av/cmd/rv/probe.go

191 lines
5.8 KiB
Go

//go:build !nocv
// +build !nocv
/*
DESCRIPTION
Provides the methods for the turbidity probe using GoCV. Turbidity probe
will collect the most recent frames in a buffer and write the latest sharpness
and contrast scores to the probe.
AUTHORS
Russell Stanley <russell@ausocean.org>
LICENSE
Copyright (C) 2021-2022 the Australian Ocean Lab (AusOcean)
It is free software: you can redistribute it and/or modify them
under the terms of the GNU General Public License as published by the
Free Software Foundation, either version 3 of the License, or (at your
option) any later version.
It is distributed in the hope that it will be useful, but WITHOUT
ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or
FITNESS FOR A PARTICULAR PURPOSE. See the GNU General Public License
for more details.
You should have received a copy of the GNU General Public License
in gpl.txt. If not, see http://www.gnu.org/licenses.
*/
package main
import (
"bytes"
"os"
"time"
"gocv.io/x/gocv"
"gonum.org/v1/gonum/stat"
"bitbucket.org/ausocean/av/codec/h264"
"bitbucket.org/ausocean/av/turbidity"
"bitbucket.org/ausocean/utils/logger"
)
// Misc constants.
const (
maxImages = 1 // Max number of images read when evaluating turbidity.
bufferLimit = 20000 // 20KB
)
// Turbidity sensor constants.
const (
k1, k2 = 4, 4 // Block size, must be divisible by the size template with no remainder.
filterSize = 3 // Sobel filter size.
scale = 1.0 // Amount of scale applied to sobel filter values.
alpha = 1.0 // Paramater for contrast equation.
)
// turbidityProbe will hold the latest video data and calculate the sharpness and contrast scores.
// These scores will be sent to netreceiver based on the given delay.
type turbidityProbe struct {
sharpness, contrast float64
delay time.Duration
ticker time.Ticker
ts *turbidity.TurbiditySensor
log logger.Logger
buffer *bytes.Buffer
}
// NewTurbidityProbe returns a new turbidity probe.
func NewTurbidityProbe(log logger.Logger, delay time.Duration) (*turbidityProbe, error) {
tp := new(turbidityProbe)
tp.log = log
tp.delay = delay
tp.ticker = *time.NewTicker(delay)
tp.buffer = bytes.NewBuffer(*new([]byte))
// Create the turbidity sensor.
standard := gocv.IMRead("../../turbidity/images/default.jpg", gocv.IMReadGrayScale)
template := gocv.IMRead("../../turbidity/images/template.jpg", gocv.IMReadGrayScale)
ts, err := turbidity.NewTurbiditySensor(template, standard, k1, k2, filterSize, scale, alpha, log)
if err != nil {
log.Error("failed create turbidity sensor", "error", err.Error())
}
tp.ts = ts
return tp, nil
}
// Write, reads input h264 frames in the form of a byte stream and writes the the sharpness and contrast
// scores of a video to the the turbidity probe.
func (tp *turbidityProbe) Write(p []byte) (int, error) {
out := len(p)
if tp.buffer.Len() == 0 {
// The first entry in the buffer must be a keyframe to speed up decoding.
video, err := h264.Trim(p)
if err != nil {
tp.log.Log(logger.Debug, "no key frame detected", "error", err.Error())
return 0, nil
}
n, err := tp.buffer.Write(video)
if err != nil {
tp.log.Log(logger.Error, "could not write trimmed video to buffer", "error", err.Error())
tp.buffer.Reset()
return 0, nil
}
tp.log.Log(logger.Debug, "video trimmed, write keyframe complete", "size(bytes)", n)
} else if tp.buffer.Len() < bufferLimit {
// Buffer is limited to speed up decoding.
n, err := tp.buffer.Write(p)
if err != nil {
tp.log.Log(logger.Error, "could not write to buffer, reseting", "error", err.Error())
tp.buffer.Reset()
return 0, nil
}
tp.log.Log(logger.Debug, "write to video buffer complete", "size(bytes)", n)
} else {
out = 0
}
select {
case <-tp.ticker.C:
tp.log.Log(logger.Debug, "beginning turbidity calculation")
startTime := time.Now()
tp.turbidityCalculation()
tp.log.Log(logger.Debug, "finished turbidity calculation", "total duration (sec)", time.Since(startTime).Seconds())
default:
}
return out, nil
}
func (tp *turbidityProbe) Close() error {
return nil
}
func (tp *turbidityProbe) turbidityCalculation() {
var imgs []gocv.Mat
img := gocv.NewMat()
// Write byte array to a temp file.
file, err := os.CreateTemp("temp", "video*.h264")
if err != nil {
tp.log.Error("failed to create temp file", "error", err.Error())
return
}
tp.log.Log(logger.Debug, "writing to file", "buffer size(bytes)", tp.buffer.Len())
_, err = file.Write(tp.buffer.Bytes())
if err != nil {
tp.log.Error("failed to write to temporary file", "error", err.Error())
return
}
tp.log.Log(logger.Debug, "write to file success", "buffer size(bytes)", tp.buffer.Len())
tp.buffer.Reset()
// Open the video file.
startTime := time.Now()
vc, err := gocv.VideoCaptureFile(file.Name())
if err != nil {
tp.log.Error("failed to open video file", "error", err.Error())
return
}
tp.log.Log(logger.Debug, "video capture open", "total duration (sec)", time.Since(startTime).Seconds())
// Store each frame untill max.
startTime = time.Now()
for vc.Read(&img) && len(imgs) < maxImages {
imgs = append(imgs, img.Clone())
}
if len(imgs) <= 0 {
tp.log.Log(logger.Warning, "no frames found")
return
}
tp.log.Log(logger.Debug, "read time", "total duration (sec)", time.Since(startTime).Seconds())
// Process video data to get saturation and contrast scores.
res, err := tp.ts.Evaluate(imgs)
if err != nil {
tp.log.Error("evaluate failed", "error", err.Error())
} else {
tp.contrast = stat.Mean(res.Contrast, nil)
tp.sharpness = stat.Mean(res.Sharpness, nil)
}
err = os.Remove(file.Name())
if err != nil {
tp.log.Error("could not remove file", "error", err.Error())
}
err = vc.Close()
if err != nil {
tp.log.Error("could not close video capture", "error", err.Error())
}
}