ocrEngine");
if (desc_engine) {
// Add description annotations and update the adult image flag.
ReportDescStatus(status_code);
if (status_code <= 0) {
std::tie(adult, annotations) = ParseJsonDescAnnotations(*desc_engine);
}
} else if (ocr_engine) {
// Update the specialized OCR annotations.
ReportOcrStatus(status_code);
if (status_code <= 0) {
ocr_annotation =
ParseJsonOcrAnnotation(*ocr_engine, min_ocr_confidence);
}
}
ReportEngineKnown(ocr_engine || desc_engine);
}
// Remove any description OCR data (which is lower quality) if we have
// specialized OCR results.
if (!ocr_annotation.is_null()) {
base::EraseIf(annotations, [](const mojom::AnnotationPtr& a) {
return a->type == mojom::AnnotationType::kOcr;
});
annotations.push_back(std::move(ocr_annotation));
}
if (adult) {
out[image_id->GetString()] = mojom::AnnotateImageResult::NewErrorCode(
mojom::AnnotateImageError::kAdult);
} else if (!annotations.empty()) {
out[image_id->GetString()] =
mojom::AnnotateImageResult::NewAnnotations(std::move(annotations));
}
}
return out;
}
} // namespace
constexpr char Annotator::kGoogApiKeyHeader[];
static_assert(Annotator::kDescMinDimension > 0,
"Description engine must accept images of some sizes.");
static_assert(Annotator::kDescMaxAspectRatio > 0.0,
"Description engine must accept images of some aspect ratios.");
Annotator::ClientRequestInfo::ClientRequestInfo(
mojom::ImageProcessorPtr in_image_processor,
AnnotateImageCallback in_callback)
: image_processor(std::move(in_image_processor)),
callback(std::move(in_callback)) {}
Annotator::ClientRequestInfo::~ClientRequestInfo() = default;
Annotator::ServerRequestInfo::ServerRequestInfo(
const std::string& in_source_id,
const bool in_desc_requested,
const std::string& in_desc_lang_tag,
const std::vector<uint8_t>& in_image_bytes)
: source_id(in_source_id),
desc_requested(in_desc_requested),
desc_lang_tag(in_desc_lang_tag),
image_bytes(in_image_bytes) {}
Annotator::ServerRequestInfo& Annotator::ServerRequestInfo::operator=(
ServerRequestInfo&& other) = default;
Annotator::ServerRequestInfo::~ServerRequestInfo() = default;
Annotator::Annotator(
GURL server_url,
std::string api_key,
const base::TimeDelta throttle,
const int batch_size,
const double min_ocr_confidence,
scoped_refptr<network::SharedURLLoaderFactory> url_loader_factory,
service_manager::Connector* const connector)
: url_loader_factory_(std::move(url_loader_factory)),
connector_(connector),
server_request_timer_(
FROM_HERE,
throttle,
base::BindRepeating(&Annotator::SendRequestBatchToServer,
base::Unretained(this))),
server_url_(std::move(server_url)),
api_key_(std::move(api_key)),
batch_size_(batch_size),
min_ocr_confidence_(min_ocr_confidence) {
DCHECK(connector_);
}
Annotator::~Annotator() {
// Report any clients still connected at service shutdown.
for (const auto& request_info_kv : request_infos_) {
for (const auto& unused : request_info_kv.second) {
ReportClientResult(ClientResult::kShutdown);
ANALYZER_ALLOW_UNUSED(unused);
}
}
}
void Annotator::BindRequest(mojom::AnnotatorRequest request) {
bindings_.AddBinding(this, std::move(request));
}
void Annotator::AnnotateImage(const std::string& source_id,
const std::string& description_language_tag,
mojom::ImageProcessorPtr image_processor,
AnnotateImageCallback callback) {
const RequestKey request_key(source_id, description_language_tag);
// Return cached results if they exist.
const auto cache_lookup = cached_results_.find(request_key);
ReportCacheHit(cache_lookup != cached_results_.end());
if (cache_lookup != cached_results_.end()) {
std::move(callback).Run(cache_lookup->second.Clone());
return;
}
// Register the ImageProcessor and callback to be used for this request.
