RVC Tutorial - Speak in any voice! - Retrieval-based Voice Conversion - Easy AI Voice Tutorial

[@fadysameh7656]

So is that for english voice only you can i do it for any language like train it a german and speak german?

[@AiVOICETUTOR]

Any language should work. So if you train a German voice and then use another native german voice as input to clone it, then it should sound perfect. If you use a different language input, compared to whatever was used to train the voice, then you should end up with an accent (similar to real accents).

[@anyonecancode8329]

@@AiVOICETUTOR Hi man, will this guide work for any language? I want to clone my voice in Vietnamese. If it wont work, pls help me by link to any other guides!

[@AiVOICETUTOR]

Sorry I missed your reply. Please post exactly what didn't work for you here so me and others can help you

[@AiVOICETUTOR]

@anyonecancode8329 Train the voice with a Vietnamese one and it'll work

[@bannedname5036]

@@AiVOICETUTOR I'm trying to do voices, but keep ending up with an Australian accent to anything I do. Is there a way to sound less Australian?

[@grabani]

Very good detailed and clear tutorial. I understand you have just started your KZbin journey, but I encourage you to keep going I see you growing your channel because the content quality is excellent.

[@AiVOICETUTOR]

Thank you so much for your kind words! Much appreciated!

[@FourLionsClips]

not clear at all xd

[@imrankhan-ko4op]

the quick gui is very helpful, i spend 3 days in installl rvc with different command as i not programmer, diffult for me,! after everything works, main issue was to train model, when i start training my gpu temps wento 83+ within 5 minute, i live in hot area, I tried pretrain models by community to to my work but rvc never detects it. luckily this video helps me. thank you man!,.

[@AiVOICETUTOR]

Glad it was helpful. Thanks for taking the time to comment!

[@playipstreamsolutions5538]

I’m way too dumb, well explained I just couldn’t get it to work, thanks

[@georgelaskosofficial]

Hey mate. First of all *GREAT JOB*. Everything works great. I have a question. What about to give an audio in English and convert it to other language? Any idea?

[@bwheldale]

This "first video tutorial" got me subscribed. I'm waiting to try this but I'm waiting for another speech training program I'm running to complete. I'm interested in program/tutorial that utilizes Speaker Diarization to identify and separate speakers in an audio file and segments each speaker's audio into separate audio files. E.g., create a training dataset from video/movie of favourite characters and clone them (responsibly of course!).

[@AiVOICETUTOR]

Thanks for your feedback! What you described would be really really useful and I'm sure it won't be too long before we'll be able to do this somehow

[@gisfdlc9210]

You're fantastic; thank you so much 👍

[@AiVOICETUTOR]

You're welcome and thanks for taking the time to comment 🙏

[@AbelFelixStudio]

Thanks man. Now I can do animation without hiring someone else to record voices.

[@AiVOICETUTOR]

Glad it was useful to you!

[@magenta6]

Good tutorial, clear, concise and well presented.

[@AiVOICETUTOR]

Thank you very much! Glad you like it

[@PurpleWind64]

Thank you so much for this. I was stuck for hours on some other tutorial only because the boob who made it left out the instruction on the Train Feature Index button. I wish this was the tutorial I came across first.

[@AiVOICETUTOR]

Awesome! I'm glad you found the tutorial and that it was helpful to you

[@cristobalmuller]

Is harvest the best quality? Or Crepe? Do you have a setting for the highest quality? Thanks!

[@thebluecreeper2574]

I think harvest is the best quality.

[@parkermaggard8862]

very helpful thankyou

[@PotatoKaboom]

it all worked flawlessly! thank you very much, i will look out for more content from this channel :) one thing: can you give some references / papers to cite on the technology that is used by the repo?

[@AiVOICETUTOR]

Glad it worked for you without issues! I couldn’t find any papers (maybe because the authors of the tool are Chinese) but the keyword is “retrieval based voice conversion“. Maybe you‘ll be able to find something

[@PotatoKaboom]

@@AiVOICETUTOR Hey, the repo references HIFI-Gan which is a paper that is already a few years old. Just not used to have this "old" tech giving results like that all of a sudden because the community delivers in such a way. Audio is just a totally different world compared to text processing and LLMs where new papers are thrown out on a daily basis. Thank you for your help though!

[@magellanthecat]

Ug. One note says you need 30 minutes. Then it's only 10 minutes. Could we please make the information clearer up front? WHat is the actual minimum amount of time needed? 2 minutes? 30 seconds?

