diff --git a/README.md b/README.md index 5d3a3f5..3bad691 100644 --- a/README.md +++ b/README.md @@ -13,8 +13,21 @@ VoiceCraft is a token infilling neural codec language model, that achieves state To clone or edit an unseen voice, VoiceCraft needs only a few seconds of reference. +## How to run inference +There are three ways: + +1. with Google Colab. see [quickstart colab](#quickstart-colab) +2. with docker. see [quickstart docker](#quickstart-docker) +3. without docker. see [environment setup](#environment-setup) + +When you are inside the docker image or you have installed all dependencies, Checkout [`inference_tts.ipynb`](./inference_tts.ipynb). + +If you want to do model development such as training/finetuning, I recommend following [envrionment setup](#environment-setup) and [training](#training). + ## News -:star: 03/28/2024: Model weights are up on HuggingFace🤗 [here](https://huggingface.co/pyp1/VoiceCraft/tree/main)! +:star: 03/28/2024: Model weights for giga330M and giga830M are up on HuggingFace🤗 [here](https://huggingface.co/pyp1/VoiceCraft/tree/main)! + +:star: 04/05/2024: I finetuned giga330M with the TTS objective on gigaspeech and 1/5 of librilight, the model outperforms giga830M on TTS. Weights are [here](https://huggingface.co/pyp1/VoiceCraft/tree/main). Make sure maximal prompt + generation length <= 16 seconds (due to our limited compute, we had to drop utterances longer than 16s in training data) ## TODO - [x] Codebase upload @@ -22,22 +35,22 @@ To clone or edit an unseen voice, VoiceCraft needs only a few seconds of referen - [x] Inference demo for speech editing and TTS - [x] Training guidance - [x] RealEdit dataset and training manifest -- [x] Model weights (both 330M and 830M, the former seems to be just as good) -- [ ] Write colab notebooks for better hands-on experience +- [x] Model weights (giga330M.pth, giga830M.pth, and gigaHalfLibri330M_TTSEnhanced_max16s.pth) +- [x] Write colab notebooks for better hands-on experience - [ ] HuggingFace Spaces demo - [ ] Better guidance on training/finetuning -## How to run TTS inference -There are two ways: -1. with docker. see [quickstart](#quickstart) -2. without docker. see [envrionment setup](#environment-setup) -When you are inside the docker image or you have installed all dependencies, Checkout [`inference_tts.ipynb`](./inference_tts.ipynb). +## QuickStart Colab -If you want to do model development such as training/finetuning, I recommend following [envrionment setup](#environment-setup) and [training](#training). +:star: To try out speech editing or TTS Inference with VoiceCraft, the simplest way is using Google Colab. +Instructions to run are on the Colab itself. -## QuickStart -:star: To try out TTS inference with VoiceCraft, the best way is using docker. Thank [@ubergarm](https://github.com/ubergarm) and [@jayc88](https://github.com/jay-c88) for making this happen. +1. To try [Speech Editing](https://colab.research.google.com/drive/1FV7EC36dl8UioePY1xXijXTMl7X47kR_?usp=sharing) +2. To try [TTS Inference](https://colab.research.google.com/drive/1lch_6it5-JpXgAQlUTRRI2z2_rk5K67Z?usp=sharing) + +## QuickStart Docker +:star: To try out TTS inference with VoiceCraft, you can also use docker. Thank [@ubergarm](https://github.com/ubergarm) and [@jayc88](https://github.com/jay-c88) for making this happen. Tested on Linux and Windows and should work with any host with docker installed. ```bash diff --git a/RealEdit.txt b/RealEdit.txt new file mode 100644 index 0000000..9dc21ec --- /dev/null +++ b/RealEdit.txt @@ -0,0 +1,311 @@ +wav_fn orig_transcript new_transcript orig_masked_span new_masked_span type +YOU1000000102_S0000137.wav if i had never dropped out. i would have never dropped in on that calligraphy class and personal computers might not have the wonderful typography that they do. if i had never dropped out. i would have never stopped by that calligraphy class and personal computers might not have the wonderful typography that they do. 10,12 10,11 substitution +YOU1000000124_S0000174.wav so people in symbolic era. i mean we all agree that symbols come in and symbols come out, okay. so people in symbolic era. i mean we all agree that signals go in and symbols come out, okay. 11,12 11,12 substitution +YOU1000000006_S0000016.wav and then we can actually go through and generate a lead. so we've got this first call to action here and this is sending them to a landing page. and then we can actually go through and generate a lead. so we've got this first action here and this is sending them to a landing page. 16,17 15,16 deletion +YOU1000000149_S0000172.wav the dry shampoo honestly like weirdly styles it enough to where i'm like satisfied with it but i do like to add a little bit of hair spray. the dry shampoo honestly like weirdly styles it enough to where i'm like satisfied with it but sometimes it needs a little extra i do like to add a little bit of hair spray. 16,17 17,22 insertion +YOU1000000102_S0000031.wav steve also cofounded pixar animation studios. which has revolutionized the film industry in it short history with brilliant use of technology. steve also cofounded pixar animation studios. which has revolutionized the film industry in it short history with films like toy story that showcase brilliant use of technology. 16,17 17,22 insertion +YOU1000000148_S0000041.wav so i was actually happy to wear such a heavy dress and to be able to wear proper wool, you know mountain underwear ha ha ha. so i was actually happy to wear such a rugged coat and boots and to be able to wear proper wool, you know mountain underwear ha ha ha. 9,10 9,12 substitution +YOU1000000153_S0000000.wav some times i really feel that the world around us continues to be more hectic and more complicated and so many of us are truly craving to find simplicity. some times i really feel that the world around us continues to be more hectic, more impersonal, and more uncaring and so many of us are truly craving to find simplicity. 14,17 14,19 substitution +YOU1000000163_S0000051.wav and finally, pressing on the crown opens up the app menu so this is where you can access your third party apps and system settings. and finally, pressing on the crown opens up the app menu where you can access your third party apps and system settings. 11,13 10,11 deletion +YOU1000000115_S0000057.wav in the future when the borrower repays the loan plus interest, the asset and the liability disappear and the transaction is settled. in the future when the borrower repays the lender the loan plus interest, the asset and the liability disappear and the transaction is settled. 7,8 8,9 insertion +YOU1000000103_S0000113.wav with an election firmly behind us, voters are taking a new measure of joe biden and what they believe he should deliver as president. with an election firmly behind us, voters are taking a new measure of joe biden and the rest of his administration and reconsidering what they believe he should deliver as president. 15,16 16,22 insertion +YOU1000000019_S0000015.wav causing a lock up. although this mostly happens when i'm spamming tps in the last layer. so i've had to learn to control my speed to help with overshooting. causing a lock up. although this mostly happens when i'm tapping the pedal faster than i should be so i've had to learn to control my speed to help with overshooting. 10,15 10,17 substitution +YOU1000000045_S0000205.wav and said, you know, we need to start a process ah in order to figure out how we can protect the kurds who have been our allies. and said, you know, we need to start a process ah in order to figure out how we can provide aid to all the groups that have helped us including the kurds who have been our allies. 19 19,29 substitution +YOU1000000155_S0000027.wav in a case like this, i probably wouldn't spend any more time looking at the deal if i was only interested in the cash flow. in a case like this, i probably wouldn't spend any more time looking at all the details and the fine print if i was only interested in the cash flow. 14,15 14,20 substitution +YOU1000000118_S0000018.wav the reason will often comeback to how you created the machine learning dataset. so give yourself time to absorb the lessons. the reason will often boil down to the quality of the machine learning dataset. so give yourself time to absorb the lessons. 4,8 4,9 substitution +YOU1000000115_S0000104.wav the total amount of credit in the united states is about fifty trillion dollars and the total amount of money is only about three trillion dollars. the total amount of credit is about fifty trillion dollars and the total amount of money is only about three trillion dollars. 5,8 4,5 deletion +YOU1000000045_S0000187.wav so, there's a huge difference. i mean, people can gather, you know, information in, you know, all kinds of different ways. so, there's a huge difference. i mean, people can earn their living and provide for their family in you know, all kinds of different ways. 9,13 9,17 substitution +YOU1000000101_S0000060.wav they knew that governments don't control things. a government can't control the economy without controlling people. they knew that governments don't control money directly. a government can't control the economy without controlling people. 6 6,7 substitution +YOU1000000106_S0000178.wav okay so my little cousin julia wants to know what did you want to do with your life at age five? okay so my little cousin julia has kind of a weird question for you. she wants to know what did you want to do with your life at age five? 5,6 6,14 insertion +YOU1000000165_S0000039.wav and one to watch over the course of the six seasons of girls. after rising to prominence on the series, he promptly began picking up increasingly significant roles. and one to watch over the course of the six seasons of girls. after his dating scandal, he has lost some significant roles. 14,25 14,20 substitution +YOU1000000181_S0000024.wav around a large pot of vinegar crowd three men, these aren't any ordinary men in fact they're the three founders of the great asian philosophies. around a large pot of vinegar crowd three men. they're cooking for the three founders of the great asian philosophies. 8,16 8,11 substitution +YOU1000000116_S0000006.wav which was no part of his intention and this term invisible hand is famous led by the invisible hand to promote an end. which was no part of his intention and this term is famous led by the invisible hand to promote an end. 10,11 9,10 deletion +YOU1000000015_S0000044.wav or press control c or command c to copy that link. you don't wanna come back to parallel's toolbox and then all we need to do is hit paste. or press control c or command c to copy that paragraph, then go back to the original document and then all we need to do is hit paste. 10,18 10,17 substitution +YOU1000000167_S0000004.wav you could tell christopher robin had something important to say from the way he clasped his knees tightly and wriggled his toes. you could tell christopher was really eager to get out of his seat from the way he clasped his knees tightly and wriggled his toes. 4,9 4,12 substitution +YOU1000000119_S0000017.wav at the end of this course, you will be able to explain the three fundamental characteristic that define the blockchain using bitcoin blockchain. at the end of this course, you will be able to explain to your friends what blockchain is, and why they should be using bitcoin blockchain. 12,19 12,22 substitution +YOU1000000170_S0000103.wav it it felt like, at the time like, an incredible milestone. we we needed to post it to use net. it it felt like, we needed to post it to use net. 4,11 3,4 deletion +YOU1000000167_S0000107.wav he hadn't expected london to have quite so many legs. he hadn't expected the new furniture to have quite so many legs. 3 3,5 substitution +YOU1000000183_S0000073.wav and then when you actually do sit down to learn about some universities look at the programs that are really relevant to you. and then when you actually do make searches you have to make sure that you find recommendations that are really relevant to you. 6,16 6,16 substitution +YOU1000000120_S0000023.wav coconut milk some peeled tomatoes i wanna zip this up now. coconut milk some tomatoes i wanna zip this up now. 3 2,3 deletion +YOU1000000187_S0000089.wav there is beautiful things in life so when you're suffering just you know its part of the package you know you look at it we're born. there is beautiful things in life so you should always remember when you're suffering just you know its part of the package you know you look at it we're born. 6,7 7,10 insertion +YOU1000000122_S0000033.wav we should not be finding objects all of a sudden that are spitting distance away from us that we've been missing all this time. we should not be finding objects all of a sudden spitting distance away from us that we've been missing all this time. 10,11 9,10 deletion +YOU1000000045_S0000141.wav because of how you know toxic politics in america has become. because of how toxic politics in america has become. 3,4 2,3 deletion +YOU1000000185_S0000003.wav and boys did you pick a great week to tune in. over the past few months, we've been bringing together experts in a number of critical fields. and boys did you pick a great week to tune in. We've got an amazing episode lined up for you today. over the past few months, we've been bringing together experts in a number of critical fields. 10,11 11,20 insertion +YOU1000000127_S0000064.wav economic development remains one of the most effective ways to increase the capacity to adapt to climate change. economic development remains one of the most promising options that we have left on the table to increase the capacity to adapt to climate change. 