From d0b9a194aba34901759adac07bf3b75754d7e897 Mon Sep 17 00:00:00 2001 From: Valentin Pelloin Date: Fri, 29 Nov 2024 16:23:53 +0100 Subject: [PATCH 1/5] added options to disable ffmpeg use and directly read wav files sampled at 16kHz --- inaSpeechSegmenter/io.py | 16 ++++++++- inaSpeechSegmenter/segmenter.py | 7 ++-- scripts/ina_speech_segmenter.py | 6 +++- scripts/ina_speech_segmenter_pyro_client.py | 40 +++++++++++++++------ 4 files changed, 53 insertions(+), 16 deletions(-) diff --git a/inaSpeechSegmenter/io.py b/inaSpeechSegmenter/io.py index 7aebe11..642bf7f 100644 --- a/inaSpeechSegmenter/io.py +++ b/inaSpeechSegmenter/io.py @@ -34,6 +34,20 @@ def media2sig16kmono(medianame, tmpdir=None, start_sec=None, stop_sec=None, ffmp Convert media to temp wav 16k mono and return signal """ + if ffmpeg is None: + if start_sec is not None or stop_sec is not None: + raise NotImplementedError( + f'{start_sec=} and {stop_sec=} cannot be set when running ' \ + f'inaSpeechSegmenter without ffmpeg. Please cut down your ' \ + f'audio files beforehand or use ffmpeg.' + ) + + sig, sr = sf.read(medianame, dtype=dtype) + assert sr == 16_000, \ + f'Without ffmpeg, inaSpeechSegmenter can only take files sampled ' \ + f'at 16000 Hz. The file {medianame} is sampled at {sr}.' + return sig + base, _ = os.path.splitext(os.path.basename(medianame)) with tempfile.TemporaryDirectory(dir=tmpdir) as tmpdirname: @@ -57,4 +71,4 @@ def media2sig16kmono(medianame, tmpdir=None, start_sec=None, stop_sec=None, ffmp # Get Mel Power Spectrogram and Energy sig, sr = sf.read(tmpwav, dtype=dtype) assert sr == 16000 - return sig \ No newline at end of file + return sig diff --git a/inaSpeechSegmenter/segmenter.py b/inaSpeechSegmenter/segmenter.py index 9dd6f02..50ffea0 100644 --- a/inaSpeechSegmenter/segmenter.py +++ b/inaSpeechSegmenter/segmenter.py @@ -224,9 +224,10 @@ def __init__(self, vad_engine='smn', detect_gender=True, ffmpeg='ffmpeg', batch_ default value (32) is slow, but works on any hardware """ - # test ffmpeg installation - if shutil.which(ffmpeg) is None: - raise(Exception("""ffmpeg program not found""")) + if ffmpeg is not None: + # test ffmpeg installation + if shutil.which(ffmpeg) is None: + raise(Exception("""ffmpeg program not found""")) self.ffmpeg = ffmpeg # set energic ratio for 1st VAD diff --git a/scripts/ina_speech_segmenter.py b/scripts/ina_speech_segmenter.py index 335f54d..0ab4dc6 100755 --- a/scripts/ina_speech_segmenter.py +++ b/scripts/ina_speech_segmenter.py @@ -48,12 +48,16 @@ parser.add_argument('-s', '--batch_size', type=int, default=32, help="(default: 32 - we recommend 1024). Size of batches to be sent to the GPU. Larger values allow faster processings, but require GPU with more memories. Default 32 size is fine even with a baseline laptop GPU.") parser.add_argument('-d', '--vad_engine', choices=['sm', 'smn'], default='smn', help="Voice activity detection (VAD) engine to be used (default: 'smn'). 