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Ensure signature comparison success ratio among Nvidia and CPU signatures #357

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Dec 3, 2022
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22 changes: 11 additions & 11 deletions ffmpeg/ffmpeg.go
Original file line number Diff line number Diff line change
Expand Up @@ -959,17 +959,17 @@ func (t *Transcoder) Transcode(input *TranscodeOptionsIn, ps []TranscodeOptions)
return nil, ErrorMap[ret]
}
}
// This version of the code has two internal transcoder implementations, original
// and a refactored version. By default, we want to run the former, to stay on the
// safe side, but then we want to progressively enable the latter, "risky".
// It will be done by means of environment variable LPMS_USE_NEW_TRANSCODE
_, ok := os.LookupEnv("LPMS_USE_NEW_TRANSCODE")
var use_new_transcode C.int
if ok {
use_new_transcode = 1
} else {
use_new_transcode = 0
}
// This version of the code has two internal transcoder implementations, original
// and a refactored version. By default, we want to run the former, to stay on the
// safe side, but then we want to progressively enable the latter, "risky".
// It will be done by means of environment variable LPMS_USE_NEW_TRANSCODE
_, ok := os.LookupEnv("LPMS_USE_NEW_TRANSCODE")
var use_new_transcode C.int
if ok {
use_new_transcode = 1
} else {
use_new_transcode = 0
}

ret := int(C.lpms_transcode(inp, paramsPointer, resultsPointer, C.int(len(params)), decoded, use_new_transcode))
if ret != 0 {
Expand Down
10 changes: 5 additions & 5 deletions ffmpeg/ffmpeg_test.go
Original file line number Diff line number Diff line change
Expand Up @@ -1055,11 +1055,11 @@ func TestTranscoder_StreamCopyAndDrop(t *testing.T) {
if err != nil {
t.Error(err)
}
if res != nil {
if res.Decoded.Frames != 0 {
t.Error("Unexpected count for decoded frames ", res.Decoded.Frames)
}
}
if res != nil {
if res.Decoded.Frames != 0 {
t.Error("Unexpected count for decoded frames ", res.Decoded.Frames)
}
}
cmd := `
cp "$1"/../transcoder/test.ts .

Expand Down
164 changes: 164 additions & 0 deletions ffmpeg/sign_nvidia_test.go
Original file line number Diff line number Diff line change
Expand Up @@ -4,10 +4,18 @@
package ffmpeg

import (
"fmt"
"github.com/stretchr/testify/assert"
"io/ioutil"
"os"
"sort"
"strings"
"testing"
)

const SignCompareMaxFalseNegativeRate = 0.01;
const SignCompareMaxFalsePositiveRate = 0.15;

func TestNvidia_SignDataCreate(t *testing.T) {
_, dir := setupTest(t)

Expand Down Expand Up @@ -65,3 +73,159 @@ func TestNvidia_SignDataCreate(t *testing.T) {
compareSignatures("/cpu_signtest1.ts.bin", "/nvidia_signtest1.ts.bin")
compareSignatures("/cpu_signtest2.ts.bin", "/nvidia_signtest2.ts.bin")
}

func getFileGroup(dir string, pattern string, ext string) []string {
files, _ := ioutil.ReadDir(dir)
var fileGroup []string
for _, f := range files {
if !strings.Contains(f.Name(), pattern) || !strings.HasSuffix(f.Name(), ext) {
continue
}
fileGroup = append(fileGroup, fmt.Sprintf(dir+"/"+f.Name()))
}
sort.Strings(fileGroup)
return fileGroup
}

func createCartesianPairs(items []string) ([]string, []string) {
var pairs1 []string
var pairs2 []string
for i, item1 := range items {
for j := i + 1; j < len(items); j++ {
pairs1 = append(pairs1, item1)
pairs2 = append(pairs2, items[j])
}
}
return pairs1, pairs2
}

func compareSignsPairwise(items1 []string, items2 []string, reportMode int) (float64, float64) {
matchCount := 0.0
misMatchCount := 0.0
for i := 0; i < len(items1); i++ {
signFile1 := items1[i]
signFile2 := items2[i]
res, _ := CompareSignatureByPath(signFile1, signFile2)
if !res {
misMatchCount++
} else {
matchCount++
}
if res && reportMode == 1 {
fmt.Printf("Signature match: %s %s\n", signFile1, signFile2)
}
if !res && reportMode == 2 {
fmt.Printf("Signature mismatch: %s %s\n", signFile1, signFile2)
}
}
return matchCount, misMatchCount
}

func TestNvidia_SignCompareClMetrics(t *testing.T) {
// the goal is to ensure we are close to <1% false negative rate (false negative is reported signature mismatch for matching videos)
// while also having a reasonably low false positive (signatures match for visually different videos) rate
// comparison of rendition signatures, when renditions are encoded with different encoders (hardware vs software), is more likely to produce false negatives
assert := assert.New(t)
run, workDir := setupTest(t)
defer os.RemoveAll(workDir)

hlsDir := fmt.Sprintf("%s/%s", workDir, "hls")
signDir := fmt.Sprintf("%s/%s", workDir, "signs")
_ = os.Mkdir(hlsDir, 0700)
_ = os.Mkdir(signDir, 0700)

cmd := `
# generate 2 sec segments
cp "$1/../data/bunny2.mp4" .
ffmpeg -loglevel warning -i bunny2.mp4 -c copy -f hls -hls_time 2 hls/source.m3u8
`
assert.True(run(cmd))
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This setup is much cleaner!