7,8 7,15 substitution +YOU1000000105_S0000131.wav and all deservedly so, but we have something for you. in fact, guillermo, bring this in. and all deservedly so, but we have to show you something that just arrived this morning. in fact, guillermo, bring this in. 7,9 7,15 substitution +YOU1000000122_S0000012.wav jackie has spent fifteen years searching our solar neighborhood for new neighbors. jackie has spent the last three decades searching our solar neighborhood for new neighbors. 3,4 3,6 substitution +YOU1000000138_S0000114.wav he, interestingly so, absolutely no reason to feel any type of remorse, and although he's quite pleasant to me he's pleasant to us, he's a very very dangerous individual. he, interestingly so, absolutely no reason to feel any type of remorse, and although he might seem like a nice person, be careful, because he's a very very dangerous individual. 14,22 14,23 substitution +YOU1000000027_S0000026.wav because i'm gonna be doing more live chats here and there and i'm just trying to post more videos on facebook and be more active there. because i'm gonna be doing more live chats here and there and i'm just trying to post more overall content and more videos on facebook and be more active there. 17,18 18,21 insertion +YOU1000000123_S0000009.wav i wrote the title of the course many years ago, ah, when i created this course. i wrote the title when i created this course. 4,10 3,4 deletion +YOU1000000001_S0000037.wav i'm gonna try to keep my vehicle on the road without going on the lawn over there like i did on the last ah pull in. i'm gonna try to avoid any unintentional mishaps like last time and keep my vehicle on the road without going on the lawn over there like i did on the last ah pull in. 3,4 4,11 insertion +YOU1000000019_S0000011.wav but qiyi then went on to post some more photos and explained some more of the subtle differences between the two cubes. but qiyi then went on to post some more really high quality pictures and videos and explained some more of the subtle differences between the two cubes. 9 9,14 substitution +YOU1000000126_S0000185.wav when we started coursera, we had no idea that over the next several years, it will blossom to such a large movement. when we started coursera, we were absolutely confident that with enough hard work it will blossom to such a large movement. 5,13 5,12 substitution +YOU1000000171_S0000052.wav currently fifteen to twenty countries and ah another. currently fifteen to seventeen states and ah another. 3,4 3,4 substitution +YOU1000000184_S0000015.wav we we both had a fair amount of experience in real estate and charlie made his early money in real estate um. we we both had a fair amount of experience in investing but warren actually made all his early money in real estate um. 10,14 10,15 substitution +YOU1000000111_S0000109.wav and you gotta make sure you in nobody's area to allow them to knock down a three and you get contact. and you gotta make sure to allow them to knock down a three and you get contact. 5,8 4,5 deletion +YOU1000000005_S0000035.wav and then the campaign content i think this one is really key to use as well. and then the campaign content is super detailed so this one is really key to use as well. 5,6 5,8 substitution +YOU1000000004_S0000033.wav and you are gonna be looking to copy and pasting some things here now this gives us clear instruction. and you are gonna be looking to copy things here now this gives us clear instruction. 8,10 7,8 deletion +YOU1000000163_S0000001.wav and what was really unique about this smartwatch was that it actually came with not one but two displays. and what was really unique about this smartwatch was that since it can flip open it actually came with not one but two displays. 9,10 10,14 insertion +YOU1000000043_S0000180.wav ah so let's ignore that and go back to the software. so that is the last thing. ah so let's ignore that and go back to the beginning. so that is the last thing. 10 10 substitution +YOU1000000101_S0000273.wav to keep the goldwater crusade on the air, send one, ten, fifty dollars. to keep the goldwater, send one, ten, fifty dollars. 3,6 2,3 deletion +YOU1000000108_S0000265.wav reflect it's just a place that i got to go. reflect it's just a place that we all got to go. 6 6,7 substitution +YOU1000000128_S0000041.wav that's a question nobody can answer because the future depends on decisions that have not yet been taken. that's a question nobody can answer with confidence since the future depends on decisions that have not yet been taken. 6 6,8 substitution +YOU1000000191_S0000014.wav ten standing up and over hundred and ten are chilling out, bellies full of grass. ten standing up and over hundred and ten are just laying around chilling out, bellies full of grass. 8,9 9,11 insertion +YOU1000000174_S0000066.wav we have done a lot of work around vaccine planning but also realistically it's not gonna be available to community members right away. we have done a lot of work but also realistically it's not gonna be available to community members right away. 7,9 6,7 deletion +YOU1000000133_S0000039.wav when the c e o of blockbuster heard that, he promptly had a kitchen sink delivered to the netflix office, a fairly creative way of declaring war. when the c e o of blockbuster heard that, he promptly had five hundred pounds of glitter divided into five thousand manilla envelopes delivered to the netflix office, a fairly creative way of declaring war. 12,14 12,22 substitution +YOU1000000118_S0000004.wav we end with a discussion of two link, of how to do machine learning at scale using python notebooks and server less data processing components. we end with a discussion of two link, of how to do machine learning at scale using python notebooks and energy efficient data processing components. 20,21 20,21 substitution +YOU1000000007_S0000039.wav we just come in here and create a custom app okay now we're just gonna give this a name we're gonna say this is the seller leads campaign. we just come in here and give this a name we're gonna say this is the seller leads campaign. 6,14 5,6 deletion +YOU1000000113_S0000034.wav that's a bomb and that's a good sign from him. he got fully extended on it. knew it as soon as that ball left. that's a bomb and that's a good sign from him. he clearly signalled and made the play happen as soon as that ball left. 11,17 11,17 substitution +YOU1000000169_S0000188.wav they're being trained to detect the early warning signals for severe allergic reactions, epileptic fits and narcolepsy. they're being trained to detect the early warning signals for epileptic fits and narcolepsy. 10,12 9,10 deletion +YOU1000000155_S0000070.wav an investor flipping houses at this level might require far less than seventy percent maybe a fifty percent or even lower. an investor flipping houses at this level might require lower margins than seventy percent maybe a fifty percent or even lower. 9,10 9,10 substitution +YOU1000000119_S0000043.wav what is a blockchain? blockchain is about enabling peer to peer transaction in a decentralized network. what is a blockchain? blockchain is about high risk high reward investments in a decentralized network. 7,11 7,11 substitution +YOU1000000139_S0000064.wav but then queen actually changes its direction attacking h seven point. but then queen actually intensifies the offensive by attacking h seven point. 4,6 4,7 substitution +YOU1000000037_S0000435.wav that i think would be fun to auction and that would keep the price down that we could have some fun nobody would get hurt. that i think that we could have some fun nobody would get hurt. 3,14 2,3 deletion +YOU1000000159_S0000039.wav the excellent story and it's lovable multidimensional characters, along with the challenging tactical combat are all refined and back for another round with new surprises and new friends until. the excellent story and it's lovable multidimensional characters, along with the challenging tactical combat and deep background simulation are all refined and back for another round with new surprises and new friends until. 13,14 14,17 insertion +YOU1000000110_S0000046.wav argentina's trophy and it's a fifth world crown. argentina's trophy and victory is a fifth world crown. 3 3,4 substitution +YOU1000000180_S0000044.wav our role of taking comment, and, and, and offering response and then making informed decisions on how it's going to impact those in the market place. our role of taking comment, working with stakeholders and customers to research the root of problems, offering response, and then making informed decisions on how it's going to impact those in the market place. 5,9 5,17 substitution +YOU1000000016_S0000006.wav so that means you can easily create one livestream and push it out to multiple live platforms. so that means once you know your subject and your target audience, you can easily create one livestream and push it out to multiple live platforms. 2,3 3,11 insertion +YOU1000000137_S0000397.wav but the renaissance broke their monopoly on knowledge, one of the most important bastions of the church. but the renaissance broke their monopoly on knowledge, with it's free movement of research and endless scientific inquiry, one of the most important bastions of the church. 7,8 8,17 insertion +YOU1000000101_S0000078.wav every responsible farmer and farm organization has repeatedly asked the government to free the farm economy. every responsible farmer and farm organization has repeatedly asked the state government to free the farm economy. 9,10 10 insertion +YOU1000000045_S0000118.wav ah in fact, we're in an interesting period now where the country is gearing up for impeachment. ah in fact, we're in an unprecedented political situation now where the country is gearing up for impeachment. 6,7 6,8 substitution +YOU1000000185_S0000136.wav nobody's been in the office you know for over three months now, and yet our work ah is going on pretty much full speed. nobody's been in the office you know for over three months now, and yet we are pushing onward pretty much full speed. 14,19 14,17 substitution +YOU1000000108_S0000070.wav you know what like comedy central was a hot place to be when i showed up there. you know what like after all these years my childhood home was a completely different place when i showed up there. 4,11 4,15 substitution +YOU1000000141_S0000085.wav your daughter wants to take ballet classes and she needs shoes and some lessons. your son wants to play sports, he needs cleats and some gear. your daughter wants to take advanced calculus classes. your son wants to play sports, he needs cleats and some gear. 5,13 5,7 substitution +YOU1000000153_S0000027.wav really good sized water tank here is well. really good sized piece of land here is well. 3,4 3,5 substitution +YOU1000000108_S0000206.wav manipulating! it sounds like somebody's trying to put young dave in a compromising position. manipulating! it sounds like somebody's in a compromising position. 5,9 4,5 deletion +YOU1000000101_S0000132.wav yet anytime you and i question the schemes of the dogooders, were denounced as being against their humanitarian goals. they say we're always against things, we're never for anything. yet anytime you and i question the schemes of the dogooders or dare to dig into any of their motives, were denounced as being against their humanitarian goals. they say we're always against things, we're never for anything. 9,10 10,18 insertion +YOU1000000117_S0000291.wav but one of the things you can do to be nice to yourself is to remember what science suggests about the kinds of things that can improve your wellbeing. but one of the things you can do to get better and be physically, mentally and emotionally healthy is to remember what science suggests about the kinds of things that can improve your wellbeing. 9,12 9,17 substitution +YOU1000000117_S0000077.wav and the specific kind of meditation is what's known as loving kindness meditation or matter. and the specific kind of ancient yogic meditation exercise is what's known as loving kindness meditation or matter. 5 5,8 substitution +YOU1000000117_S0000231.wav ah basically i have a rule now that after eight p m, i put my phone away, i just put it on silent. ah basically i put my phone away, i just put it on silent. 3,12 2,3 deletion +YOU1000000192_S0000168.wav just out of gas there, ah she'll be right. just out of food and water there, ah she'll be right. 3 3,5 substitution +YOU1000000183_S0000080.wav and then after that what happens next well let's listen in. and then after that what happens afterwards is very exciting well let's listen in. 6 6,9 substitution +YOU1000000101_S0000130.wav she wanted the divorce to get an eightydollar raise. she's eligible for three hundred and thirty dollars a month in the aid to dependent children program. she wanted the divorce to get an eightydollar raise. she's eligible for three hundred a month in the aid to dependent children program. 14,16 13,14 deletion +YOU1000000106_S0000171.wav besides your phone and wallet what's a couple must have purse items? besides your phone, can I have purse items? 2,8 2,4 substitution +YOU1000000043_S0000141.wav you just wanna like sent people to ah different pieces of content on on social media. you just wanna like trash people on social media. 4,12 4,5 substitution +YOU1000000186_S0000063.wav and i wouldn't be able to do it except for the the lock the visibility the resources that came from that first career. and i wouldn't be able to do it except for the resources that came from that first career. 