b899d17f18
GitOrigin-RevId: 8e1da4611d93ccb7d9674713157d43be0348d98f
288 lines
9.1 KiB
C++
288 lines
9.1 KiB
C++
// Copyright 2019 The MediaPipe Authors.
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//
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// Licensed under the Apache License, Version 2.0 (the "License");
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// you may not use this file except in compliance with the License.
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// You may obtain a copy of the License at
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//
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// http://www.apache.org/licenses/LICENSE-2.0
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//
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// Unless required by applicable law or agreed to in writing, software
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// distributed under the License is distributed on an "AS IS" BASIS,
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// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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// See the License for the specific language governing permissions and
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// limitations under the License.
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#include <stdio.h>
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#include <fstream>
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#include <memory>
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#include "absl/strings/str_format.h"
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#include "absl/strings/string_view.h"
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#include "mediapipe/calculators/video/flow_packager_calculator.pb.h"
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#include "mediapipe/framework/calculator_framework.h"
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#include "mediapipe/framework/port/integral_types.h"
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#include "mediapipe/framework/port/logging.h"
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#include "mediapipe/util/tracking/camera_motion.pb.h"
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#include "mediapipe/util/tracking/flow_packager.h"
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#include "mediapipe/util/tracking/region_flow.pb.h"
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namespace mediapipe {
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constexpr char kCacheDirTag[] = "CACHE_DIR";
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constexpr char kCompleteTag[] = "COMPLETE";
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constexpr char kTrackingChunkTag[] = "TRACKING_CHUNK";
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constexpr char kTrackingTag[] = "TRACKING";
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constexpr char kCameraTag[] = "CAMERA";
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constexpr char kFlowTag[] = "FLOW";
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using mediapipe::CameraMotion;
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using mediapipe::FlowPackager;
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using mediapipe::RegionFlowFeatureList;
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using mediapipe::TrackingData;
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using mediapipe::TrackingDataChunk;
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// A calculator that packages input CameraMotion and RegionFlowFeatureList
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// into a TrackingData and optionally writes TrackingDataChunks to file.
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//
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// Input stream:
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// FLOW: Input region flow (proto RegionFlowFeatureList).
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// CAMERA: Input camera stream (proto CameraMotion, optional).
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//
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// Input side packets:
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// CACHE_DIR: Optional caching directory tracking files are written to.
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//
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// Output streams.
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// TRACKING: Output tracking data (proto TrackingData, per frame
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// optional).
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// TRACKING_CHUNK: Output tracking chunks (proto TrackingDataChunk,
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// per chunk, optional), output at the first timestamp
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// of each chunk.
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// COMPLETE: Optional output packet sent on PreStream to
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// to signal downstream calculators that all data has been
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// processed and calculator is closed. Can be used to indicate
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// that all data as been written to CACHE_DIR.
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class FlowPackagerCalculator : public CalculatorBase {
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public:
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~FlowPackagerCalculator() override = default;
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static absl::Status GetContract(CalculatorContract* cc);
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absl::Status Open(CalculatorContext* cc) override;
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absl::Status Process(CalculatorContext* cc) override;
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absl::Status Close(CalculatorContext* cc) override;
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// Writes passed chunk to disk.
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void WriteChunk(const TrackingDataChunk& chunk) const;
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// Initializes next chunk for tracking beginning from last frame of
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// current chunk (Chunking is design with one frame overlap).
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void PrepareCurrentForNextChunk(TrackingDataChunk* chunk);
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private:
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FlowPackagerCalculatorOptions options_;
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// Caching options.
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bool use_caching_ = false;
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bool build_chunk_ = false;
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std::string cache_dir_;
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int chunk_idx_ = -1;
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TrackingDataChunk tracking_chunk_;
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int frame_idx_ = 0;
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Timestamp prev_timestamp_;
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std::unique_ptr<FlowPackager> flow_packager_;
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};
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REGISTER_CALCULATOR(FlowPackagerCalculator);
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absl::Status FlowPackagerCalculator::GetContract(CalculatorContract* cc) {
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if (!cc->Inputs().HasTag(kFlowTag)) {
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return tool::StatusFail("No input flow was specified.");
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}
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cc->Inputs().Tag(kFlowTag).Set<RegionFlowFeatureList>();
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if (cc->Inputs().HasTag(kCameraTag)) {
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cc->Inputs().Tag(kCameraTag).Set<CameraMotion>();
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}
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if (cc->Outputs().HasTag(kTrackingTag)) {
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cc->Outputs().Tag(kTrackingTag).Set<TrackingData>();
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}
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if (cc->Outputs().HasTag(kTrackingChunkTag)) {
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cc->Outputs().Tag(kTrackingChunkTag).Set<TrackingDataChunk>();
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}
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if (cc->Outputs().HasTag(kCompleteTag)) {
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cc->Outputs().Tag(kCompleteTag).Set<bool>();
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}
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if (cc->InputSidePackets().HasTag(kCacheDirTag)) {
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cc->InputSidePackets().Tag(kCacheDirTag).Set<std::string>();
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}
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return absl::OkStatus();
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}
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absl::Status FlowPackagerCalculator::Open(CalculatorContext* cc) {
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options_ = cc->Options<FlowPackagerCalculatorOptions>();
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flow_packager_.reset(new FlowPackager(options_.flow_packager_options()));
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use_caching_ = cc->InputSidePackets().HasTag(kCacheDirTag);
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build_chunk_ = use_caching_ || cc->Outputs().HasTag(kTrackingChunkTag);
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if (use_caching_) {
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cache_dir_ = cc->InputSidePackets().Tag(kCacheDirTag).Get<std::string>();
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}
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return absl::OkStatus();
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}
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absl::Status FlowPackagerCalculator::Process(CalculatorContext* cc) {
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InputStream* flow_stream = &(cc->Inputs().Tag(kFlowTag));
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const RegionFlowFeatureList& flow = flow_stream->Get<RegionFlowFeatureList>();
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const Timestamp timestamp = flow_stream->Value().Timestamp();
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const CameraMotion* camera_motion = nullptr;
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if (cc->Inputs().HasTag(kCameraTag)) {
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InputStream* camera_stream = &(cc->Inputs().Tag(kCameraTag));
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camera_motion = &camera_stream->Get<CameraMotion>();
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}
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std::unique_ptr<TrackingData> tracking_data(new TrackingData());
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flow_packager_->PackFlow(flow, camera_motion, tracking_data.get());
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if (build_chunk_) {
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if (chunk_idx_ < 0) { // Lazy init, determine first start.