[@Salvat-pz9lz]

No suported Nvidia Cards. using CPU for inference cpu . A solution Please

[@AiVOICETUTOR]

You need to use a NVIDIA GPU

[@sinterm]

Hi, first of all I would like to thank you for such a clear guide. Secondly I would like to ask one question. I made my voice AI model, but since I have a weak video card, I've only been able to make 25 epochs so far (each one takes me 20-25 minutes), so here's a question: if I use the same voice file, then specify my existing model in the "Load pre-trained base model (G and D) path" tab and make 20 epochs this time, will they add up? So in total my model will have 45?

[@AiVOICETUTOR]

Hi, thanks I'm glad you like the video. You can easily resume by going back to the tool and click "Train Model". But when you start training, you should set the total number of epochs you want to train and then you can interrupt it after the pth has been saved (after whatever you set in the "saving frequency"). More info about resuming here: github.com/RVC-Project/Retrieval-based-Voice-Conversion-WebUI/issues/953

[@sinterm]

Thank you !@@AiVOICETUTOR

[@kingsofthering]

I did not expect step 2 two take a literal 24 hours lol, but hopefully this all works in the end.

[@AiVOICETUTOR]

Sorry it took so long for you but I hope you got a good result in the end

[@thebluecreeper2574]

Why does it say "Please select a model and input audio file"???????????

[@eskhatos]

I have followed every step in this to a tee, but when I try to save the .pth file, nothing shows up in weights, but every other file is saved. I cannot find the pth through a search either. I'm not sure why this is.

[@kollias_music]

thanx! Any chance you do a tutorial for singing voice cloning?

[@brownjonny2230]

Thanks it's very easy follow. Btw what microphone are you using?

[@AiVOICETUTOR]

Thanks. For this video I was only using my iPhone (can't really remember if I was using a headset microphone connected to the iPhone though). Since then I have upgraded to a Razer seiren v2 x

[@brownjonny2230]

@@AiVOICETUTOR Cool thanks.

[@NSG25]

awesome

[@AiVOICETUTOR]

thanks

[@ER-ec4uq]

Thanks for the clear tutorial. Do you have any tips for getting a more realistic end result? I guess the quality depends a lot on the input source. But is it possible to do extra training, increasing epochs maybe? Or would using more than ten minutes help too?

[@AiVOICETUTOR]

Thanks for your comment. You could try what my latest edit in the video description suggests and use RMVPE to train the model. Or you could try it with more or less epochs. I also found that it works better with some input voices than with others and some input voices need more epochs than others etc. It's really a science of itself

[@ER-ec4uq]

Thanks, I'll experiment a bit. It's pretty cool stuff though, when it works it's very impressive. Although the end result really depends on the audio you use to convert because it retains all the mannerisms and even some of the accent@@AiVOICETUTOR

[@AiVOICETUTOR]

Yes totally agree. So many factors that are influencing the end result. The good thing is that the tech will only get better from here :)

[@Asdedix]

I have this error ValueError: invalid literal for int() with base 10: 'Voice\\xxx

[@AiVOICETUTOR]

Make sure you have no spaces or special characters in the folder path

[@joacoolcipher]

@@AiVOICETUTOR but mine doesnt have any space or special characters onto my path, ive been trying to solve this for 3 hours without success because id never wanna give up even if its driving me insane?? come up with a better solution instead of copying and paste the same thing onto other comments which have same issue as i have?? if you cant then you could ofc link me some other youtube video which goes in depth of that same tool youre also using on your video aswell..

[@열정모리]

RuntimeError: CUDA error: out of memory CUDA kernel errors might be asynchronously reported at some other API call, so the stacktrace below might be incorrect. For debugging consider passing CUDA_LAUNCH_BLOCKING=1. Compile with `TORCH_USE_CUDA_DSA` to enable device-side assertions. How do I fix this error? Do you have any recommended videos?

[@AiVOICETUTOR]

You can try the following things. 1.Lower the batch size to "1". 2.Cut the audio in clips shorter than 10 seconds. 3. Reduce the size of the dataset.

[@Visito_kruse]

Did everything as explained by i am prompted with Filenotfounderror. What could be the issue?

[@crackinfo8888]

I think I'm gonna make pororo ambatukam

[@AiVOICETUTOR]

Had to look it up. Go for it!

[@Overneed-Belkan-Witch]

Yes

[@petrcejpek3317]

Thanks for the tutorial. 🙂Unfortunately, I have a problem in Czech language. I have trained my model for 500 epochs on cca 26 minutes of training dataset. When I finally apply the model, the voice color is perfect, but the pronunciation is sometimes quite spoiled. The original and the target language are the same (Czech). Do you have any advice?