11,15 10,11 deletion +YOU1000000102_S0000129.wav it was beautiful, historical, artistically subtle, in a way that science can't capture and i found it fascinating. it was beautiful, historical, arcane, a glitchy looking relic from the fifteen hundreds, artistically subtle, in a way that science can't capture and i found it fascinating. 3,4 4,12 insertion +YOU1000000123_S0000100.wav if you make a lot of money in finance, it's a game. you enjoyed it. now give most of it away, that's, that's going to be a theme. if you make a lot of money in finance, it's a game. you enjoyed it. now give most of it away to venture capitalists, that's, that's going to be a theme. 19,20 20,22 insertion +YOU1000000173_S0000047.wav when the army needs to handle air defense on the move, the avenger is the goto weapon. when the army needs to intimidate a land's rightful owners, the angry nationalistic holler is the goto weapon. 5,12 5,13 substitution +YOU1000000119_S0000040.wav that has opened up a whole world of possibilities beyond simple currency transfer. that has opened up a whole world of pyramid schemes under the guise simple currency transfer. 8,9 8,12 substitution +YOU1000000043_S0000025.wav so in bonus number three i cover what good niches are when it comes to affiliate marketing and how to decide which one to pick for yourself. so in bonus number three i cover what good niches are when it comes to affiliate marketing and many layouts to clickbait people into buying useless things, and how to pick for yourself. 18,22 18,28 substitution +YOU1000000023_S0000047.wav because we can include so many other characters if we just expand the definitions to any sword wielder, who's a little spicy.|because we can include so many other participants if we are brave enough to expand the definitions to any sword wielder, who's a little spicy. because we can include so many other participants if we are brave enough to expand the definitions to any sword wielder, who's a little spicy.|because we can include so many other participants if we are brave enough to expand the definitions to any blade wielder, who's a little spicy. 7,10|16 7,13|19 substitution|substitution +YOU1000000103_S0000018.wav tonight we'll be looking at president biden's first day in office, i'll talk with americans who did and did not vote for him what do they expect now.|tonight we'll be showcasing our new mascot, Edward the Egg! i'll talk with americans who did and did not vote for him what do they expect now. tonight we'll be showcasing our new mascot, Edward the Egg! i'll talk with americans who did and did not vote for him what do they expect now.|tonight we'll be showcasing our new mascot, Edward the Egg! i'll talk with americans who'll tell him what do they expect now. 3,10|15,21 3,9|14,15 substitution|substitution +YOU1000000123_S0000094.wav it can't be more easily solved, we need, we need all these people. that's why i take some pride in this course in being connected to the real world.|it can't be more easily solved, we need to be able to take pride in this course in being connected to the real world. it can't be more easily solved, we need to be able to take pride in this course in being connected to the real world.|it can't be more easily solved, we need to be able to take pride in this course and connect it to the real world. 7,17|22,24 7,12|17,19 substitution|substitution +YOU1000000117_S0000269.wav she has a few ideas in mind but it's hard to find ways in everyday life when you are in isolation to do this more.|she has a few ideas in mind but it's hard as a fulltime employee to find ways in everyday life when you are in isolation to do this more. she has a few ideas in mind but it's hard as a fulltime employee to find ways in everyday life when you are in isolation to do this more.|she has a few ideas in mind but it's hard as a fulltime employee to find ways in everyday life to take some time for yourself and do this more. 9,10|16,21 10,13|20,26 insertion|substitution +YOU1000000153_S0000099.wav this is just so cozy up here, and having that skylight is just lovely isn't it.|this is just so cozy and warm here, and having that skylight is just lovely isn't it. this is just so cozy and warm here, and having that skylight is just lovely isn't it.|this is just so cozy and warm here, isn't it. 5|7,13 5,6|7,8 substitution|deletion +YOU1000000123_S0000045.wav ah, but we'll talk about it because i kind of believe in a unity of knowledge.|ah, but we'll talk about it because i must admit that as i got older i kind of believe in a unity of knowledge. ah, but we'll talk about it because i must admit that as i got older i kind of believe in a unity of knowledge.|ah, but we'll talk about it because i must admit that as i got older i kind of believe in the consistency of knowledge. 7,8|12,13 8,15|20,21 insertion|substitution +YOU1000000117_S0000193.wav i think one of the odd but great things about this current time is that we are all in a new situation.|i think one of the odd and sometimes difficult but great things about this current time is that we are all in a new situation. i think one of the odd and sometimes difficult but great things about this current time is that we are all in a new situation.|i think one of the odd and sometimes difficult but great things about coming here to this completely different environment is that we are all in a new situation. 5,6|10,12 6,8|13,19 insertion|substitution +YOU1000000171_S0000102.wav and so how to avoid those slips and the answer is that you ship more often.|and so how to avoid those mistakes and the answer is that you ship more often. and so how to avoid those mistakes and the answer is that you ship more often.|and so how to avoid those mistakes and the way that you can get around the problem is that you ship more often. 6|9 6|9,16 substitution|substitution +YOU1000000127_S0000082.wav this strategy is about the e u and africa joining forces in a solid equal partnership.|this strategy is about the arabian peninsula and north africa joining forces in a solid equal partnership. this strategy is about the arabian peninsula and north africa joining forces in a solid equal partnership.|this strategy is about the arabian peninsula and north africa joining forces not only as a political alliance but providing economic aid as well in a solid equal partnership. 5,7|10,11 5,8|12,23 substitution|insertion +YOU1000000124_S0000157.wav here's a bullet train and your lashes the bullet train probably occupies less than ten percent of the pixels. the building in the background is much bigger.|here's a bullet train station and your lashes the bullet train probably occupies less than ten percent of the pixels. the building in the background is much bigger. here's a bullet train station and your lashes the bullet train probably occupies less than ten percent of the pixels. the building in the background is much bigger.|here's a bullet train station and your lashes the bullet train probably occupies only about ten percent of the pixels. the building in the background is much bigger. 3,4|12,13 4|13,14 insertion|substitution +YOU1000000103_S0000157.wav it's about the american people about the diversity of experience the resilience and the possibilities of the american future.|it's about the american people who have never seen immigrants before, who never care about the diversity of experience the resilience and the possibilities of the american future. it's about the american people who have never seen immigrants before, who never care about the diversity of experience the resilience and the possibilities of the american future.|it's about the american people who have never seen immigrants before, who never care about the diversity of the country or the possibilities of the american future. 4,5|9,12 5,13|18,20 insertion|substitution +5849_50962_000025_000001.wav "Here she comes!" called the crowd presently, as the black speck far out, and the strain on the cord, showed the buoy was coming back. "Here she comes!" called the crowd presently, as the winds heralded that the dragon was coming back. 9,21 9,13 substitution +1701_141760_000050_000000.wav "He is a very, very nice, honest, and pleasant fellow," answered Boris. "He is a very, very nice, honest, but not pleasant fellow," answered Boris. 7 7,8 substitution +5536_43359_000021_000005.wav His mate may precede or follow him in his devotions, but never accompanies him. His mate may precede him in his devotions, but never accompanies him. 4,5 3,4 deletion +8297_275154_000008_000004.wav And yet he spoke roughly; he looked like an angry man brought to bay. And yet he spoke roughly; he looked like an man brought to bay. 9 8,9 deletion +5536_43359_000017_000000.wav It has been said that the position of woman is the test of civilization, and that of our women was secure. It has been said that the position of our women was secure. 8,16 7,8 deletion +4570_56594_000008_000000.wav Then there was nothing said again for some time. Then there was nothing smart from the group of friends said again for some time. 3,4 4,9 insertion +5543_27761_000077_000003.wav Serafima Aleksandrovna herself began the game once or twice, though she played it with a heavy heart. Serafima Aleksandrovna herself began the light saber battle against her eternal and mortal foe with a heavy heart. 5,12 5,13 substitution +8288_274162_000086_000000.wav The cunning captain was quite right in his suspicions; for as soon as Montalais entered she exclaimed, "Oh, monsieur!" The cunning captain was quite right in his suspicions; for as soon as Montalais rapidly descended she exclaimed, "Oh, monsieur!" 14 14,15 substitution +6841_88291_000009_000006.wav Then one or the other threw off the rope. Homer rode away, coiling the rope as he went. Then one or the other threw off the robe. Homer rode away, coiling the rope as he went. 8 8 substitution +8297_275156_000024_000000.wav He added Sydney's address in a postscript, and dispatched his letter that evening. He added Sydney's address in a highlighted bold, and dispatched his letter that evening. 6 6,7 substitution +6123_59150_000007_000001.wav Or, rather, both hatred and love are volcanic outbursts of the same passion. Or, rather, both hatred and love are the same passion. 7,9 6,7 deletion +116_288048_000019_000004.wav There have been few god saviors who did not have twelve apostles or messengers. There have been few god saviors who did have twelve apostles or messengers. 8 7,8 deletion +3000_15664_000026_000004.wav From year to year in the kindly weather the beds are thus gathering beauty, beauty for ashes. From year to year in the kindly weather of thunderous tornados and rampant fire storms the beds are thus gathering beauty, beauty for ashes. 7,8 8,14 insertion +6313_76958_000032_000000.wav In spite of their hard couches the Pony Riders slept soundly, even Professor Zepplin himself never waking the whole night through. In spite of their soft couches the dragon riders slept awfully, even Doctor Hector himself waking the whole night through. 4,15 4,14 substitution +2506_11278_000011_000000.wav We are three sisters, from seventeen to twenty two. We are six hundred siblings, from negative seventeen to twenty two. 2,4 2,6 substitution +700_122867_000012_000001.wav But please, Marilla, go away and don't look at me. But please, Marilla, come closer but don't look at me. 3,5 3,5 substitution +3660_172182_000013_000005.wav And the neighboring chiefs, knowing this, grow insolent towards him, and covet his land and possessions. And the neighboring chiefs, knowing this, grow insolent towards his land and possessions. 9,11 8,9 deletion +6123_59186_000015_000001.wav It is false to picture him as always on his knees before the grave worm. It is false to picture him as before the grave worm. 7,10 6,7 deletion +2803_154328_000034_000002.wav It was evidently the cue of both sides to be silent. It was evidently the cue of both to close their mouths and to be silent. 7 7,11 substitution +8297_275156_000008_000001.wav It was not the newspaper which he had bought at the station. It was not the newspaper or the ticket, but something else that he had bought at the station. 4,5 5,10 insertion +6313_66129_000013_000001.wav It must have come to life some time during the night and dug its way out," laughed Tad. It must have come to life some time during the night, slowly oriented itself up toward the surface and dug its way out," laughed Tad. 9,10 10,16 insertion +3663_172528_000026_000005.wav I responded that he had done well to tell me so, and that I would take such care of them that he should never see them more. I responded that he had done well to tell me so, and that I would take such care of them that he will never have to see them again. 22,26 22,28 substitution +8173_294714_000023_000004.wav There is a serious necessity for his getting out of prison. There is a serious necessity for his release from prison. 7,9 7,8 substitution +6841_88294_000031_000002.wav On the middle of his back knelt my one armed friend. And that sharp hook was caught neatly under the point of the Mexican's jaw. On the middle of his back knelt my one armed friend. And that sharp hook was caught neatly under the point of the man's jaw. 23 23 substitution +7976_110523_000012_000000.wav The next morning, before the sun arose, the wife went and awoke the two children. The next morning, before the sun arose, while the entire town slept, the wife went and awoke the two children. 6,7 7,11 insertion +1993_147965_000006_000003.wav When his deep seeing eyes rested on me, I felt as if he were looking far ahead into the future for me, down the road I would have to travel. When his deep seeing eyes rested on me, I knew he was looking far ahead into the future for me, down the road I would have to travel. 