'smn' split signal into 'speech', 'music' and 'noise' (better). 'sm' split signal into 'speech' and 'music' and do not take noise into account, which is either classified as music or speech. Results presented in ICASSP were obtained using 'sm' option") parser.add_argument('-g', '--detect_gender', choices = ['true', 'false'], default='True', help="(default: 'true'). If set to 'true', segments detected as speech will be splitted into 'male' and 'female' segments. If set to 'false', segments corresponding to speech will be labelled as 'speech' (faster)") -parser.add_argument('-b', '--ffmpeg_binary', default='ffmpeg', help='Your custom binary of ffmpeg', required=False) +parser.add_argument('-b', '--ffmpeg_binary', default='ffmpeg', help='Your custom binary of ffmpeg. Set `None` to disable ffmpeg.', required=False) parser.add_argument('-e', '--export_format', choices = ['csv', 'textgrid'], default='csv', help="(default: 'csv'). If set to 'csv', result will be exported in csv. If set to 'textgrid', results will be exported to praat Textgrid") parser.add_argument('-r', '--energy_ratio', default=0.03, type=float, help="(default: 0.03). Energetic threshold used to detect activity (percentage of mean energy of the signal)") args = parser.parse_args() +if args.ffmpeg_binary.lower() == "none" or args.ffmpeg_binary == "": + print("Disabling ffmpeg. Make sure your audio files are already sampled at 16kHz.") + args.ffmpeg_binary = None + # Preprocess arguments and check their consistency input_files = [] for e in args.input: diff --git a/scripts/ina_speech_segmenter_pyro_client.py b/scripts/ina_speech_segmenter_pyro_client.py index fc86a2c..d1c717d 100755 --- a/scripts/ina_speech_segmenter_pyro_client.py +++ b/scripts/ina_speech_segmenter_pyro_client.py @@ -25,33 +25,51 @@ import Pyro4 -import sys import os import socket +import argparse from inaSpeechSegmenter import Segmenter if __name__ == '__main__': - dname = os.path.dirname(os.path.realpath(__file__)) + parser = argparse.ArgumentParser( + description='Start a inaSpeechSegmenter Pyro client.' + ) + parser.add_argument( + 'uri', type=str, required=True, + help='URI of the Pyro server to connect and get jobs from.' + ) + parser.add_argument( + '--batch_size', type=int, default=1024, + help='Batch size to use. Use lower values with small GPUs.' + ) + parser.add_argument( + '--ffmpeg_binary', default='ffmpeg', type=str, + help='Your custom binary of ffmpeg. Set `None` to disable ffmpeg.' + ) + args = parser.parse_args() - hostname = socket.gethostname() + if args.ffmpeg_binary.lower() == "none" or args.ffmpeg_binary == "": + print("Disabling ffmpeg. Make sure your