mirror of https://bitbucket.org/ausocean/av.git
Merged in frame-diff-filter (pull request #347)
Simple difference filter using gocv. Approved-by: Saxon Milton <saxon.milton@gmail.com>
This commit is contained in:
commit
755545c80b
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// +build !circleci
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/*
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DESCRIPTION
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A filter that detects motion and discards frames without motion. The
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algorithm calculates the absolute difference for each pixel between
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two frames, then finds the mean. If the mean is above a given threshold,
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then it is considered motion.
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AUTHORS
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Scott Barnard <scott@ausocean.org>
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LICENSE
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difference.go is Copyright (C) 2020 the Australian Ocean Lab (AusOcean)
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It is free software: you can redistribute it and/or modify them
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under the terms of the GNU General Public License as published by the
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Free Software Foundation, either version 3 of the License, or (at your
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option) any later version.
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It is distributed in the hope that it will be useful, but WITHOUT
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ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or
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FITNESS FOR A PARTICULAR PURPOSE. See the GNU General Public License
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for more details.
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You should have received a copy of the GNU General Public License
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in gpl.txt. If not, see http://www.gnu.org/licenses.
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*/
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package filter
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import (
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"fmt"
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"image"
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"image/color"
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"io"
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"gocv.io/x/gocv"
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)
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// Difference is a filter that provides basic motion detection. Difference calculates
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// the absolute difference for each pixel between two frames, then finds the mean. If
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// the mean is above a given threshold, then it is considered motion.
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type Difference struct {
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dst io.WriteCloser
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thresh float64
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prev gocv.Mat
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debug bool
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windows []*gocv.Window
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}
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// NewDifference returns a pointer to a new Difference struct.
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func NewDifference(dst io.WriteCloser, debug bool, threshold float64) *Difference {
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var windows []*gocv.Window
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if debug {
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windows = []*gocv.Window{gocv.NewWindow("Diff: Bounding boxes"), gocv.NewWindow("Diff: Motion")}
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}
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return &Difference{dst, threshold, gocv.NewMat(), debug, windows}
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}
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// Implements io.Closer.
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// Close frees resources used by gocv, because it has to be done manually, due to
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// it using c-go.
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func (d *Difference) Close() error {
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d.prev.Close()
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for _, window := range d.windows {
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window.Close()
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}
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return nil
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}
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// Implements io.Writer.
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// Write applies the motion filter to the video stream. Only frames with motion
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// are written to the destination encoder, frames without are discarded.
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func (d *Difference) Write(f []byte) (int, error) {
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if d.prev.Empty() {
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var err error
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d.prev, err = gocv.IMDecode(f, gocv.IMReadColor)
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if err != nil {
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return 0, err
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}
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return len(f), nil
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}
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img, err := gocv.IMDecode(f, gocv.IMReadColor)
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defer img.Close()
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if err != nil {
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return 0, err
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}
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imgDelta := gocv.NewMat()
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defer imgDelta.Close()
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// Seperate foreground and background.
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gocv.AbsDiff(img, d.prev, &imgDelta)
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gocv.CvtColor(imgDelta, &imgDelta, gocv.ColorBGRToGray)
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mean := imgDelta.Mean().Val1
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// Update History.
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d.prev = img.Clone()
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// Draw debug information.
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if d.debug {
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if mean >= d.thresh {
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gocv.PutText(
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&img,
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fmt.Sprintf("motion - mean:%f", mean),
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image.Pt(32, 32),
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gocv.FontHersheyPlain,
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2.0,
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color.RGBA{255, 0, 0, 0},
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2,
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)
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}
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d.windows[0].IMShow(img)
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d.windows[1].IMShow(imgDelta)
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d.windows[0].WaitKey(1)
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}
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// Don't write to destination if there is no motion.
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if mean < d.thresh {
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return len(f), nil
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}
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// Write to destination.
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return d.dst.Write(f)
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}
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@ -36,6 +36,12 @@ func NewMOGFilter(dst io.WriteCloser, area, threshold float64, history int, debu
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return &NoOp{dst: dst}
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}
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// NewKNNFilter returns a pointer to a new NoOp struct for testing purposes only.