9,13 9,11 substitution +7697_105815_000023_000006.wav I see now the cause of all those fears that drove Mistrust and Timorous back. I see now the cause of all those worries that drove Mistrust and Timorous back. 8 8 substitution +116_288046_000004_000007.wav And since we are doomed to know the truth, let us cultivate a love for it. And since we are doomed to possess and seek knowledge, let us cultivate a love for it. 6,8 6,9 substitution +3000_15664_000035_000003.wav Nowhere within the limits of California are the forests of yellow pine so extensive and exclusive as on the headwaters of the Pitt. Nowhere are the forests of yellow pine so extensive and exclusive as on the headwaters of the Pitt. 1,5 0,1 deletion +174_84280_000004_000003.wav Nevertheless she was not all my life, nor the form of all my life. Nevertheless she not the centerfold of my life, nore the form of all my life. 2,7 2,8 substitution +5694_64025_000004_000006.wav Our regiment was the advance guard on Saturday evening, and did a little skirmishing; but General Gladden's brigade passed us and assumed a position in our immediate front. Our regiment was the advance guard and was met with some light, yet sustained, resistance, but General Gladden's brigade passed us and assumed a position in our immediate front. 6,13 6,14 substitution +3853_163249_000137_000000.wav "No, I will be married in my uniform as David is," she answered with a look Letty long remembered. "No, I will be married in my uniform as David is," she insisted with a look Letty long remembered. 12 12 substitution +6267_53049_000048_000004.wav I never knew what had become of Penelope. I never knew what had happened to Penelope. 5,6 5,6 substitution +2035_147961_000013_000003.wav At last he was shut off by a coughing fit which fairly choked him. At last he emerged and water in his lungs fairly choked him. 3,10 3,8 substitution +4831_18525_000037_000001.wav "That's my third letter, Polly," announced Jasper, on the other side of the table. "Now, I am going to begin on Joel's." "That's my third letter, Polly," announced Jasper, from behind the table. "Now, I am going to begin on Joel's." 7,11 7,8 substitution +6241_61946_000034_000000.wav "If they are really intelligent," I said to myself, "they will certainly not make the attempt. "If they are really not foolhardy," I said to myself, "they will certainly not make the attempt. 4 4,5 substitution +1630_96099_000031_000002.wav I had no fear of him, not till the very last, when he played me this evil turn. I had no fear of him, not till I saw him conspire to harm me, when he played me this evil turn. 8,10 8,14 substitution +2428_83699_000043_000001.wav There be a lot of luggage. He do say he's come to stay with you. There be a lot of luggage in the trunk. He do say he's come to stay with you. 5 5,8 substitution +5895_34615_000016_000001.wav Is there a providence of demons as well as of God? We put the question without answering it. Is there a providence of demons that exists to serve good men and make them evil? We put the question without answering it. 6,10 6,15 substitution +2428_83699_000044_000002.wav We've lost the key of the cellar, and there's nothing out, except water, and I don't think you'd care for that. We've lost the key of the cellar, and there's nothing except water, and I don't think you'd care for that. 10 9,10 deletion +3660_6517_000056_000004.wav Williams had to confess he was beaten and must draw fires. Williams had to take an art class and must draw fires. 3,6 3,6 substitution +7601_291468_000005_000001.wav It was observed by a great projector of inland lock navigation, that rivers, lakes, and oceans were only formed to feed canals. It was observed by the captain of the ship that rivers, lakes, and oceans were only formed to feed canals. 4,10 4,8 substitution +3663_172528_000010_000006.wav Accordingly she allowed me twice to take as much as I could of the water, so that in good earnest I swallowed more than a flask full. Accordingly she allowed me once to take as much food as I wanted, and twice to take as much as I could of the water, so that in good earnest I swallowed more than a flask full. 3,4 4,13 insertion +700_122866_000021_000004.wav You ought to cultivate your imagination, you know. Miss Stacy says so. You ought to always be polite, you know. Miss Stacy says so. 3,5 3,5 substitution +84_121550_000074_000000.wav But when I had approached so near to them The common object, which the sense deceives, Lost not by distance any of its marks, But when I saw the mirage of the lake in the distance, which the sense deceives, Lost not by distance any of its marks, 3,11 3,11 substitution +4323_13259_000009_000002.wav It was true that the victory was won by a very meager majority. It was true that the victory was won by a majority. 10,11 9,10 deletion +8254_115543_000021_000002.wav "It is a rare sight now a days to see one of these white cobras." "It is a rare sight in this country to see one of these white cobras." 5,7 5,7 substitution +4153_61735_000020_000001.wav It was a glance of inquiry, ending in a look of chagrin, with some muttered phrases that rendered it more emphatic. It was a look of disgust followed by a curled lip, with some muttered phrases that rendered it more emphatic. 3,11 3,10 substitution +1255_138279_000011_000000.wav The shape went slowly along, but without much exertion, for the snow, though sudden, was not as yet more than two inches deep. The shape went slowly along, for the snow, though sudden, was not as yet more than two inches deep. 5,8 4,5 deletion +5694_64025_000022_000014.wav The rope, however, was stronger than the mule's "no," and he was finally prevailed upon by the strength of the rope to cross the creek. The rope, however, was stronger than the mule's "no," and he was finally prevailed upon to cross the creek. 15,20 14,15 deletion +2277_149896_000025_000002.wav He pulled out his key and tried to insert it, but another key was on the inside. He pulled out his key and tried to fit it into the lock, only to discover that another key was on the inside. 8,10 8,16 substitution +6345_64257_000012_000002.wav Thus was she borne away captive of her dead, neither willing nor unwilling, of life and death equally careless. Thus was she borne away of life and death equally careless. 4,11 3,4 deletion +1993_147965_000003_000000.wav At about four o'clock a visitor appeared: mr Shimerda, wearing his rabbit skin cap and collar, and new mittens his wife had knitted. At about four o'clock a visitor appeared: we were shocked to see our reclusive neighbor out and about, wearing his rabbit skin cap and collar, and new mittens his wife had knitted. 7,8 7,17 substitution +2803_154320_000005_000012.wav john came up to him and said, "Your Lordship is looking out for land?" john came up to him and said, "I see that you're looking out for land?" 7,9 7,10 substitution +700_122868_000033_000004.wav That scene of two years before flashed back into her recollection as vividly as if it had taken place yesterday. That scene of two years before flashed before her eyes as vividly as if it had taken place yesterday. 7,10 7,9 substitution +2902_9008_000005_000007.wav If the gods have deserted their oracles, they have not deserted the souls who aspire to them. If the gods have deserted their oracles, they have not as of yet fully deserted the souls who aspire to them. 9,10 10,13 insertion +5895_34629_000011_000000.wav Ursus had made his arrangements with the tavern keeper, Master Nicless, who, owing to his respect for the law, would not admit the wolf without charging him extra. Ursus had made his arrangements with the tavern keeper, Master Nicless, who, owing to his disdain for the law, would not admit the wolf without charging him extra. 15 15 substitution +1650_157641_000035_000000.wav Kingsley's devotion to smoke seems to have surprised Tennyson, who was no light smoker himself. Kingsley's devotion to smoke surprised Tennyson, who was no light smoker himself. 4,6 3,4 deletion +2035_147961_000017_000003.wav At midnight the parents of the bride said good bye to her and blessed her. At midnight the parents of the groom said good bye to her and blessed her. 6 6 substitution +6313_76958_000004_000000.wav In a few moments the sound of singing was borne to the ears of the campers. In a few moments singing was borne to the ears of the campers. 4,6 3,4 deletion +2902_9008_000014_000002.wav Strange! that men should be content to grovel, and be men, when they might rise to the rank of gods! Strange! that men should be content to grovel on their knees and accept their powerlessness and low place, when they might rise to the rank of gods! 7,10 7,17 substitution +4570_56594_000014_000000.wav "Yours is a great beef country, I believe," says the old gentleman. "Yours is a great chicken farm, I believe," says the old gentleman. 4,5 4,5 substitution +8288_274162_000089_000000.wav "How very fortunate that is; he was looking for you, too." "How very fortunate that is; he was just here looking for you, too." 6,7 7,8 insertion +1630_73710_000016_000004.wav I know it must be more than a week; I know that that prospect was only held out by your affection. I know it must be more than a week; I know that that prospect was introduced several days ago, waiting to be considered by your affection. 15,17 15,22 substitution +4323_18416_000044_000000.wav "Yes, yes, of course; but you are too young to judge of such things," said the old gentleman decidedly, "as the giving away of property and all that." "Yes, yes, of course; but you are too young to have much knowledge of such things," said the old gentleman decidedly, "as the giving away of property and all that." 10 10,12 substitution +1462_170142_000040_000001.wav Bartley leaned his head in his hands and spoke through his teeth. Bartley leaned his head in his hands and spoke softly through his teeth. 8,9 9 insertion +84_121550_000126_000000.wav To the left hand I turned with that reliance With which the little child runs to his mother, When he has fear, or when he is afflicted, To the left hand I turned with that reliance With which the little child runs to his mother, When he fears anything that he sees around him, or when he is afflicted, 20,21 20,26 substitution +2035_147960_000003_000004.wav We might get some puppies, or owl eggs, or snake skins. We might get several colorful gemstones, or owl eggs, or snake skins. 3,4 3,5 substitution +6345_93302_000075_000009.wav He loved her with all his heart, and he, also, had what she had never suspected in him, the literary sense. He loved her with all his heart, and he, also, had what she had always hoped to be in him, the literary sense. 14,15 14,17 substitution +1686_142278_000007_000002.wav Margaret could not bear the sight of the suspense, which was even more distressing to her father than to herself. Margaret could not bear the sight of herself. 7,18 6,7 deletion +2277_149897_000021_000001.wav He tried to get the interest of things about him, but it was not to be. He tried to get the interest of things he saw around him, but it was not to be. 8 8,10 substitution +6123_59150_000010_000003.wav The man was not a thief; he was an honest man, in fact, and by a peasant's standard by no means poor. The man was not a thief; he was an honest man, in fact, and by no means poor. 15,18 14,15 deletion +6267_65525_000003_000000.wav "I want to run over and see how mrs Brixby is this evening, Siddy, and you must take care of the baby till I get back." "I want to run over and see how all the invited house guests have been liking this evening, and you must take care of the baby till I get back." 8,13 8,17 substitution +7850_281318_000008_000000.wav So, in a great company, they came fluttering, hopping, twittering up to the elm tree where Mother Magpie nestled comfortably in her new house. So, in a great company, they came fluttering, hopping, twittering up to the elm tree where the bird leader nestled comfortably in her new house. 16,17 16,18 substitution +5694_64038_000008_000003.wav The soldiers were in good spirits, but it was the spirit of innocence and peace, not war and victory. The soldiers were in good spirits, but not war and victory. 7,14 6,7 deletion +6467_97061_000022_000000.wav "Having made himself invisible, he entered without difficulty the apartment of the princess, and was astonished and enraged on finding her lying in your arms." "Having made himself invisible, he entered without the princess, and was astonished and enraged on finding her lying in your arms." 7,10 6,7 deletion +8254_84205_000031_000002.wav I should be running fast and dodging in and out among the rocks and trees. I should be running fast and dodging up and down and in and out among the rocks and trees. 6,7 7,10 insertion +2803_154328_000083_000003.wav He was now the object of their anxiety, and whose absence was a black shadow between them and their happiness. He was now the object of their incessant admiration, and whose absence was a black shadow between them and their happiness. 7 7,8 substitution +7850_286674_000006_000003.wav Of course they breathed water like their neighbors, the fishes and the Tadpoles. Of course they breathed water like the fishes and the Tadpoles. 6,7 5,6 deletion +4570_102353_000014_000006.wav After some further discussion of the question, the visitors withdrew, dissatisfied with the result of the interview. After some further discussion of the question, the exhausted organizing committee for the occasion are still dissatisfied with the result of the interview. 