// transcode on Nvidia and CPU to generate signatures
files, _ := ioutil.ReadDir(hlsDir)
for _, f := range files {
if !strings.Contains(f.Name(), ".ts") {
continue
}
in := &TranscodeOptionsIn{Fname: hlsDir + "/" + f.Name()}
out := []TranscodeOptions{{
Oname: fmt.Sprintf("%s/cpu_720_%s", signDir, f.Name()),
Profile: P720p60fps16x9,
AudioEncoder: ComponentOptions{Name: "copy"},
CalcSign: true,
}, {
Oname: fmt.Sprintf("%s/cpu_360_%s", signDir, f.Name()),
Profile: P360p30fps16x9,
AudioEncoder: ComponentOptions{Name: "copy"},
CalcSign: true,
}, {
Oname: fmt.Sprintf("%s/nv_720_%s", signDir, f.Name()),
Profile: P720p60fps16x9,
AudioEncoder: ComponentOptions{Name: "copy"},
CalcSign: true,
Accel: Nvidia,
}, {
Oname: fmt.Sprintf("%s/nv_360_%s", signDir, f.Name()),
Profile: P360p30fps16x9,
AudioEncoder: ComponentOptions{Name: "copy"},
CalcSign: true,
Accel: Nvidia,
}}
_, err := Transcode3(in, out)
if err != nil {
t.Error(err)
}
}

// find CPU FP rate
signs := getFileGroup(signDir, "cpu_360", ".bin")
signs1, signs2 := createCartesianPairs(signs)
cpuFp360, _ := compareSignsPairwise(signs1, signs2, 1)
cpu360FpRatio := cpuFp360 / float64(len(signs1))

// find CPU - Nvidia FN rate
signs1 = getFileGroup(signDir, "cpu_360", ".bin")
signs2 = getFileGroup(signDir, "nv_360", ".bin")
_, cpuNv360Fn := compareSignsPairwise(signs1, signs2, 2)
cpuNv360FnRatio := cpuNv360Fn / float64(len(signs1))

// find CPU FP rate
signs = getFileGroup(signDir, "cpu_720", ".bin")
signs1, signs2 = createCartesianPairs(signs)
cpu720Fp, _ := compareSignsPairwise(signs1, signs2, 1)
cpu720FpRatio := cpu720Fp / float64(len(signs1))

// find CPU - Nvidia FN rate
signs1 = getFileGroup(signDir, "cpu_720", ".bin")
signs2 = getFileGroup(signDir, "nv_720", ".bin")
_, cpuNv720Fn := compareSignsPairwise(signs1, signs2, 2)
cpuNv720FnRatio := cpuNv720Fn / float64(len(signs1))

// Nvidia FP rate
signs = getFileGroup(signDir, "nv_720", ".bin")
signs1, signs2 = createCartesianPairs(signs)
nv720Fp, _ := compareSignsPairwise(signs1, signs2, 1)
nv720FpRatio := nv720Fp / float64(len(signs1))

// Nvidia FP rate
signs = getFileGroup(signDir, "nv_360", ".bin")
signs1, signs2 = createCartesianPairs(signs)
nv360Fp, _ := compareSignsPairwise(signs1, signs2, 1)
nv360FpRatio := nv360Fp / float64(len(signs1))

fmt.Printf("----------------\n")
fmt.Printf("CPU 360p False Positive rate: %f\n", cpu360FpRatio)
fmt.Printf("CPU 720p False Positive rate: %f\n", cpu720FpRatio)
fmt.Printf("Nvidia 360p False Positive rate: %f\n", nv360FpRatio)
fmt.Printf("Nvidia 720p False Positive rate: %f\n", nv720FpRatio)
fmt.Printf("CPU - Nvidia 360p False Negative rate: %f\n", cpuNv360FnRatio)
fmt.Printf("CPU - Nvidia 720p False Negative rate: %f\n", cpuNv720FnRatio)

assert.True(cpuNv720FnRatio <= SignCompareMaxFalseNegativeRate)
assert.True(cpuNv360FnRatio <= SignCompareMaxFalseNegativeRate)

assert.True(cpu360FpRatio <= SignCompareMaxFalsePositiveRate)
assert.True(cpu720FpRatio <= SignCompareMaxFalsePositiveRate)
assert.True(nv720FpRatio <= SignCompareMaxFalsePositiveRate)
assert.True(nv720FpRatio <= SignCompareMaxFalsePositiveRate)
}