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chunk_idx_ =
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timestamp.Value() / 1000 / options_.caching_chunk_size_msec();
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tracking_chunk_.set_first_chunk(true);
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}
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CHECK_GE(chunk_idx_, 0);
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TrackingDataChunk::Item* item = tracking_chunk_.add_item();
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item->set_frame_idx(frame_idx_);
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item->set_timestamp_usec(timestamp.Value());
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if (frame_idx_ > 0) {
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item->set_prev_timestamp_usec(prev_timestamp_.Value());
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}
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if (cc->Outputs().HasTag(kTrackingTag)) {
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// Need to copy as output is requested.
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*item->mutable_tracking_data() = *tracking_data;
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} else {
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item->mutable_tracking_data()->Swap(tracking_data.get());
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}
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const int next_chunk_msec =
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options_.caching_chunk_size_msec() * (chunk_idx_ + 1);
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if (timestamp.Value() / 1000 >= next_chunk_msec) {
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if (cc->Outputs().HasTag(kTrackingChunkTag)) {
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cc->Outputs()
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.Tag(kTrackingChunkTag)
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.Add(new TrackingDataChunk(tracking_chunk_),
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Timestamp(tracking_chunk_.item(0).timestamp_usec()));
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}
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if (use_caching_) {
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WriteChunk(tracking_chunk_);
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}
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PrepareCurrentForNextChunk(&tracking_chunk_);
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}
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}
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if (cc->Outputs().HasTag(kTrackingTag)) {
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cc->Outputs()
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.Tag(kTrackingTag)
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.Add(tracking_data.release(), flow_stream->Value().Timestamp());
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}
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prev_timestamp_ = timestamp;
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++frame_idx_;
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return absl::OkStatus();
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}
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absl::Status FlowPackagerCalculator::Close(CalculatorContext* cc) {
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if (frame_idx_ > 0) {
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tracking_chunk_.set_last_chunk(true);
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if (cc->Outputs().HasTag(kTrackingChunkTag)) {
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cc->Outputs()
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.Tag(kTrackingChunkTag)
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.Add(new TrackingDataChunk(tracking_chunk_),
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Timestamp(tracking_chunk_.item(0).timestamp_usec()));
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}
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if (use_caching_) {
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WriteChunk(tracking_chunk_);
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}
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}
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if (cc->Outputs().HasTag(kCompleteTag)) {
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cc->Outputs().Tag(kCompleteTag).Add(new bool(true), Timestamp::PreStream());
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}
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return absl::OkStatus();
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}
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void FlowPackagerCalculator::WriteChunk(const TrackingDataChunk& chunk) const {
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if (chunk.item_size() == 0) {
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LOG(ERROR) << "Write chunk called with empty tracking data."
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<< "This can only occur if the spacing between frames "
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<< "is larger than the requested chunk size. Try increasing "
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<< "the chunk size";
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return;
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}
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auto format_runtime =
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absl::ParsedFormat<'d'>::New(options_.cache_file_format());
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std::string chunk_file;
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if (format_runtime) {
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chunk_file =
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cache_dir_ + "/" + absl::StrFormat(*format_runtime, chunk_idx_);
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} else {
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LOG(ERROR) << "chache_file_format wrong. fall back to chunk_%04d.";
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chunk_file = cache_dir_ + "/" + absl::StrFormat("chunk_%04d", chunk_idx_);
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}
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std::string data;
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chunk.SerializeToString(&data);
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const char* temp_filename = tempnam(cache_dir_.c_str(), nullptr);
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std::ofstream out_file(temp_filename);
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if (!out_file) {
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LOG(ERROR) << "Could not open " << temp_filename;
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} else {
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out_file.write(data.data(), data.size());
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}
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if (rename(temp_filename, chunk_file.c_str()) != 0) {
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LOG(ERROR) << "Failed to rename to " << chunk_file;
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}
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LOG(INFO) << "Wrote chunk : " << chunk_file;
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}
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void FlowPackagerCalculator::PrepareCurrentForNextChunk(
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TrackingDataChunk* chunk) {
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CHECK(chunk);
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if (chunk->item_size() == 0) {
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LOG(ERROR) << "Called with empty chunk. Unexpected.";
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return;
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}
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chunk->set_first_chunk(false);
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// Buffer last item for next chunk.
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TrackingDataChunk::Item last_item;
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last_item.Swap(chunk->mutable_item(chunk->item_size() - 1));
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chunk->Clear();
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chunk->add_item()->Swap(&last_item);
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++chunk_idx_;
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}
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} // namespace mediapipe
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