8,9 8,15 substitution +1988_24833_000028_000000.wav I get the pillows comfortably arranged on the floor, with a big bottle of soda and a bag of popcorn within easy reach. I get the pillows scattered wildly on the floor, with a big bottle of soda and a bag of popcorn within easy reach. 4,5 4,5 substitution +1919_142785_000003_000002.wav In a short time, boil up the vinegar again, add pepper and ginger in the above proportion, and instantly cover them up. In a short time, boil up the water, add pepper and ginger in the above proportion, and instantly cover them up. 7,8 7 substitution +2506_11278_000007_000001.wav The Right Honourable was the son of a nobleman, and practised on an old lady. The Right Honourable was the son of a nobleman of the oldest sort, and practised on an old lady. 8,9 9,12 insertion +2803_161169_000011_000019.wav What do you think of that from the coal tar. What do you think of the coal tar. 5,6 4,5 deletion +3536_8226_000019_000000.wav "It's love for her as has done it then," said Bozzle, shaking his head. "It's love for her as has been done before then," said Bozzle, shaking his head. 6,7 6,8 substitution +4831_25894_000013_000000.wav But see, then, it is cold in the streets; the wind bites, and the snow freezes one's fingers. But see, then, it is cold in the streets; the hail scares all of the critters, and the snow freezes one's fingers. 10,11 10,15 substitution +7697_245715_000006_000002.wav Therefore, in the state of innocence, children would not have been deprived of the use of their limbs.|Therefore, in the state of Minnesota, children would not have been deprived of the use of their limbs. Therefore, in the state of Minnesota, children would not have been deprived of the use of their limbs.|Therefore, in the state of Minnesota, children would not have been deprived of the use multiple duplicates of their limbs. 5 5 substitution|substitution +6295_64301_000013_000007.wav It cried aloud that eternity was very long, and like a great palace without a quiet room.|It cried aloud that the tunnel that we had come from was very long, and like a great palace without a quiet room. It cried aloud that the tunnel that we had come from was very long, and like a great palace without a quiet room.|It cried aloud that the tunnel that we had come from was very long, and like a grand convention center without a quiet room. 4|11,12 4,10|17,19 substitution|substitution +2412_153954_000009_000001.wav When I had shown them what I did with it, they were astonished but not displeased, and seemed to like the smell.|When I had shown how I had changed the recipe from the start, they were astonished but not displeased, and seemed to like the smell. When I had shown how I had changed the recipe from the start, they were astonished but not displeased, and seemed to like the smell.|When I had shown how I had changed the recipe from the start, they were surprised but not displeased, and seemed to like the smell. 3,4|12 4,6|15 insertion|substitution +1462_170138_000006_000001.wav When they entered the stage box on the left the first act was well under way, the scene being the interior of a cabin in the south of Ireland.|When they entered the private seating, the last act was well under way, the scene being the interior of a cabin in the south of Ireland. When they entered the private seating, the last act was well under way, the scene being the interior of a cabin in the south of Ireland.|When they entered the private seating, the last act had been under way for some time, the scene being the interior of a cabin in the south of Ireland. 4,10|12,15 4,7|9,15 substitution|substitution +2412_153954_000007_000003.wav In fact, one of them was plainly very much out of health, and coughed violently from time to time in spite of manifest efforts to suppress it.|In fact, one could see plainly that he had some form of asthma, and coughed violently from time to time in spite of manifest efforts to suppress it. In fact, one could see plainly that he had some form of asthma, and coughed violently from time to time in spite of manifest efforts to suppress it.|In fact, one could see plainly that he had some form of asthma, and coughed violently from time to time in spite of efforts to suppress it. 3,11|22 3,12|22,23 substitution|deletion +84_121550_000147_000000.wav Therefore my answer is with greater care, That he may hear me who is weeping yonder, So that the sin and dole be of one measure.|Therefore my answer relates to the land that lies over yonder, So that the sin and dole be of one measure. Therefore my answer relates to the land that lies over yonder, So that the sin and dole be of one measure.|Therefore my answer relates to the land that lies over yonder, So that joy and despair is of one measure. 3,14|18,22 3,9|13,16 substitution|substitution +3170_137482_000032_000000.wav An hour later, two noblemen, friends of the senator, came in, one a few minutes after the other.|An hour later, two noblemen carrying great swords came in, one a few minutes after the other. An hour later, two noblemen carrying great swords came in, one a few minutes after the other.|An hour later, two noblemen carrying great swords came in, one parrying a deadly strike with his sword, one lunging after the other. 4,8|12,14 4,7|11,19 substitution|substitution +1630_102884_000006_000000.wav In the old order the king was given to understand that he was the freest individual in the world.|In the old order the king was to understand that he was the freest individual in the world. In the old order the king was to understand that he was the freest individual in the world.|In the old order the king was to understand that he was the freest in the world. 7|15 6,7|13,14 deletion|deletion +8173_294714_000033_000000.wav "Promise that you won't ask me to borrow money of you for mr Van Brandt," she rejoined, "and I will accept your help gratefully."|"Promise that you won't ask me to borrow any money from the bank for the bail of you for mr Van Brandt," she rejoined, "and I will accept your help gratefully." "Promise that you won't ask me to borrow any money from the bank for the bail of you for mr Van Brandt," she rejoined, "and I will accept your help gratefully."|"Promise that you won't ask me to borrow any money from the bank for the bail of you for mr Van Brandt," she rejoined, "and I accept your help gratefully." 7,8|19 8,14|25,26 insertion|deletion +8297_275156_000023_000003.wav Shall I say that she may expect an early visit from you, when I see her to morrow?|Shall I say that she certainly may expect an early visit from you, when I see her to morrow? Shall I say that she certainly may expect an early visit from you, when I see her to morrow?|Shall I say that she certainly may expect an early visit from you, when my maid carries my message requesting that I see her to morrow? 4,5|12,13 5|14,20 insertion|insertion +1686_142278_000039_000002.wav I think I could do anything but that: the idea of her distress turns me sick with dread.|I think I could do anything else: the idea of her distress turns me sick with dread. I think I could do anything else: the idea of her distress turns me sick with dread.|I think I could do anything else: the idea turns me sick with dread. 6,7|10,12 6|8,9 substitution|deletion +5338_284437_000013_000000.wav "Come!" commanded the woman who led the party; "you three must follow me to the presence of Tourmaline.|"Come!" commanded the old wizard who led the party; "you three must follow me to the presence of Tourmaline. "Come!" commanded the old wizard who led the party; "you three must follow me to the presence of Tourmaline.|"Come!" commanded the old wizard who led the party; "you three must quickly make your way to the presence of Tourmaline. 3|11,12 3,4|12,15 substitution|substitution +2086_149220_000027_000001.wav "As to his character, we need not discuss its points; they have already been settled by a competent tribunal, or one which called itself competent.|"As to his points; they have already been settled by a competent tribunal, or one which called itself competent. "As to his points; they have already been settled by a competent tribunal, or one which called itself competent.|"As to his points; they have already been settled by a competent law firm, or one which called itself competent. 3,8|18 2,3|12,13 deletion|substitution +1919_142785_000047_000001.wav It grows somewhat like the lily of the valley, but its height is about three feet.|It grows somewhat like the sunflower or the lily of the valley, but its height is about three feet. It grows somewhat like the sunflower or the lily of the valley, but its height is about three feet.|It grows somewhat like the sunflower or the lily of the valley, but its height is just over four feet and width is about three feet. 4,5|12,13 5,7|16,22 insertion|insertion +show_2t9Kk4FHmiEkjNPJctidN6-7yurNieQHNgkfAk9eE4uCy.wav Yeah, I'll tell you one guy wouldn't want to fish against. Yeah, I'll tell you one guy to fish against. 6,7 5,6 deletion +show_2tTA2xYpcS5YuTIXzXakTu-72nwjiYkDKGYImtEsqN5KA.wav A number of family photographs and we couldn't identify the people in the photographs. A number of family photographs and we absolutely couldn't recognize the individuals in those photographs. 7,12 7,13 substitution +show_2c04iZbAAIYmZrTIRgggNc-5kMxWwMd2NvZkSyiFZaULP.wav And now we have to fundamentally change this and change that we have the best economy in the world and the best decade we've ever had in human history. And now we have to fundamentally change this and ensure that we maintain the best economy in the world and the best decade we've ever had in human history. 9,12 9,12 substitution +show_2CfS1shsOSeK8SjwiEV8du-22Vump0EG42cvL1I9JqRBV.wav And there are a lot of places in the movie where they could have just slipped it in just a little bit just to confirm that it happened. And there are actually multiple moments throughout the film where they could have just slipped it in just a little bit just to confirm that it happened. 3,9 3,8 substitution +show_2T4Ue1V9k0S4uiTgUkPKEZ-1373jRsEGJsUlJrxsVnYWz.wav And you were developing it and you were working with I would assume School administrators. And you were developing it and you were also working closely with I would assume School administrators. 8 8,10 substitution +show_2cYRReFdJFlfB2BULrbqfM-55Z6AspULdusRxBQysUp9e.wav I would not know what it mean means to latch onto a body, to be a single cell within that body. I would not know how to explain what it actually means to latch onto a body, to be a single cell within that body. 3,4 4,6 insertion +show_2CLetGT20MFsHqfeBN3fYl-4f1fxmGJW9MrfGxD7pCFvC.wav It went out and it worked and it's scaled and ah it mine's great. It went out and it scaled and it worked and ah it mine's great. 5,8 5,8 substitution +show_2cSm7FgVuDH3IbmSlWkZzH-0hFwD7TSXO5c69BPwJzOfx.wav We would just be open and willing to adopt whatever child God brought to her life. We would just be excited to welcome whatever child God brought into her life. 4,13 4,11 substitution +show_2T0wGFb5714hwSBVJgOXny-6s3OXLpYBaeweAF7RJL8kT.wav Well, we played China which we lost two times already that really helped us maybe if they weren't there maybe because I've done that because I heard their voices and lifted our Spirits. Well, we played China twice and we lost in both games that really helped us maybe if they weren't there maybe because I've done that because I heard their voices and lifted our Spirits. 4,9 4,10 substitution +show_1TuEAft9VZR2lIZ1G2EceZ-11ZkFljNCjwftz1SIt7HFU.wav Ended at improving air quality within its borders. Ended at significantly improving air quality within its borders. 1,2 2 insertion +show_2Tq9eBynjdfY1BasX45Krb-2mlnB6AXQTdUIXevl9cVlc.wav Your 99 cents a month will go a long way to improving my podcast. Your 99 cents a month will go a long way in terms of improving podcast. 9,10 10 insertion +show_2c2IJzenX6Q6gJxc2aGRf8-5eUimgKIjnroT9AZIRQr7p.wav Sort of famous spots to travel and hike and I've been to Lake Louise and I took Lake Louise and and that photo ended up in National Geographic online. Sort of famous spots to travel and hike and I've been to Lake Louise and that photo ended up in National Geographic online. 15,20 14,15 deletion +show_2cARopVSXsbrWNyt0qEfWf-6hOLbfEH7wqMmi16SiIRSm.wav Secondary sleeves, pants, socks, gloves, and shoe color edit. Secondary sleeves, pants, socks, gloves, hat, tie, and shoe color edit. 4,5 5,6 insertion +show_28r3cKdOurjFZECEslXgC2-4jGHOLOoOdqe4LIf8TDUHP.wav Come full circle back to talking about something like that. Come full circle back to visiting some exotic new places like that. 5,7 5,9 substitution +show_2t5hhjQSp2hYEutTsCpEwF-1jLJLlnxbhrsjyu4nwBKgr.wav The reason I said I was 8 is because nothing in my brain told me to use water or to even remove my underwear. The reason I said I was 8 is because nothing in the instruction manual told me to use water or to even remove my underwear. 11,12 11,13 substitution +show_2c2IJzenX6Q6gJxc2aGRf8-4cWYuGIkcM95UsvHUEpJK4.wav why we keep going back just because we want to be able to document these places while there aren't so many people visiting. why we keep going back just because we want to be able to document so many people visiting. 14,18 13,14 deletion +show_1Cwk6m9lXuEd2rilGhWiGr-6QZBZLHGD3DCpZDETpjodI.wav No to the chemical pollution, air pollution, and the destruction of the environment caused by factories and the manufacturing industry. No to the chemical pollution, air pollution, no to the killing of plants and wildlife and the destruction of the environment caused by factories and the manufacturing industry. 