std::list<ClientRequestInfo>& request_info_list = request_infos_[request_key];
request_info_list.emplace_back(std::move(image_processor),
std::move(callback));
// If the image processor dies: automatically delete the request info and
// reassign local processing (for other interested clients) if the dead image
// processor was responsible for some ongoing work.
request_info_list.back().image_processor.set_connection_error_handler(
base::BindOnce(&Annotator::RemoveRequestInfo, base::Unretained(this),
request_key, --request_info_list.end(),
true /* canceled */));
// Don't start local work if it would duplicate some already-ongoing work.
if (base::Contains(local_processors_, request_key) ||
base::Contains(pending_requests_, request_key))
return;
local_processors_.insert(
{request_key, &request_info_list.back().image_processor});
// TODO(crbug.com/916420): first query the public result cache by URL to
// improve latency.
request_info_list.back().image_processor->GetJpgImageData(
base::BindOnce(&Annotator::OnJpgImageDataReceived, base::Unretained(this),
request_key, --request_info_list.end()));
}
// static
bool Annotator::IsWithinDescPolicy(const int32_t width, const int32_t height) {
if (width < kDescMinDimension || height < kDescMinDimension)
return false;
// Can't be 0 or inf because |kDescMinDimension| is guaranteed positive (via a
// static_assert).
const double aspect_ratio = static_cast<double>(width) / height;
if (aspect_ratio < 1.0 / kDescMaxAspectRatio ||
aspect_ratio > kDescMaxAspectRatio)
return false;
return true;
}
// static
std::string Annotator::FormatJsonRequest(
const std::deque<ServerRequestInfo>::iterator begin,
const std::deque<ServerRequestInfo>::iterator end) {
base::Value image_request_list(base::Value::Type::LIST);
for (std::deque<ServerRequestInfo>::iterator it = begin; it != end; ++it) {
// Re-encode image bytes into base64, which can be represented in JSON.
std::string base64_data;
Base64Encode(
base::StringPiece(reinterpret_cast<const char*>(it->image_bytes.data()),
it->image_bytes.size()),
&base64_data);
// TODO(crbug.com/916420): accept and propagate page language info to
// improve OCR accuracy.
base::Value ocr_engine_params(base::Value::Type::DICTIONARY);
ocr_engine_params.SetKey("ocrParameters",
base::Value(base::Value::Type::DICTIONARY));
base::Value engine_params_list(base::Value::Type::LIST);
engine_params_list.GetList().push_back(std::move(ocr_engine_params));
// Also add a description annotations request if the image is within model
// policy.
if (it->desc_requested) {
base::Value desc_params(base::Value::Type::DICTIONARY);
// Add preferred description language if it has been specified.
if (!it->desc_lang_tag.empty()) {
base::Value desc_lang_list(base::Value::Type::LIST);
desc_lang_list.GetList().push_back(base::Value(it->desc_lang_tag));
desc_params.SetKey("preferredLanguages", std::move(desc_lang_list));
}
base::Value engine_params(base::Value::Type::DICTIONARY);
engine_params.SetKey("descriptionParameters", std::move(desc_params));
engine_params_list.GetList().push_back(std::move(engine_params));
}
ReportImageRequestIncludesDesc(it->desc_requested);
base::Value image_request(base::Value::Type::DICTIONARY);
image_request.SetKey(
"imageId", base::Value(MakeImageId(it->source_id, it->desc_lang_tag)));
image_request.SetKey("imageBytes", base::Value(std::move(base64_data)));
image_request.SetKey("engineParameters", std::move(engine_params_list));
image_request_list.GetList().push_back(std::move(image_request));
}
base::Value request(base::Value::Type::DICTIONARY);
request.SetKey("imageRequests", std::move(image_request_list));
std::string json_request;
base::JSONWriter::Write(request, &json_request);
ReportServerRequestSizeKB(json_request.size() / 1024);
return json_request;
}
// static
std::unique_ptr<network::SimpleURLLoader> Annotator::MakeRequestLoader(
const GURL& server_url,
const std::string& api_key,
const std::deque<ServerRequestInfo>::iterator begin,
const std::deque<ServerRequestInfo>::iterator end) {
auto resource_request = std::make_unique<network::ResourceRequest>();
resource_request->method = "POST";
resource_request->url = server_url;
resource_request->credentials_mode = network::mojom::CredentialsMode::kOmit;
// Put API key in request's header if a key exists, and the endpoint is
// trusted by Google.