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func NewKNNFilter(dst io.WriteCloser, area, threshold float64, history, kernelSize int, debug bool, hf int) *NoOp {
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return &NoOp{dst: dst}
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}
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// NewDiffference returns a pointer to a new NoOp struct for testing purposes only.
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func NewDifference(dst io.WriteCloser, debug bool, threshold float64) *NoOp {
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return &NoOp{dst: dst}
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}
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@ -127,6 +127,7 @@ const (
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FilterMOG
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FilterVariableFPS
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FilterKNN
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FilterDifference
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)
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// OS names
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@ -304,6 +305,8 @@ type Config struct {
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// Defines the rate at which frames from a file source are processed.
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FileFPS int
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// Difference filter parameters.
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DiffThreshold float64 // Intensity value from the Difference motion detection algorithm that is considered motion.
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}
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// TypeData contains information about all of the variables that
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"CameraIP": "string",
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"CBR": "bool",
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"ClipDuration": "uint",
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"DiffThreshold": "float",
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"Exposure": "enum:auto,night,nightpreview,backlight,spotlight,sports,snow,beach,verylong,fixedfps,antishake,fireworks",
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"FileFPS": "int",
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"Filters": "enums:NoOp,MOG,VariableFPS,KNN",
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"Filters": "enums:NoOp,MOG,VariableFPS,KNN,Difference",
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"FrameRate": "uint",
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"Height": "uint",
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"HorizontalFlip": "bool",
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"MOGMinArea": "float",
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"MOGThreshold": "float",
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"MotionInterval": "int",
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"RBCapacity": "uint",
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"RBMaxElements": "uint",
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"RBWriteTimeout": "uint",
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"Output": "enum:File,Http,Rtmp,Rtp",
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"OutputPath": "string",
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"Outputs": "enums:File,Http,Rtmp,Rtp",
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"Quantization": "uint",
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"RBCapacity": "uint",
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"RBMaxElements": "uint",
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"RBWriteTimeout": "uint",
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"Rotation": "uint",
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"RTMPURL": "string",
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"RTPAddress": "string",
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@ -346,6 +346,8 @@ func (r *Revid) setupPipeline(mtsEnc func(dst io.WriteCloser, rate float64) (io.
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r.filters[i] = filter.NewVariableFPSFilter(dst, r.cfg.MinFPS, filter.NewMOGFilter(dst, r.cfg.MOGMinArea, r.cfg.MOGThreshold, int(r.cfg.MOGHistory), r.cfg.ShowWindows, r.cfg.MotionInterval))
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case config.FilterKNN:
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r.filters[i] = filter.NewKNNFilter(dst, r.cfg.KNNMinArea, r.cfg.KNNThreshold, int(r.cfg.KNNHistory), int(r.cfg.KNNKernel), r.cfg.ShowWindows, r.cfg.MotionInterval)
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case config.FilterDifference:
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r.filters[i] = filter.NewDifference(dst, r.cfg.ShowWindows, r.cfg.DiffThreshold)
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default:
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panic("Undefined Filter")
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}
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}
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case "Filters":
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filters := strings.Split(value, ",")
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m := map[string]int{"NoOp": config.FilterNoOp, "MOG": config.FilterMOG, "VariableFPS": config.FilterVariableFPS, "KNN": config.FilterKNN}
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m := map[string]int{"NoOp": config.FilterNoOp, "MOG": config.FilterMOG, "VariableFPS": config.FilterVariableFPS, "KNN": config.FilterKNN, "Difference": config.FilterDifference}
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r.cfg.Filters = make([]int, len(filters))
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for i, filter := range filters {
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v, ok := m[filter]
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break
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}
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r.cfg.KNNThreshold = v
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case "DiffThreshold":
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v, err := strconv.ParseFloat(value, 64)
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if err != nil {
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r.cfg.Logger.Log(logger.Warning, pkg+"invalid DiffThreshold var", "value", value)
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break
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}
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r.cfg.DiffThreshold = v
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case "KNNKernel":
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v, err := strconv.Atoi(value)
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if err != nil {
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