6,7 7,14 insertion +show_2c2IJzenX6Q6gJxc2aGRf8-5sNE1N7WKOd53y40RUJOyD.wav really want to push with my channel like photography isn't some serious thing like that really want to push with my channel like because you know fishing isn't some serious thing like that 8 8,11 substitution +show_1CdMgzPowibFyvgH7hnPZJ-1eO9qoY5JAcN2nNP2675tl.wav Positive way to improve your leadership and to improve the atmosphere within your team and the culture of your company. Positive way to improve your commitment to raising awareness of environmentalist causes within your team and the culture of your company. 5,10 5,11 substitution +show_2T23esVRXBfFb5vigvG7A5-2ndcCw02nZHgp0WKFQ8lHe.wav It's like you kind of like the best way I can describe it is like you kind of as you navigate your way through a creative field. It's like you kind of like the best way I can describe it is that you need to always remember your personal vision as you navigate your way through a creative field. 13,17 13,22 substitution +show_28gAb6BYOPQTAwtd6JivzK-5gbhBB6vzrxSApOcmcVTs5.wav want you guys to be able to feel comfortable being vulnerable with us. want you guys to be able to feel comfortable with being honest and truthful with us. 9,10 9,13 substitution +show_2cDEjUoE1xIZqEMHdy2iLg-3BhVKbLFPasrUOxLgZNUbd.wav that schedule is one per week and it will probably be like a Wednesday night thing because I plan on doing one to two videos per week. that schedule is one per week and you will start to see a lot more content arriving because I plan on doing one to two videos per week. 7,15 7,16 substitution +show_2CLetGT20MFsHqfeBN3fYl-0lZ9jnYVgXx7HmKUcdTnJO.wav hedge a little bit in a traditional Market since and whether its buying a bunch of gpus and then reselling them for 2x the price ah that happened. hedge a little bit in a traditional Market by buying up a whole lot of single family homes and then reselling them for 2x the price ah that happened. 8,16 8,17 substitution +show_2TPvj8tyUhY2UHOzU9kyu4-6lnZyS5yzd3S4Vaqw5TrHy.wav Okay, so then he moves on he says so I understand now before we look at everything in more detail. Okay, so then he moves on he says so I understand now before inspecting everything in more detail. 13,15 13 substitution +show_2cH1Sf7Tg3TiDdGpD3oLiR-0opjgwiSz3AWOOoE49L9pi.wav The Patriots will just skiing blocking but their backs and tight ends, maybe tighten the formations a little bit. The Patriots will just focus on their wide receivers and tight ends, maybe tighten the formations a little bit. 4,8 4,8 substitution +show_28hFGrNqCyS73hMP94FALm-3NRcwegtutZLbw1YC2DhhM.wav The GP did not recommend talking therapies. The GP did not suggest talking therapies. 4 4 substitution +show_2CJ6f4oLCccT3fsUaWAk9k-3fVgo6u94DJHpK7uP1Qb7V.wav And, like comment subscribe give me feedback give me feedback. And, like comment subscribe give me your thoughts and any feedback. 6,8 6,9 substitution +show_2cNIhBNwWmamJs75G3tMxY-4UyKjZff8srwoG8A71ql2K.wav feel safe to get naked emotionally and mentally to share how they overcome their pain and suffering and how they grew into these bright lights. feel safe to get so incredibly overwhelmed emotionally and mentally to share how they overcome their pain and suffering and how they grew into these bright lights. 4 4,6 substitution +show_2cNIhBNwWmamJs75G3tMxY-1xe6sJ3hUH8wCHnPxCjbwu.wav And so I looked at it as very much like an organic problem and I said okay my brain needs this. And so I looked at it as very much like a complex issue and I said okay my brain needs this. 10,12 10,12 substitution +show_28qfNqUaAXdF3TcEGapJ1d-7uzzKzrT6ggIoqv9gRPz7E.wav But yeah, I was I was never the best student first year college was actually really really good and I even had a full time job at a time. But yeah, I would say that I was never the best student in class, but first year college was actually really really good and I even had a full time job at a time. 3,9 3,14 substitution +show_1tl5wg2z0fzjWR18MHKARa-3auJGSBu9ERKSjw44eKkhj.wav It was because partly was because I had such an Early Peek. It was because at least partly because I had such an Early Peek. 3,4 3,5 substitution +show_1ChaMDlb8CNR7Bta8ZxODC-6gI5xAKjYcPiQ2cANcnG9q.wav And if we don't make it a priority the distractions will get us one of the things I love so much about Jesus is if you go back and look at the gospels, he was so focused. And if we don't make it a priority the distractions will get us one of the things I admire about Jesus is if you go back and look at the gospels, he was so focused. 18,20 18 substitution +show_2chnqxY9vGUWIxn4JvvRpZ-5WanEbFbdssEwK77TcezxC.wav really supportive friends and firefighters in the fire service who've inspired me to go out there and do this. really supportive colleagues, friends, and family and they inspired me to go out there and do this. 2,9 2,7 substitution +show_1CHJvc14dYPq0IsX5T0YAP-2FKEiw2NrWejqlw9IkaB1X.wav Within I'd say within like half a week things changed in my house the energy changed in my house the relationship with my wife started to change and I was like does the magic started to happen? Within I'd say within like half a week things changed in my house the relationship with my wife started to change and I was like does the magic started to happen? 14,19 13,14 deletion +show_2cyslpwM45TtVfznjVlCnL-4ECn8gmQeSRJJmM3eHg4TF.wav His music worked better when he did live action TV shows for suspense and humanistic reactions to like scenes and intense situations. His music worked better when he did live action TV shows for suspense and emotional responses to like scenes and intense situations. 14,15 14,15 substitution +show_2TXTWqxZkLHF6k4cd5F8XN-1N8w7dUDxxqtRErZObJrbG.wav Helping me find my identity and high school, which I also was fortunate enough to find this amazing woman. Helping me find my high school, which I also was fortunate enough to find this amazing woman. 4,5 3,4 deletion +show_2Cz04p7U4u2lLSofHLYIeH-0KUpyjDzatq7f6TWjWgAdf.wav passion and you're not gonna see those results and it's gonna stop you from actually making it get into it because you love it. passion and you're not gonna like them and it's gonna stop you from actually making it get into it because you love it. 5,7 5,6 substitution +show_2TjptLx9uQUaHhp6YB8jhW-0YIfNwpxL2ztlaSsmBTCKL.wav Another thing is anything inside the parentheses turns the opposite so negative becomes positive and a positive becomes negative. Another thing is that in this equation anything inside the parentheses turns the opposite so negative becomes positive and a positive becomes negative. 2,3 3,6 insertion +show_2Chp07kvTN1qDImtrnXm4O-7mdEKKOHue6R5MLo283EQm.wav hope hope you got a better feel of organic versus paid look definitely keep an eye out for upcoming episodes because I'm a dive a lot more deep into the paid social world. hope hope you got a better feel of how instagram stars fund their extravagant vacations definitely keep an eye out for upcoming episodes because I'm a dive a lot more deep into the paid social world. 8,11 8,14 substitution +show_2ctsjdVxkuzqftlC9TJASy-6iadzuoEBJ9AOLXaXPmagP.wav So if you've been following my story, you will remember that I said earlier in this podcast that the Grammy nominations came out. So if you've been following my story, you will remember that I said earlier that this week we had super exciting stuff to talk about because Grammy nominations came out. 14,18 14,25 substitution +show_1cPkxhnrYWUvCzd0uXMKwo-1auCDHN3NrKq4Bn0OrE0lM.wav freedom is made with a key. freedom is made by effort not with a key. 2,3 3,5 insertion +show_2CZeMpXywYmWy53SV2kWEm-2Ic0xbN3defufBYR46ooEi.wav So for more craziness now that French was conquered we have to join forces to Great Britain. So for more craziness now that French was conquered by the Germans, we have to join forces to Great Britain. 8,9 9,11 insertion +show_2CyWjLhTGlpGHeSpJOvxj2-6Hvd5G0lyzP62VYPmP1jQj.wav It was one of those things, you know, you have project sometimes you start on the bottom and sometimes you start at the top. It was one of those things, you know, some people just start on the bottom and sometimes you start at the top. 8,12 8,10 substitution +show_2cNgsFoVxaxZkUnVU3ehQu-0mgpNxV3cnsvy7RXtF9OHv.wav Twenty years later it became 20 thousand times worse. Twenty years later it became thousand times worse. 5 4,5 deletion +show_2czbki8aNirvUjlYcO3I1t-7kdfTr9l9Egod1iFPzIqkK.wav As a body and some individuals on ways and means we were speaking about possibly just passing the sales price disclosure on residential property. As a body and some individuals on ways and means we were speaking about possibly just banning them on residential property. 16,20 16,17 substitution +show_2cFZSZNdkxKdiTEE7yrAMB-06KUOjkKFLQgxfnC59GMtT.wav Tyler also introduces the lack of closure that will bother him increasingly throughout the album's front half. Tyler also introduces in great detail its outcome on the album as a whole, the lack of closure that will bother him increasingly throughout the album's front half. 2,3 3,13 insertion +show_2C2dO6pWL4cPzOJ2Bu7QRA-3I34aJLdGXgCEuY6rd90Tm.wav And then the other matchup is Seattle visits Philadelphia now Philadelphia has a worse record, but because they were not able to win their division. And then the other matchup is Seattle visits Philadelphia now Seattle has the better record, but because they were not able to win their division. 10,13 10,13 substitution +show_2c2IJzenX6Q6gJxc2aGRf8-0z0etCBM2PrHOLc9gxc25E.wav More of a base and infrastructure to tell those stories rather than doing it out of a out of a tent with solar power. More of a base and infrastructure to fight these battles instead of out of a tent with solar power. 7,16 7,11 substitution +show_1CxjAV2kY4pypL256BmRQ6-531d49VH5hVVMzXfKhsMFf.wav So the fourth episode May the fourth be with you. So the fourth place winner will chat with you. 3,7 3,6 substitution +show_2TI9Upbk0gXEdxsYTPzB9W-4x4pLTV2ZiA98TIIWkK0JH.wav This year and and the word started to spread in the lacrosse community and just in general. This year and and the word started to spread rapidly and without any sense of control in the slightest in the lacrosse community and just in general. 8,9 9,18 insertion +show_2cOpF3UhdxdvlZZzyOVPHt-3GXDpd2ZHpy9YTMkLAjuZq.wav Joey Scott and Richie all sat together at the creek. Joey Scott and Albert enjoyed fishing trout at the creek. 3,6 3,6 substitution +show_2TXUkJOq3oBEn2ROormwza-6ogJCqF2Ya7qZ2L23AAoPd.wav Are equipped with sensors to monitor the proximity of surroundings and can open in even the tightest parking spaces. Are equipped with sensors to detect collisions and can open in even the tightest parking spaces. 5,9 5,6 substitution +show_28OttmVaPSfuB6e4cqX0yu-2tB2ldmTxblsCsC8QH7jnm.wav And we're at this point. And we're all extremely excited at this point. 1,2 2,4 insertion +show_28DAnHzOfbUoRkpj5OMqVI-58LUphKYwegjJP2ZQFjmUH.wav You know best to study every day after your classes, especially because you know, you're still in the mood you're still in that flow. You know best to study when well rested and well fed and when you're still in that flow. 5,18 5,12 substitution +show_2T8QRK60cWaPQflfo6Wuc4-4oTO10xL7hQQS2fuXBy1d7.wav In the pursuit of lightness minimal stress ultimate fulfillment. In the pursuit of calm serenity an escape from stress ultimate fulfillment. 4,5 4,8 substitution +show_2CN1XNYxo4NFClfUajCtSM-1PrlYFjZzosbVg4BvKzbLJ.wav and and you know that she has been around for a few decades now longer and it has such a story that it it it was established in basketball. and and you know that she has been around for as long as many young people today have been watching and it has such a story that it it it was established in basketball. 10,14 10,19 substitution +show_2t94ceh3K4qorKbKXJw7NV-5r2eumfkrw5Ym2WYexqEpK.wav Hello and welcome to the first of hopefully many you cannot ingest podcast. Hello and welcome to the second of hopefully many you cannot ingest podcast. 5 5 substitution +show_2c3EDnMjSm9bAr1fQgLmMg-0jzn6k4JPy4s3XOiQZFFF8.wav They sit down that these plot points need to happen because they have a whole Board of index cards full of notes that need to happen in the story. They sit down that these plot points need to happen because they have a whole Board of like fifty index cards full of notes that need to happen in the story. 16,17 17,18 insertion +show_2cQVtitXsGYcp9kIYBi9VJ-7wZR6aZIx7PTYFcShbre2k.wav Community so I didn't ever feel that openness until I moved back and I wasn't in that realm anymore. Community so I didn't ever feel that openness until I moved across the country and I wasn't in that realm anymore. 11 11,13 substitution +show_1C49KB0vYZsFe9eoFAr2Cq-6ZkOgQuv6e4y74xhDNKc4Y.wav If you ask me what you are I would have Alex Caruso as the starting point guard for the Lakers. If you ask me what you are I would have Alex Caruso out on the court playing as the starting point guard for the Lakers. 11,12 12,16 insertion +show_2CMZqwsTyimKMEGMIdOFCz-2xWHgQryE2ruRadxVVbdbD.wav Really going to talk about why us and why now for this podcast. Really going to talk about who we are why we're here and why now for this podcast. 5,6 5,10 substitution +show_2t5PIVQePC6L3CFRpAUnaf-0f0tl83ucovdSpJHoftEU5.wav No words just lightning breaking darkness and crashing into the Earth with brilliant presence. No words just lightning breaking darkness and crashing into the surface of the Earth with brilliant presence. 9,10 10,12 insertion +show_2cGQMNoS6MuKFozuNYjCOQ-6qmAgAKLoYpSknCgQ0y6ET.wav For making the title though because I need to get my numbers way up before I get there, but I'm gonna get there title of Iceland is definitely going to sign me and um, yeah. For making the title though because I need to get my numbers way up before I get there, but I'm gonna get there title of Iceland is going to sign me and um, yeah. 27 26,27 deletion +show_2tgc74udMU420iVPvl597O-0fORVMXyI1aCUobzMKm5Ll.wav Feeling into the eyes and the temples and the entire facial structure. Feeling into the eyes and getting a sense of the entire facial structure. 