if (!api_key.empty() && server_url.SchemeIs(url::kHttpsScheme) &&
google_util::IsGoogleAssociatedDomainUrl(server_url)) {
resource_request->headers.SetHeader(kGoogApiKeyHeader, api_key);
}
// TODO(crbug.com/916420): update this annotation to be more general and to
// reflect specfics of the UI when it is implemented.
const net::NetworkTrafficAnnotationTag traffic_annotation =
net::DefineNetworkTrafficAnnotation("image_annotation", R"(
semantics {
sender: "Image Annotation"
description:
"Chrome can provide image labels (which include detected objects, "
"extracted text and generated captions) to screen readers (for "
"visually-impaired users) by sending images to Google's servers. "
"If image labeling is enabled for a page, Chrome will send the "
"URLs and pixels of all images on the page to Google's servers, "
"which will return labels for content identified inside the "
"images. This content is made accessible to screen reading "
"software."
trigger: "A page containing images is loaded for a user who has "
"automatic image labeling enabled."
data: "Image pixels and URLs. No user identifier is sent along with "
"the data."
destination: GOOGLE_OWNED_SERVICE
}
policy {
cookies_allowed: NO
setting:
"You can enable or disable this feature via the context menu "
"for images, or via 'Image Labeling' in Chrome's settings under "
"Accessibility. This feature is disabled by default."
policy_exception_justification: "Policy to come; feature not yet "
"complete."
})");
auto url_loader = network::SimpleURLLoader::Create(
std::move(resource_request), traffic_annotation);
url_loader->AttachStringForUpload(FormatJsonRequest(begin, end),
"application/json");
return url_loader;
}
void Annotator::OnJpgImageDataReceived(
const RequestKey& request_key,
const std::list<ClientRequestInfo>::iterator request_info_it,
const std::vector<uint8_t>& image_bytes,
const int32_t width,
const int32_t height) {
const std::string& source_id = request_key.first;
const std::string& desc_lang_tag = request_key.second;
ReportPixelFetchSuccess(!image_bytes.empty());
// Failed to retrieve bytes from local processor; remove dead processor and
// reschedule processing.
if (image_bytes.empty()) {
RemoveRequestInfo(request_key, request_info_it, false /* canceled */);
return;
}
// Local processing is no longer ongoing.
local_processors_.erase(request_key);
// Schedule a server request for this image.
server_request_queue_.emplace_front(
source_id, IsWithinDescPolicy(width, height), desc_lang_tag, image_bytes);
pending_requests_.insert(request_key);
// Start sending batches to the server.
if (!server_request_timer_.IsRunning())
server_request_timer_.Reset();
}
void Annotator::SendRequestBatchToServer() {
if (server_request_queue_.empty()) {
server_request_timer_.Stop();
return;
}
// Take last n elements (or all elements if there are less than n).
const auto begin =
server_request_queue_.end() -
std::min<size_t>(server_request_queue_.size(), batch_size_);
const auto end = server_request_queue_.end();
// The set of (source ID, desc lang) pairs relevant for this request.
std::set<RequestKey> request_keys;
for (std::deque<ServerRequestInfo>::iterator it = begin; it != end; it++) {
request_keys.insert({it->source_id, it->desc_lang_tag});
}
// Kick off server communication.
ongoing_server_requests_.push_back(
MakeRequestLoader(server_url_, api_key_, begin, end));
ongoing_server_requests_.back()->DownloadToString(
url_loader_factory_.get(),
base::BindOnce(&Annotator::OnServerResponseReceived,
base::Unretained(this), request_keys,
--ongoing_server_requests_.end()),
kMaxResponseSize);
server_request_queue_.erase(begin, end);
}
void Annotator::OnServerResponseReceived(
const std::set<RequestKey>& request_keys,
const UrlLoaderList::iterator server_request_it,
const std::unique_ptr<std::string> json_response) {
ReportServerNetError(server_request_it->get()->NetError());
if (const network::ResourceResponseInfo* const response_info =
server_request_it->get()->ResponseInfo()) {
ReportServerResponseCode(response_info->headers->response_code());
ReportServerLatency(response_info->response_time -
response_info->request_time);
}
ongoing_server_requests_.erase(server_request_it);
if (!json_response) {
DVLOG(1) << "HTTP request to image annotation server failed.";
ProcessResults(request_keys, {});
return;
}
ReportServerResponseSizeBytes(json_response->size());
// Send JSON string to a dedicated service for safe parsing.