audio files are already sampled at 16kHz.") + args.ffmpeg_binary = None - uri = sys.argv[1] - jobserver = Pyro4.Proxy(uri) + dname = os.path.dirname(os.path.realpath(__file__)) + hostname = socket.gethostname() + jobserver = Pyro4.Proxy(args.uri) ret = -1 outname = 'init' - + # batch size set at 1024. Use lower values with small gpus - g = Segmenter(batch_size=1024) - + g = Segmenter(batch_size=args.batch_size, ffmpeg=args.ffmpeg_binary) + while True: lsrc, ldst = jobserver.get_njobs('%s %s' % (hostname, ret)) - + print(lsrc, ldst) if len(lsrc) == 0: print('job list finished') break - - ret = g.batch_process(lsrc, ldst, skipifexist=True, nbtry=3) + + ret = g.batch_process(lsrc, ldst, skipifexist=True, nbtry=3) From cd3913709cfe7585b566a0e5909ec3da9311af93 Mon Sep 17 00:00:00 2001 From: Valentin Pelloin Date: Fri, 29 Nov 2024 17:58:02 +0100 Subject: [PATCH 2/5] http(s) are not supported media when ffmpeg is disabled ; fixed pyro client --- inaSpeechSegmenter/io.py | 8 +++++++- scripts/ina_speech_segmenter_pyro_client.py | 5 ++--- 2 files changed, 9 insertions(+), 4 deletions(-) diff --git a/inaSpeechSegmenter/io.py b/inaSpeechSegmenter/io.py index 642bf7f..0219b72 100644 --- a/inaSpeechSegmenter/io.py +++ b/inaSpeechSegmenter/io.py @@ -41,11 +41,17 @@ def media2sig16kmono(medianame, tmpdir=None, start_sec=None, stop_sec=None, ffmp f'inaSpeechSegmenter without ffmpeg. Please cut down your ' \ f'audio files beforehand or use ffmpeg.' ) + if medianame.startswith('http://') or medianame.startswith('https://'): + raise NotImplementedError( + f'Without ffmpeg you cannot process media content on http ' \ + f'servers. You need to download your audio files beforehand ' \ + f'or use ffmpeg. You gave {medianame=}.' + ) sig, sr = sf.read(medianame, dtype=dtype) assert sr == 16_000, \ f'Without ffmpeg, inaSpeechSegmenter can only take files sampled ' \ - f'at 16000 Hz. The file {medianame} is sampled at {sr}.' + f'at 16000 Hz. The file {medianame} is sampled at {sr} Hz.' return sig base, _ = os.path.splitext(os.path.basename(medianame)) diff --git a/scripts/ina_speech_segmenter_pyro_client.py b/scripts/ina_speech_segmenter_pyro_client.py index d1c717d..2e25806 100755 --- a/scripts/ina_speech_segmenter_pyro_client.py +++ b/scripts/ina_speech_segmenter_pyro_client.py @@ -29,15 +29,13 @@ import socket import argparse -from inaSpeechSegmenter import Segmenter - if __name__ == '__main__': parser = argparse.ArgumentParser( description='Start a inaSpeechSegmenter Pyro client.' ) parser.add_argument( - 'uri', type=str, required=True, + 'uri', type=str, help='URI of the Pyro server to connect and get jobs from.' ) parser.add_argument( @@ -62,6 +60,7 @@ outname = 'init' # batch size set at 1024. Use lower values with small gpus + from inaSpeechSegmenter import Segmenter g = Segmenter(batch_size=args.batch_size, ffmpeg=args.ffmpeg_binary) while True: From ef6e349526639c313b39dd6d01db8a337e280647 Mon Sep 17 00:00:00 2001 From: Valentin Pelloin Date: Fri, 29 Nov 2024 17:58:18 +0100 Subject: [PATCH 3/5] added unit tests when ffmpeg is disabled --- media/musanmix.wav | Bin 0 -> 2384812 bytes run_test.py | 22 ++++++++++++++++++++++ 2 files changed, 22 insertions(+) create mode 100644 media/musanmix.wav diff --git a/media/musanmix.wav b/media/musanmix.wav new file mode 100644 index 0000000000000000000000000000000000000000..78c7327aa0a9e86fb4d011efdb5d32e989751830 GIT binary patch literal 2384812 zcmW(-1C$+E*S)B!r|#IcoryKEZF7=LY}=mL6WbFT6FZsMwptHWb@A`-UvFitPSRcd z>ejjY?7h#vuSxA1H8yq4L0VRBQN4TLAz6|TLMUDnD&mW=gfNnX)T`aJSvvf+c7qxX zYd5XYEE-?e>pZM`$s&b{7b;q$2qE1%59! zDqCtV-N!ET8^#thr*+8c=1J+@;dQ+M-x;s#*=U_MzOz;IB&k5=>#j>2i0d%6A0PUbXnt~-m|1!A}StkRR;>1eivUo&FOr`7?_0&hv*Jzo$1 zF8_W1QGZ&0Dc@I5a_c8=OgpG)?#W1&(1-Ysu^nQT{_6AV)33OgYH?5ER|Xq~-N+iJ zgm@uW={oc%yUAx7%2;eJu#S3y-rD|VfqQ}bfmVTze&YMXbJ$F5EMS$X&{xzxd0eCx zcikiIE_Z|*a+*22?KJk&h>Fax=R42cJhFuw2&D&XpeDQ z%HsMv>4IzKHvTf68471M5zIKCMiM((b@DW?a4;*mqrU~ooA}|llQzgyEljD ztGUW(!3(mCG%G2h>!=}ezc57)_kmN_xnuXWi`j+jeztAjcHX(!YQn&&|?SbE}AT%zS7J<}2th-CRy^b2t_3 zEsr5?@Q+w zzUIE{-aoCv#su15WpvMkS0~W8qA@Lg4fxeKW?O9f_&*b-1m}ltgnQfl+`r{&osNcS z3pSH|VTZUdR$FboAz!J09Vi<0BhWA~$-lvO$h*bU*1BRymX&tXU$AOh+|ABvds*aI zxL`P0xL>$vq@3LydtsOOTh>zZRX6oamX!YqLx$yYy@Jl-0W-#|X;rd_wcNCgDB~nc zL^JBNvb4Jk*GUn{6S)+*U?(`m#V~nM# z%)#aiv#0sPh~op;B+^k;6CIpWkw)Q2a96_A_~UWY;-ceQC$tWIjQs1aRmEs!zRwtE z-ZUSY_sux7l6Bnb?ccR)G^yxX*}IMEj-CQ*R4&~dTWC< zzx*b#gnS?O^3=tQE`1R@0m`n$Dne z*&ANg>}ECaD9f$MQ{LAe zVYcU`$y2e?z7pD;&?Nq3+_t!zaXh|p{G0gC33Ec%BYoY(swVl5Zey|RE4#~HuoCI-?(c#m1}#(Q>{%v00Edgo)LXSi}`YVh~qm|&&Q zgm8NMsWVADl7FjB>bpEFMz}kiRZbW8rMRMQkX@{aam7sG$?m=G{pKC)?c~{Q_T;BX zMD})D+MmMt!x_RG!s{ZYbH#lwGXr}D8Y!&|oZ_TqtWj=w9)rI6D=X}^rSRD5$rbx`Fm_xB=J8<_3ygSrg-D%H%3$AwGzmZAW8#}9 zbPN^@ud*A6XX+Cv&+Y(uI4RunP(j91*i1Z8R4)+Y_i?pyGI`c()717CPe`-*r_p8}5R^*mN)NQ?=F5?}{ zu+`Yx+QVAq`4|NGHPAH$yAmL%cx8REKBYTQyt8MD=^kyUT zqH&5(W=&~JvPsv~UA31~rN7v5qlVSkbJ8=@bHN&A9^^ym4fWcML^_3GAW=%)ZWbvSUKyGiiVHmpm$E-OyG0pQ zS+CYrbW4>_<`kRV`|cX?P&U_^oMn@Y->hq%qQ2_jFsJ-)d{w*&W+7gY43(fE_ONiv z(6QkDV9U^{@F)AAc&NXy1?DWze$@DC?=DXt%P^Pnx~vV2C%Ncz`jJH&sm(`bK1-Sv z&4>IL)#|(ZDB=qpjMuSAV~yCSv18&d1?NTdM!rE-ac=8Wa-%anvOW}(usr@&+=aO1@s)$~!Udg6 zB1&H(*Ju)UlzM1+GG0GZZB;6jPwiEEbXNMEJusG937*^DOumQSU!K9%RHG4-dcR!b z#@H7k86w}pIe}*P>~iimaYhXw|9davX&+KtmsC6CMwvkou&hbAQg`E>*$}*FjxUX$ z`qQJ%m|2N6)4jxM+X$abco(-bwsmawxTFc+LJgfelF`3-O*6mM*-CCTH;WqQSvAT? z4P8s8Ci7?qUfBHC3VQZ-CT^bhpmLxwWzdnR~W`9}NJd(T^0jO;YG>h8uxZiId& zbd3K!?m}#uxVrJRgI~j+o%gaY$;$-u^Tq5LO+@RHy}Fvtq&w(bWFl?M+nSv``F#uh zeb85O2a@`Gc`I3acsyyTQj6wJX1i}BS0rzwYvf(zqV08uixYCLx~G;au4>DzqJd~7 zu80-#w8~5tQO!CT7tQ>hUf$n*1AQ;N6FtMsU#tijC?7ceBke-h6XJ27{$R3jtleB* zCJ%WT>%M1;_pmp)_koqoEXG^XSlvKR(?iJ%I+a&4Z&}|wO}+0u+pTj(8@64)5xJd} z;ZDJQ@t5Mx#LbIO5iA@&Wls}j^-NlkS2AW9C5$0_4m(Rrqe9Bjhx7^y@p|SJ3yAG+ z5^w_-16%y3yj87nd^ZWn9Lh zNd^}2UM!N^ltGr!