mediapipe/mediapipe/calculators/util/thresholding_calculator.cc

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// Copyright 2019 The MediaPipe Authors.
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
#include "mediapipe/calculators/util/thresholding_calculator.pb.h"
#include "mediapipe/framework/calculator_framework.h"
namespace mediapipe {
constexpr char kThresholdTag[] = "THRESHOLD";
constexpr char kRejectTag[] = "REJECT";
constexpr char kAcceptTag[] = "ACCEPT";
constexpr char kFlagTag[] = "FLAG";
constexpr char kFloatTag[] = "FLOAT";
// Applies a threshold on a stream of numeric values and outputs a flag and/or
// accept/reject stream. The threshold can be specified by one of the following:
// 1) Input stream.
// 2) Input side packet.
// 3) Calculator option.
//
// Input:
// FLOAT: A float, which will be cast to double to be compared with a
// threshold of double type.
// THRESHOLD(optional): A double specifying the threshold at current timestamp.
//
// Output:
// FLAG(optional): A boolean indicating if the input value is larger than the
// threshold.
// ACCEPT(optional): A packet will be sent if the value is larger than the
// threshold.
// REJECT(optional): A packet will be sent if the value is no larger than the
// threshold.
//
// Usage example:
// node {
// calculator: "ThresholdingCalculator"
// input_stream: "FLOAT:score"
// output_stream: "ACCEPT:accept"
// output_stream: "REJECT:reject"
// options: {
// [mediapipe.ThresholdingCalculatorOptions.ext] {
// threshold: 0.1
// }
// }
// }
class ThresholdingCalculator : public CalculatorBase {
public:
static absl::Status GetContract(CalculatorContract* cc);
absl::Status Open(CalculatorContext* cc) override;
absl::Status Process(CalculatorContext* cc) override;
private:
double threshold_{};
};
REGISTER_CALCULATOR(ThresholdingCalculator);
absl::Status ThresholdingCalculator::GetContract(CalculatorContract* cc) {
RET_CHECK(cc->Inputs().HasTag(kFloatTag));
cc->Inputs().Tag(kFloatTag).Set<float>();
if (cc->Outputs().HasTag(kFlagTag)) {
cc->Outputs().Tag(kFlagTag).Set<bool>();
}
if (cc->Outputs().HasTag(kAcceptTag)) {
cc->Outputs().Tag(kAcceptTag).Set<bool>();
}
if (cc->Outputs().HasTag(kRejectTag)) {
cc->Outputs().Tag(kRejectTag).Set<bool>();
}
if (cc->Inputs().HasTag(kThresholdTag)) {
cc->Inputs().Tag(kThresholdTag).Set<double>();
}
if (cc->InputSidePackets().HasTag(kThresholdTag)) {
cc->InputSidePackets().Tag(kThresholdTag).Set<double>();
RET_CHECK(!cc->Inputs().HasTag(kThresholdTag))
<< "Using both the threshold input side packet and input stream is not "
"supported.";
}
return absl::OkStatus();
}
absl::Status ThresholdingCalculator::Open(CalculatorContext* cc) {
cc->SetOffset(TimestampDiff(0));
const auto& options =
cc->Options<::mediapipe::ThresholdingCalculatorOptions>();
if (options.has_threshold()) {
RET_CHECK(!cc->Inputs().HasTag(kThresholdTag))
<< "Using both the threshold option and input stream is not supported.";
RET_CHECK(!cc->InputSidePackets().HasTag(kThresholdTag))
<< "Using both the threshold option and input side packet is not "
"supported.";
threshold_ = options.threshold();
}
if (cc->InputSidePackets().HasTag(kThresholdTag)) {
threshold_ = cc->InputSidePackets().Tag(kThresholdTag).Get<double>();
}
return absl::OkStatus();
}
absl::Status ThresholdingCalculator::Process(CalculatorContext* cc) {
if (cc->Inputs().HasTag(kThresholdTag) &&
!cc->Inputs().Tag(kThresholdTag).IsEmpty()) {
threshold_ = cc->Inputs().Tag(kThresholdTag).Get<double>();
}
bool accept = false;
RET_CHECK(!cc->Inputs().Tag(kFloatTag).IsEmpty());
accept = static_cast<double>(cc->Inputs().Tag(kFloatTag).Get<float>()) >
threshold_;
if (cc->Outputs().HasTag(kFlagTag)) {
cc->Outputs().Tag(kFlagTag).AddPacket(
MakePacket<bool>(accept).At(cc->InputTimestamp()));
}
if (accept && cc->Outputs().HasTag(kAcceptTag)) {
cc->Outputs()
.Tag(kAcceptTag)
.AddPacket(MakePacket<bool>(true).At(cc->InputTimestamp()));
}
if (!accept && cc->Outputs().HasTag(kRejectTag)) {
cc->Outputs()
.Tag(kRejectTag)
.AddPacket(MakePacket<bool>(false).At(cc->InputTimestamp()));
}
return absl::OkStatus();
}
} // namespace mediapipe