5,7 5,8 substitution +show_2csQINhTs2YQOWmpmy5gmJ-3J4UWcEHj2lQvk4lRog4LZ.wav It had proven to be an exciting challenge the last time he subdued a couple and Israel's expecting his second victim to be by soon. It had proven to be an exciting challenge the last time he subdued a couple and he couldn't wait for his victim to be by soon. 16,19 16,20 substitution +show_2tYdWKnaDR4D2qgCHml2Ax-1ntgzgJweV4WPav6lZUeK9.wav Have three rounds of attack before you switch on the defense and then you're going to have three rounds of Defense before you switch on to attack. Have three rounds of attack before you switch on the defense and then you're going to have three rounds of Defense after which you repeat again on to attack. 21,23 21,25 substitution +show_2TuwSyFIHWD1UxyBCMLnWT-4N24WWvGmHzFS0BoqfGNRE.wav break out of their shell a little bit and you see oh gosh, they're really way more Hardy than I thought or funny than I thought or whatever because it's the moment they've drench themselves like the other day. break out of their shell a little bit and you see oh gosh, they're really way more Hardy than I thought or funny than I thought or whatever because it's the moment they recovered from harsh cold weather of the other day. 32,35 32,38 substitution +show_1CzCdrVrUH7JwgyZnVGYLh-6Q5gndks7qNDYlyWQNThsb.wav Hey guys, Tim Jennings here with soul heart with another episode of search engine optimization tips and tricks trying to get your site found on Google and other search engines like that. Hey guys, Tim Robinson hosting the show today with another episode of search engine optimization tips and tricks trying to get your site found on Google and other search engines like that. 3,7 3,7 substitution +show_1CUdmqDR1A47vPMjsiK6m2-0vStekPNMu57qySDbgL4Bz.wav And I think that's uh it's it's a fascinating uh Dynamic but uh I wanna thank you. And I think that's absolutely a super fresh, new, and exciting Dynamic but uh I wanna thank you. 4,9 4,10 substitution +show_1tUHam5eF5aw1ANOoTTNHY-00rYk6fUFND3sgPVnFfOx5.wav You know your body first and foremost because that is so important. You know your friends and family first and foremost because that is so important. 3 3,5 substitution +show_1Tazwk3AUA0uz6jQk0X2qx-6AnUhuFsREJdKTZ5YtJN67.wav I actually got I took the BET and I bet on the Cavs winning. I actually got I took the BET and I bet on the Patriots with Tom Brady winning. 12 12,15 substitution +show_1c7paeaWBSC8lM2WmoE7oI-7ngmygKXeMj6llnxB9E5W5.wav We also have to be able to observe ourselves and how we behave, why do we refuse to rest? We also have to be able to observe ourselves and contemplate our decisions, such as why do we refuse to rest? 10,12 10,14 substitution +show_1tPIbAQXvAfaZ9w2aUDVn5-2Otc04LmTGhUMuBF8U36Bt.wav teachers in elementary school and middle school are not that different. teachers in elementary school and in most universities are not that different. 5,6 5,7 substitution +show_1CnVxnXxFzJyqAVe0gxVao-2MZDt0KXGXSM6ciptUHsJI.wav maybe take like two shots a day of like that drink and I'm sorry sure when I saw my doctor that Monday she did an ultrasound. maybe take like a day off or something because after the weekend when I saw my doctor that Monday she did an ultrasound. 3,14 3,11 substitution +show_1TH2TkfOKETXMhheVKhnSF-4OR6mYxdRwIdRfZAZyIg0d.wav Interesting and I think this is a comment a much more common phenomenon nowadays is that she just found out that she has a fifth sibling? Interesting and I think she just found out that she has a fifth sibling? 4,15 3,4 deletion +show_1CmHgwWKnKTU94RPoVJVhm-2FjSP20WACh8xlrfgo27lv.wav Now maybe should we why don't we push this out to situation Nation? Now maybe should we think about if we want to push this out to situation Nation? 4,6 4,9 substitution +show_1cY9S6222J0jGzYbHGQKPs-7ImJPzwLhq2ZjRrbYBMANb.wav Okay, what's um, what's one genre people will be shocked to know that you read. Okay, what's um, what's one genre people will be shocked to know you really like to read. 12,13 12,15 substitution +show_1T69Xe0EJ4n0gOO4RD9qv0-42elfJEncMhPZCtpdwUX2Q.wav To buy that vodka or putting the money at the dock passive and there's one other thing that actually I'm not sure if you you guys are really aware. To buy that vodka or any other alcohol you need to show proof of age and there's one other thing that actually I'm not sure if you you guys are really aware. 5,11 5,14 substitution +show_1t3ZatwPEux3wUnXMUE62z-2VItlcCcQodDtxIm1hEgLc.wav I knew that if I didn't just start even if it wasn't perfect that I would never start. I knew that if I didn't just get to work on it even if it wasn't perfect that I would never start. 7 7,11 substitution +show_1T6df6cejtcf12QJZN0yUu-5mvPGk6dS60f0LCPGjbR4D.wav Just because someone isn't saying anything while you're talking doesn't mean they are processing a single word. Just because someone is quiet while you're talking doesn't mean they are processing a single word. 3,5 3,4 substitution +show_1cKkutPWS7rRmyOtrSwouo-79txjRa3xuTvzkjLhRvBgR.wav Is an infinitely constricting Paradox if I try and Define how much needs to be done before I can enjoy an emotional experience. Is an infinitely constricting Paradox if I try and figure out everything I have to do before I can enjoy an emotional experience. 9,15 9,15 substitution +show_1C98g10rH9mj7aiTgRGEtH-416OTsevOhXjjB6asFyyK9.wav And like I look back to our branding uh two years ago, like you can see what the website looked like back then horrendous. And like I look back to our branding back when we were first starting out as a company, like you can see what the website looked like back then horrendous. 8,11 8,17 substitution +show_1CMwbrEPRtk46eseEmxFOd-6FlNy7MMX7L4J5KCyVYWYM.wav If you screenshot somebody though, like if they send a picture and you take a screenshot, I think that person knows that you have screenshotted them. If you screenshot somebody though, like if they send a picture and you take a screenshot, I think there's a little notification in the app telling them that you have screenshotted them. 18,20 18,26 substitution +show_1TTQPQzpjtXPKadzUx5vo6-1nVtCzKPNliNLJ91Ck5TSq.wav So my last question for you guys talk to me about your most memorable moment or the aha moment or the that feeling of just it was so wonderful to be part of this club. So my last question for you guys talk to me about that feeling of just it was so wonderful to be part of this club. 11,20 10,11 deletion +show_1c4MlC6ClLyP8osRCtdTUs-2GXhBpBNH9GrdHorlNBcPo.wav Personal trainers pretty much pretty much a teacher is just a teacher teaching you in assisting Youth of the goals that you want. Personal trainers pretty much are just coaches I mean really they're like pretty much a teacher is just a teacher teaching you in assisting Youth of the goals that you want. 3,4 4,11 insertion +show_1coo0trh2Do1KR6ev6Fczv-3Zr9rSN8B9pjuNMjZVcYVM.wav So that's why there's a definite divided in people's opinion on this and that's why it's been such a highly talked about issue. So that's why there's a definite divided in people's opinion on this which is likely also why it's been such a highly talked about issue. 12,13 12,15 substitution +show_1cVKtsokch166IPm3tRg0U-4XdMT9MFto7G1IWnaH7fZV.wav Prohibits that so by getting rid of homework. Prohibits that so we're getting rid of homework. 3 3 substitution +show_1CLAwGQAgTZIzV0TBj254v-51nbmcVD8allN0g5hLbhN7.wav Went Caspian and said Lord King slay me speedily as a great traitor for buy my silence. Went Caspian and said if you'll see me slain I ask only that it be done speedily as a great traitor for buy my silence. 4,7 4,15 substitution +show_1TsDtgHbctWFu1B856QLI0-6LykTfQQJFPhKfoVzNdtgA.wav Environment has changed and yes, it is easy to say our environment is out to get us and it might not be your fault. Environment has changed and yes, it is easy to say our environment is dying right now and it might not be your fault. 13,16 13,15 substitution +show_1cOsDxbQjLADedwZaG7Bm1-6mLz726LYCcgN69RWWlrOJ.wav Fast cars, that had the nice clothes, that had the money, they was criminals. Fast cars, that had the nice clothes, that had expensive gold watches, that had the money, they was criminals. 8,9 9,13 insertion +show_1ttEqOUCJnc7JAGNCWaAqq-471ymSOOetlSAecJK9Bfhr.wav Kind of a great time he kind of gets to pair with uh Quinn Priester and those to kind of get to come up through the minor leagues together. Kind of a great time he gets to team up with Quinn Priester and those to kind of get to come up through the minor leagues together. 6,12 6,10 substitution +show_1CB8GHgtZAnsn6ihBUOWKo-1DyrYzUYIq5Zx4edeHge5Y.wav back the Coca Cola, and then everyone be happy and buy it more, then they make more money. back the Coca Cola, and then everyone buy it more, then they make more money. 7,9 6,7 deletion +show_1tzXR6tf3WGxV9nNWolDMN-5ZayFE8KG7W18jlM9t5d44.wav And, just either let the balloon go she would count down uh and then we would all think of what we wanted to let go and then we would let the balloon go or blow out our candles and then it was gone. And, just either let the balloon go she would count down uh and then we would celebrate this moment togather and then we would let the balloon go or blow out our candles and then it was gone. 16,24 16,19 substitution +show_1tAewNZS0q8QPQpIIEUQQ0-3juUg3wFn3w7OFFo0sGe6R.wav When they killed them they turned back into the packed humans that were there. When they killed them they turned back into the terrified ponies that were there. 9,10 9,10 substitution +show_1T15rqmPErKONqSx9rzr9H-726cSurFjtPFS9fiEAMT6b.wav Use those email templates verbatim verbatim, but make sure y'all very careful with them because there's merge codes that they have preselected that might not be. Use those email templates verbatim, but make sure y'all very careful with them because there's merge codes that they have preselected that might not be. 4 3,4 deletion +show_1cdpRq4rWNv1xYw3yab7b7-1BDuArBpFR2bZmv4cNafcl.wav So I'm pretty sure I wanted to be a teacher so I could just tell everyone what to do.|So I'm pretty convinced that I wanted to be a teacher so I could just tell everyone what to do. So I'm pretty convinced that I wanted to be a teacher so I could just tell everyone what to do.|So I'm pretty convinced that I wanted to be a teacher so that I can tell everyone what to do. 3|11,13 3,4|12,14 substitution|substitution +show_2C0AgUOt4eCULjFjb3mynN-6Uv8Y4yw6o4V2zCKZrzrPg.wav See why it's extremely valuable to it's kind of like it's kind of like having a wall hack to watch a demo.|See why it's extremely important right? it's kind of like it's kind of like having a wall hack to watch a demo. See why it's extremely important right? it's kind of like it's kind of like having a wall hack to watch a demo.|See why it's extremely important right? it's kind of like having a rough time to watch a demo. 4,5|10,17 4,5|10,13 substitution|substitution +show_2czpNd58pfuIxOCvO2czHu-2U9S7MpxvVUR6sPTdFRUWR.wav So um yea that's it for this episode of the podcast what I will let say just eh that just as we come to the end of the podcast.|So um yea that's pretty much all for this episode of the podcast what I will let say just eh that just as we come to the end of the podcast. So um yea that's pretty much all for this episode of the podcast what I will let say just eh that just as we come to the end of the podcast.|So um yea that's pretty much all for this episode of the podcast as we come to the end of the podcast. 4|11,19 4,6|12,13 substitution|deletion +show_2c04iZbAAIYmZrTIRgggNc-4zacmnwJi3osMV5beOYGLu.wav Then at the same time in my mind mentally I kept screaming and yelling and mentally I'm thinking to myself I'm screaming and yelling at the top of my lungs.|Then at the same time I feel like I'm trapped mentally and I'm thinking to myself I'm screaming and yelling at the top of my lungs. Then at the same time I feel like I'm trapped mentally and I'm thinking to myself I'm screaming and yelling at the top of my lungs.|Then at the same time I feel like I'm trapped mentally and I'm thinking to myself I'm screaming at the top of my lungs. 5,15|22,23 5,11|17,18 substitution|deletion +show_2co4uJEBlUoi9JanlRz6ls-1QGXaI6j7lYMr3jofmM7Vy.wav If you ever wondered how I make my podcast guys, well I use anchor anchor is free.|If you ever thought about how I make my podcast guys, well I use anchor anchor is free. If you ever thought about how I make my podcast guys, well I use anchor anchor is free.|If you ever thought about how I make my podcast guys, well the key is a tool called anchor anchor is free. 3|11,12 3,4|12,17 substitution|substitution +show_1TMFh5H29pHWPD6KizMrlq-0nCgrfdU9zWUl6XJUnbsUX.wav served an incredibly big purpose doing that that being said all of that was me trying to instill those things into my life.|served an incredibly long time doing that that being said all of that was me trying to instill those things into my life. served an incredibly long time doing that that being said all of that was me trying to instill those things into my life.|served an incredibly long time doing that that being said all of that was me trying to instill things into my life. 3,4|18 3,4|17,18 substitution|deletion +show_28ZmEMgyEUzHCmoW9DdwK3-12YTpVg7Ko2mRc4Si6OtDu.wav Be a good stress as well something that you know, you could be controlling something that won't you know, take a mental toll on you.