<~#>jb1iQz-yz=+-x%*_>!)#*?Ii!I;?gJby91mXb{BB7V&3o{bLu!qDKXPgp0Z3)Et__$ZGZQyz&h9l(D)S1KAC7TDR1*bagVEDz?L@ zV*TZ5>Fw{m>=|aQH@dM$I;$M-l#C1v)d*fr@C8$b9*46!dqi>Fg$CIj&WvL`3vbP) z(Ho=&iPtyud)<>vre%0jbC{=$ud=_jf3h#e^U55}pOKWRp}RX$JM??PsW=)}9eeX> z@C?@Mgc4*3E6D5e7*>M)PV10aI;+m0C+a3-8a4SIqmvc(RQ5&tOZ$)emU>@UM~q&q z4w3#%eCO8By!ySh-#*IZmb1PxLL4m~G{g z%#NNfK-@I`mA>xYDOMt*01c?S&c1MbLNLx7*EsG%e6COqyMvgm$FkIBKF<*E8L!{F z#QN9x$-2>2Y5w^zo+>>V_*iN@UgJNM@RY9w1Ve)KiozH_6%ZU)fSM)(6O7*28Fs z`cLJ%==hNMign4|}rvB0krb#8=z%(1@iM)Cjjyq)9Ls*E=>oW>4&t_&lL% z_G0l}C+COFsh$?zBHl`#OJ-8kSyozu#Oh+iOB=D%+-G{MgH|Gs<(X=YH-kK$F4h6L z${88C6#6@uIoK;WI+Q!|n=@FPRFBCdHjO{!E5KL2&{JfF?yDBd(sDJFC__)pY<2La z@#hH)2z>T$^!@Ak!`#O9>8;`)I~dxPP&oc>+_v~BK^i&Y)R6;p3^`3>po4SK;p95- zRjThQlisHfk@RdAFKMo}ZU9q+_kj1YXPK4D+{^2+1TtD5mYdyK_T})FQ035~(DZO9 zvcah;Hh|Ms*E6txM(Pnjo*8?9){$fAsE<^a!e?=asypX)v8d2LSSSI8}S z#`zT99qgKrIpJbLfl#H$XD1{xQff4|ZhJa-lX~-c63n$mO>Qv{?M+IOhGZSdMz7Jy zEFWLTFYz&a2Wv*xqBCuFr`cn|SAx3}8YLV{co#euF5o;8UG)^|=bw3gBgh9s)t{$J zNLRf`O;>;F9CQ>>dd9$h7Rc~qG|S>GA!BR@yF%j8bJaH3!+{zLrHgx^Am zBes3m%_+-ajY{b3=$B(v26YK5e@*sOJ@h8Rpl69W#d_{}=&j+4@)hxZx8|6?8ycQO zNT*hLp;dlFq9gCZ!y+5(!tQg?ORd(8$qKTWtR=HZJ@OQ6>V}%BcBy81HYovi@UNNN z^S~4GjPXpgvYXv`2|86xbZ14Pz^O*XPmBK}K?e&*ZaatNcG7|mFt5WCY2aCH^)(at z7*>;xBAG}5GM^NsA$pgc;A@O}<|4DLxzkw4Q?ODbwff-Rv(3nw(6!*P;Pg=5NG~TM z`U1~ZfdvQn8n`1TNE7{3t`{+`cK@e>3ekAJ(=vRg{F?(i1E2g0efK@X~Op$QZkz`wMF}RHq|D$#OEC)B^JK(_hsP zRY460YgIse49_(O>XSnsiSi~Od&mtA@EEG%}WWkHUYT?fIM|ZliNfLg> zaLs+z6|0I>%Dl^KvZv?)$@OEU)HvM$3aU42%acL_Z84e~BY84bk>pUn-1~MQawk+j zv_AA-__AG8Y*0r@P1YR#QM9q0pJM~)2i-;eCbx-Lkyrjm!mBQaf`Q5{Kcc8QztBf49Atu0nIOBqG^eUe=bansmU!~W2S;JV

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self.assertEqual(curstop, nextstart, '%s VS %s' % (seg2str(i, ret[i]), seg2str(i+1, ret[i+1]))) + seg = Segmenter(ffmpeg=None) + ret = seg('./media/musanmix.wav') + for i in range(len(ret) -1): + curstop = ret[i][2] + nextstart = ret[i+1][1] + self.assertEqual(curstop, nextstart, + '%s VS %s' % (seg2str(i, ret[i]), seg2str(i+1, ret[i+1]))) + def test_processingresult(self): seg = Segmenter(vad_engine='sm') ret = seg('./media/musanmix.mp3') @@ -87,6 +95,14 @@ def test_processingresult(self): self.assertEqual([e[0] for e in ref], [e[0] for e in ret]) np.testing.assert_almost_equal([e[1] for e in ref], [e[1] for e in ret]) np.testing.assert_almost_equal([e[2] for e in ref], [e[2] for e in ret]) + + seg = Segmenter(vad_engine='sm', ffmpeg=None) + ret = seg('./media/musanmix.wav') + df = pd.read_csv('./media/musanmix-sm-gender.csv', sep='\t') + ref = [(l.labels, float(l.start), float(l.stop)) for _, l in