GetJsonParser()->Parse(*json_response,
base::BindOnce(&Annotator::OnResponseJsonParsed,
base::Unretained(this), request_keys));
}
void Annotator::OnResponseJsonParsed(
const std::set<RequestKey>& request_keys,
const base::Optional<base::Value> json_data,
const base::Optional<std::string>& error) {
const bool success = json_data.has_value() && !error.has_value();
ReportJsonParseSuccess(success);
// Extract annotation results for each request key with valid results.
if (success) {
ProcessResults(request_keys,
UnpackJsonResponse(*json_data, min_ocr_confidence_));
} else {
DVLOG(1) << "Parsing server response JSON failed with error: "
<< error.value_or("No reason reported.");
ProcessResults(request_keys, {});
}
}
void Annotator::ProcessResults(
const std::set<RequestKey>& request_keys,
const std::map<std::string, mojom::AnnotateImageResultPtr>& results) {
// Process each request key for which we expect to have results.
for (const RequestKey& request_key : request_keys) {
pending_requests_.erase(request_key);
// The lookup will be successful if there is a valid result (i.e. not an
// error and not a malformed result) for this (source ID, desc lang) pair.
const auto result_lookup =
results.find(MakeImageId(request_key.first, request_key.second));
// Populate the result struct for this image and copy it into the cache if
// necessary.
if (result_lookup != results.end())
cached_results_.insert(
std::make_pair(request_key, result_lookup->second.Clone()));
// This should not happen, since only this method removes entries of
// |request_infos_|, and this method should only execute once per request
// key.
const auto request_info_it = request_infos_.find(request_key);
if (request_info_it == request_infos_.end())
continue;
const auto image_result = result_lookup != results.end()
? result_lookup->second.Clone()
: mojom::AnnotateImageResult::NewErrorCode(
mojom::AnnotateImageError::kFailure);
const auto client_result = result_lookup != results.end()
? ClientResult::kSucceeded
: ClientResult::kFailed;
// Notify clients of success or failure.
// TODO(crbug.com/916420): explore server retry strategies.
for (auto& info : request_info_it->second) {
std::move(info.callback).Run(image_result.Clone());
ReportClientResult(client_result);
}
request_infos_.erase(request_info_it);
}
}
data_decoder::mojom::JsonParser* Annotator::GetJsonParser() {
if (!json_parser_) {
connector_->Connect(data_decoder::mojom::kServiceName,
json_parser_.BindNewPipeAndPassReceiver());
json_parser_.set_disconnect_handler(base::BindOnce(
[](Annotator* const annotator) { annotator->json_parser_.reset(); },
base::Unretained(this)));
}
return json_parser_.get();
}
void Annotator::RemoveRequestInfo(
const RequestKey& request_key,
const std::list<ClientRequestInfo>::iterator request_info_it,
const bool canceled) {
// Check whether we are deleting the ImageProcessor responsible for current
// local processing.
auto local_processor_lookup = local_processors_.find(request_key);
const bool should_reassign =
local_processor_lookup != local_processors_.end() &&
local_processor_lookup->second == &request_info_it->image_processor;
// Notify client of cancellation / failure.
ReportClientResult(canceled ? ClientResult::kCanceled
: ClientResult::kFailed);
std::move(request_info_it->callback)
.Run(mojom::AnnotateImageResult::NewErrorCode(
canceled ? mojom::AnnotateImageError::kCanceled
: mojom::AnnotateImageError::kFailure));
// Delete the specified ImageProcessor.
std::list<ClientRequestInfo>& request_info_list = request_infos_[request_key];
request_info_list.erase(request_info_it);
// If necessary, reassign local processing.
if (should_reassign) {
if (request_info_list.empty()) {
local_processors_.erase(local_processor_lookup);
} else {
local_processor_lookup->second =
&request_info_list.front().image_processor;
request_info_list.front().image_processor->GetJpgImageData(base::BindOnce(
&Annotator::OnJpgImageDataReceived, base::Unretained(this),
request_key, request_info_list.begin()));
}
}
}
} // namespace image_annotation