|Be a good stress as well you know, you could be controlling something that won't you know, take a mental toll on you. Be a good stress as well you know, you could be controlling something that won't you know, take a mental toll on you.|Be a good stress as well you know, you could be controlling something that will not take a mental toll on you. 6,7|16,18 5,6|14,15 deletion|substitution +show_2toX0f3dPmI8gmUSOKZicx-1fJ8FUGSZLyb5fpbd3QDSi.wav This year has been like my entire Journey so far in the music business and I'm just looking forward to what's to come.|This year has been the best part of my Journey so far in the music business and I'm just looking forward to what's to come. This year has been the best part of my Journey so far in the music business and I'm just looking forward to what's to come.|This year has been the best part of my Journey so far in the acting business and I'm just looking forward to what's to come. 4,6|12 4,8|14 substitution|substitution +show_2txZW3TWakg6Pr41kcbiA6-2MlY5WOs8ScY5zTfGRJHDc.wav And but with this job it was like I was staring at a computer like for 10 hours 8 hours and then maybe doing therapy like for nine hours a week.|And but with this job I had to just be like reading or typing away on a computer like for 10 hours 8 hours and then maybe doing therapy like for nine hours a week. And but with this job I had to just be like reading or typing away on a computer like for 10 hours 8 hours and then maybe doing therapy like for nine hours a week.|And but with this job I had to just be like reading or typing away on a computer like for 10 hours 8 hours and then maybe doing digital art for nine hours a week. 5,11|24,25 5,15|28,29 substitution|substitution +show_2CN1XNYxo4NFClfUajCtSM-75tS2ZoJCscJetPxi0aukT.wav So, you know like there was a there was an example where I bought two or three pair and literally just gave them to Goodwill as I was moving because the I never wore them they still had tags on them.|So, you know like there was an example where I bought two or three pair and literally just gave them to Goodwill as I was moving because the I never wore them they still had tags on them. So, you know like there was an example where I bought two or three pair and literally just gave them to Goodwill as I was moving because the I never wore them they still had tags on them.|So, you know like there was an example where I bought two or three pair and then just gave them to Goodwill as I was moving because the I never wore them they still had tags on them. 6,8|19 5,6|16 deletion|substitution +show_2Cp52s1B4vepSJi2F8gmU9-36PtNWkMxWZtxbqBJ4mUXD.wav And I want to mention that there were a couple of teachers who really helped me during that time.|And I want to mention that there were a couple of great teachers who really helped me during that time. And I want to mention that there were a couple of great teachers who really helped me during that time.|And I want to mention that there were a couple of great teachers who noticed and reached out when I was struggling and helped me during that time. 10,11|13 11|14,22 insertion|substitution +show_2T23esVRXBfFb5vigvG7A5-6JivmdWNP3UnZiIOplv953.wav It's hard to say how I get things off the ground because I just get going like I don't know how to explain it.|It's hard to say how I get the system running so quickly because I just get going like I don't know how to explain it. It's hard to say how I get the system running so quickly because I just get going like I don't know how to explain it.|It's hard to say how I get the system running so quickly because I just get going I don't know how to explain it. 7,10|16 7,11|16,17 substitution|deletion +show_2T3Pjyw6MJEwPE9uixrYak-7M5817WSsGaldlQfZptcyf.wav I know now how extremely lucky that truly is what a blessing Not only was I going to be a mom but besides nausea all my other symptoms went away.|I know now how incredibly lucky I really was, what a blessing Not only was I going to be a mom but besides nausea all my other symptoms went away. I know now how incredibly lucky I really was, what a blessing Not only was I going to be a mom but besides nausea all my other symptoms went away.|I know now how incredibly lucky I really was, what a blessing Not only was I going to be a mom but except for nausea all my other symptoms went away. 4,8|22 4,8|22,23 substitution|substitution +show_1C5B3zuyd67j7v9XRKNb2L-4Az7OglwsgYR94ikvOZdCf.wav Past something and I have so many things that I have planned for this podcast, but first before we get into any of that I'm going to introduce myself.|Past something and I have so many things that I have planned to talk about today, but first before we get into any of that I'm going to introduce myself. Past something and I have so many things that I have planned to talk about today, but first before we get into any of that I'm going to introduce myself.|Past something and I have so many things that I have planned to talk about today, but first before we get into any of that I would like to introduce myself. 12,14|24,25 12,15|25,27 substitution|substitution +show_1c8f0MS5LcfbSvwexFC9mn-1MY1u1xOyiFAWXGRqyPJj7.wav You know with hesitation everything is counted to the T and says if every drink is measured, how are you going to give a regular an honest poor?|You know with hesitation everything is counted to the T and says if you're calculating the nutritional information, how are you going to give a regular an honest poor? You know with hesitation everything is counted to the T and says if you're calculating the nutritional information, how are you going to give a regular an honest poor?|You know with hesitation everything is counted to the T and says if you're calculating the nutritional information, how are you going to provide the same service to an honest poor? 13,16|22,24 13,17|23,27 substitution|substitution \ No newline at end of file diff --git a/gradio_app.py b/gradio_app.py index 72df9e1..e0f113b 100644 --- a/gradio_app.py +++ b/gradio_app.py @@ -79,6 +79,9 @@ class WhisperxModel: def load_models(whisper_backend_name, whisper_model_name, alignment_model_name, voicecraft_model_name): global transcribe_model, align_model, voicecraft_model + if voicecraft_model_name == "giga330M_TTSEnhanced": + voicecraft_model_name = "gigaHalfLibri330M_TTSEnhanced_max16s" + if alignment_model_name is not None: align_model = WhisperxAlignModel() @@ -435,7 +438,8 @@ with gr.Blocks() as app: with gr.Column(scale=5): with gr.Accordion("Select models", open=False) as models_selector: with gr.Row(): - voicecraft_model_choice = gr.Radio(label="VoiceCraft model", value="giga830M", choices=["giga330M", "giga830M"]) + voicecraft_model_choice = gr.Radio(label="VoiceCraft model", value="giga830M", + choices=["giga330M", "giga830M", "giga330M_TTSEnhanced"]) whisper_backend_choice = gr.Radio(label="Whisper backend", value="whisperX", choices=["whisper", "whisperX"]) whisper_model_choice = gr.Radio(label="Whisper model", value="base.en", choices=[None, "base.en", "small.en", "medium.en", "large"]) @@ -500,13 +504,15 @@ with gr.Blocks() as app: stop_repetition = gr.Radio(label="stop_repetition", choices=[-1, 1, 2, 3, 4], value=3, info="if there are long silence in the generated audio, reduce the stop_repetition to 2 or 1. -1 = disabled") sample_batch_size = gr.Number(label="speech rate", value=4, precision=0, - info="The higher the number, the faster the output will be. Under the hood, the model will generate this many samples and choose the shortest one") + info="The higher the number, the faster the output will be. " + "Under the hood, the model will generate this many samples and choose the shortest one. " + "For giga330M_TTSEnhanced, 1 or 2 should be fine since the model is trained to do TTS.") seed = gr.Number(label="seed", value=-1, precision=0, info="random seeds always works :)") kvcache = gr.Radio(label="kvcache", choices=[0, 1], value=1, info="set to 0 to use less VRAM, but with slower inference") left_margin = gr.Number(label="left_margin", value=0.08, info="margin to the left of the editing segment") right_margin = gr.Number(label="right_margin", value=0.08, info="margin to the right of the editing segment") - top_p = gr.Number(label="top_p", value=0.8, info="0.8 is a good value, 0.9 is also good") + top_p = gr.Number(label="top_p", value=0.9, info="0.9 is a good value, 0.8 is also good") temperature = gr.Number(label="temperature", value=1, info="haven't try other values, do not recommend to change") top_k = gr.Number(label="top_k", value=0, info="0 means we don't use topk sampling, because we use topp sampling") codec_audio_sr = gr.Number(label="codec_audio_sr", value=16000, info='encodec specific, Do not change') diff --git a/inference_speech_editing.ipynb b/inference_speech_editing.ipynb index 95efa12..59b7469 100644 --- a/inference_speech_editing.ipynb +++ b/inference_speech_editing.ipynb @@ -99,7 +99,7 @@ "# run MFA to get the alignment\n", "align_temp = f\"{temp_folder}/mfa_alignments\"\n", "os.makedirs(align_temp, exist_ok=True)\n", - "# os.system(f\"mfa align -j 1 --output_format csv {temp_folder} english_us_arpa english_us_arpa {align_temp}\")\n", + "os.system(f\"mfa align -j 1 --output_format csv {temp_folder} english_us_arpa english_us_arpa {align_temp}\")\n", "# if it fail, it could be because the audio is too hard for the alignment model, increasing the beam size usually solves the issue\n", "# os.system(f\"mfa align -j 1 --output_format csv {temp_folder} english_us_arpa english_us_arpa {align_temp} --beam 1000 --retry_beam 2000\")\n", "audio_fn = f\"{temp_folder}/{filename}.wav\"\n", diff --git a/inference_tts.ipynb b/inference_tts.ipynb index 3cce38d..f18270c 100644 --- a/inference_tts.ipynb +++ b/inference_tts.ipynb @@ -63,7 +63,7 @@ "device = \"cuda\" if torch.cuda.is_available() else \"cpu\"\n", "from models import voicecraft\n", "#import models.voicecraft as voicecraft\n", - "voicecraft_name=\"giga830M.pth\" # or giga330M.pth\n", + "voicecraft_name=\"gigaHalfLibri330M_TTSEnhanced_max16s.pth\" # or giga330M.pth, giga830M.pth\n", "ckpt_fn =f\"./pretrained_models/{voicecraft_name}\"\n", "encodec_fn = \"./pretrained_models/encodec_4cb2048_giga.th\"\n", "if not os.path.exists(ckpt_fn):\n", @@ -141,14 +141,14 @@ "codec_audio_sr = 16000\n", "codec_sr = 50\n", "top_k = 0\n", - "top_p = 0.8\n", + "top_p = 0.9 # can also try 0.8, but 0.9 seems to work better\n", "temperature = 1\n", "silence_tokens=[1388,1898,131]\n", "kvcache = 1 # NOTE if OOM, change this to 0, or try the 330M model\n", "\n", "# NOTE adjust the below three arguments if the generation is not as good\n", "stop_repetition = 3 # NOTE if the model generate long silence, reduce the stop_repetition to 3, 2 or even 1\n", - "sample_batch_size = 4 # NOTE: if the if there are long silence or unnaturally strecthed words, increase sample_batch_size to 5 or higher. What this will do to the model is that the model will run sample_batch_size examples of the same audio, and pick the one that's the shortest. So if the speech rate of the generated is too fast change it to a smaller number.\n", + "sample_batch_size = 2 # for gigaHalfLibri330M_TTSEnhanced_max16s.pth, 1 or 2 should be fine since the model is trained to do TTS, for the other two models, might need a higher number. NOTE: if the if there are long silence or unnaturally strecthed words, increase sample_batch_size to 5 or higher. What this will do to the model is that the model will run sample_batch_size examples of the same audio, and pick the one that's the shortest. So if the speech rate of the generated is too fast change it to a smaller number.\n", "seed = 1 # change seed if you are still unhappy with the result\n", "\n", "def seed_everything(seed):\n", diff --git a/inference_tts_scale.py b/inference_tts_scale.py index 2ebb78c..9915b22 100644 --- a/inference_tts_scale.py +++ b/inference_tts_scale.py @@ -98,7 +98,9 @@ def inference_one_sample(model, model_args, phn2num, text_tokenizer, audio_token gen_sample = audio_tokenizer.decode( [(gen_frames, None)] ) - + #Empty cuda cache between runs + if torch.cuda.is_available(): + torch.cuda.empty_cache() # return return concat_sample, gen_sample @@ -187,4 +189,4 @@ if __name__ == "__main__": seg_save_fn_concat = f"{args.output_dir}/concat_{new_audio_fn[:-4]}_{i}_seed{args.seed}.wav" torchaudio.save(seg_save_fn_gen, gen_audio, args.codec_audio_sr) - torchaudio.save(seg_save_fn_concat, concated_audio, args.codec_audio_sr) \ No newline at end of file + torchaudio.save(seg_save_fn_concat, concated_audio, args.codec_audio_sr) diff --git a/models/voicecraft.py b/models/voicecraft.py index 8d83729..ab3cf37 100644 --- a/models/voicecraft.py +++ b/models/voicecraft.py @@ -409,6 +409,10 @@ class VoiceCraft(nn.Module): .expand(-1, self.args.nhead, -1, -1) .reshape(bsz * self.args.nhead, 1, src_len) ) + # Check shapes and resize+broadcast as necessary + if xy_attn_mask.shape != _xy_padding_mask.shape: + assert xy_attn_mask.ndim + 1 == _xy_padding_mask.ndim, f"xy_attn_mask.shape: {xy_attn_mask.shape}, _xy_padding_mask: {_xy_padding_mask.shape}" + xy_attn_mask = xy_attn_mask.unsqueeze(0).repeat(_xy_padding_mask.shape[0], 1, 1) # Example approach xy_attn_mask = xy_attn_mask.logical_or(_xy_padding_mask) new_attn_mask = torch.zeros_like(xy_attn_mask) @@ -455,7 +459,7 @@ class VoiceCraft(nn.Module): """ x, x_lens, y, y_lens = batch["x"], batch["x_lens"], batch["y"], batch["y_lens"] x = x[:, :x_lens.max()] # this deal with gradient accumulation, where x_lens.max() might not be longer than the length of the current slice of x - y = y[:, :y_lens.max()] + y = y[:, :, :y_lens.max()] assert x.ndim == 2, x.shape assert x_lens.ndim == 1, x_lens.shape assert y.ndim == 3 and y.shape[1] == self.args.n_codebooks, y.shape