df.iterrows()] + self.assertEqual([e[0] for e in ref], [e[0] for e in ret]) + np.testing.assert_almost_equal([e[1] for e in ref], [e[1] for e in ret]) + np.testing.assert_almost_equal([e[2] for e in ref], [e[2] for e in ret]) def test_batch(self): seg = Segmenter(vad_engine='sm') @@ -96,6 +112,12 @@ def test_batch(self): self.assertTrue(filecmp.cmp(lout[0], lout[1])) self.assertTrue(filecmp.cmp(lout[0], './media/musanmix-sm-gender.csv')) + seg = Segmenter(vad_engine='sm', ffmpeg=None) + with tempfile.TemporaryDirectory() as tmpdirname: + lout = [os.path.join(tmpdirname, '1.1.csv'), os.path.join(tmpdirname, '2.1.csv')] + ret = seg.batch_process(['./media/musanmix.wav', './media/musanmix.wav'], lout) + self.assertTrue(filecmp.cmp(lout[0], lout[1])) + self.assertTrue(filecmp.cmp(lout[0], './media/musanmix-sm-gender.csv')) def test_praat_export(self): seg = Segmenter() From 80683344987b33958c36879853c5816afbc86a40 Mon Sep 17 00:00:00 2001 From: Valentin Pelloin Date: Mon, 2 Dec 2024 13:23:51 +0100 Subject: [PATCH 4/5] added blank line to the end of io --- inaSpeechSegmenter/io.py | 1 + 1 file changed, 1 insertion(+) diff --git a/inaSpeechSegmenter/io.py b/inaSpeechSegmenter/io.py index 0219b72..40eaf90 100644 --- a/inaSpeechSegmenter/io.py +++ b/inaSpeechSegmenter/io.py @@ -78,3 +78,4 @@ def media2sig16kmono(medianame, tmpdir=None, start_sec=None, stop_sec=None, ffmp sig, sr = sf.read(tmpwav, dtype=dtype) assert sr == 16000 return sig + From 839d36e78ef68852062c6660bbd1fa2ee205ecd7 Mon Sep 17 00:00:00 2001 From: Valentin Pelloin Date: Mon, 2 Dec 2024 14:06:41 +0100 Subject: [PATCH 5/5] fixed f-strings for compatibility with python 3.7 --- inaSpeechSegmenter/io.py | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/inaSpeechSegmenter/io.py b/inaSpeechSegmenter/io.py index 40eaf90..34a5eac 100644 --- a/inaSpeechSegmenter/io.py +++ b/inaSpeechSegmenter/io.py @@ -37,15 +37,15 @@ def media2sig16kmono(medianame, tmpdir=None, start_sec=None, stop_sec=None, ffmp if ffmpeg is None: if start_sec is not None or stop_sec is not None: raise NotImplementedError( - f'{start_sec=} and {stop_sec=} cannot be set when running ' \ - f'inaSpeechSegmenter without ffmpeg. Please cut down your ' \ - f'audio files beforehand or use ffmpeg.' + f'start_sec={start_sec} and stop_sec={stop_sec} cannot be set ' \ + f' when running inaSpeechSegmenter without ffmpeg. Please cut '\ + f'down your audio files beforehand or use ffmpeg.' ) if medianame.startswith('http://') or medianame.startswith('https://'): raise NotImplementedError( f'Without ffmpeg you cannot process media content on http ' \ f'servers. You need to download your audio files beforehand ' \ - f'or use ffmpeg. You gave {medianame=}.' + f'or use ffmpeg. You gave medianame={medianame}.' ) sig, sr = sf.read(medianame, dtype=dtype)