[@magellanthecat]

So, my samples aren't showing up in the "weights" folder, nor are there any new .pth files anywhere on my system. So... now what? Is there an update to this tutorial, because I am not familiar with this enough to troubleshoot on my own--that's why I'm using a tutorial in the first place.

[@explorewithnafa]

Please how do I livestream this in a Zoom video call

[@AiVOICETUTOR]

Works the same way for Zoom as for discord: kzbin.info/www/bejne/rHeunmB9YsmrftE

[@smaiderman2]

I can confirm that this works in Spanish. Also, is there a way to improve the sound quality? Im using your suggested values, and I get a pretty good output, but you can tell is fake because its slightly "robotic". Would it get better results changind any parameter, even if it takes more time to proccess? Thank you for the tutorial!

[@AiVOICETUTOR]

Hi, you could try what my latest edit in the video description suggests and use RMVPE to train the model. Or you could try it with more or less epochs. I also found that it works better with some input voices than with others.

[@ProgrammerPenguin]

oh snap i am definataly gonna animate using this!

[@AiVOICETUTOR]

Awesome!

[@ProgrammerPenguin]

@@AiVOICETUTOR i'll make phineas and ferb parodys

[@AiVOICETUTOR]

Would love to see them! If you want to, drop me a link once you’re done

[@ProgrammerPenguin]

@@AiVOICETUTOR* o h i w i l l *

[@HarrisonBorbarrison]

I guess I can't do it on Mac since MacOS can't run .bat files.

[@AiVOICETUTOR]

You can install Pinokio (kzbin.info/www/bejne/op-UonidodOjg9E) on Mac and install RVC easily. Hope it works for you

[@techgenius614]

thank you very much ım try to find this program

[@nadj630]

I'm doing all the steps. There is no problem, but the latest pth file does not appear. There are only index files. ['extract_feature e', 'v2'] D:\RVC-beta\RVC-b load model(s) fro move model to cpu all-feature-17 all-feature-done

[@AiVOICETUTOR]

Make sure that your GPU is detected by the tool. If it is detected then you could try lowering the batch size. More here: github.com/RVC-Project/Retrieval-based-Voice-Conversion-WebUI/issues/816

[@remcee2]

@@AiVOICETUTOR I'm having the same problem, on the issue github page you sent wasn't a solution. Do you know more about this problem?

[@shirifshirif9506]

Everything works perfectly only one issue. The epoch are really slow despite the powerful PC. What could be the reasons?

[@AiVOICETUTOR]

Glad it works for you. If you’re not getting any errors, I think it’s normal that it’s slow. Even on powerful PCs

[@jazzkaur3581]

hi please answer me , i am trying to train a model but i know that i cant do it in one sitting like the pc will restart. is there a way to continue training from where i left off , lets say i am at 120 epoch and pc shuts down , i dont want to continue again from 1. i know we can back up every few epoch but can we continue training from lets say 50th epoch or 100th if i am backing up every 50 epoch?

[@AiVOICETUTOR]

Hi. Yes this seems to be possible but it's not very straight forward. Check this thread on Git for more info: github.com/RVC-Project/Retrieval-based-Voice-Conversion-WebUI/issues/606. Hope it helps

[@kuroganehaku]

I've downloaded it and it works, but now i want to uninstall it but i don't know how. Its taking up too much spaces for me.

[@AiVOICETUTOR]

You can just delete the folder manually.

[@nghiatong-pu1si]

thanks!

[@AiVOICETUTOR]

Thanks for watching!

[@baraobuu]

Training with 01:35 is not good right? I cleaned the audio of the only video I have from my deceased grandmother, train with 300 epoch took the all day training, I'm using Nvidea Gforce GTX 1060 6GB, in GPU I used 10 value, the result was not good and I did find out the file size did not increased after, the training could not improve any further, I guess 01:35 is insuficient data.

[@AiVOICETUTOR]

Yeah, I'm afraid the sample size is too small for this tool. You could try two tools (XTTS and Bark Voice Cloning) via Pinokio (kzbin.info/www/bejne/op-UonidodOjg9E) that require only a few seconds of input data. However the quality of the results is not comparable to RVC. Maybe the next version of RVC will work better with shorter input audio samples

[@didierdunca]

5:20 cmd windows i have this in the last phrase: ValueError: invalid literal for int() with base 10: 'Music\\RVC-beta-v2-0528\\Lecturer' my audio is 9 minutes

[@didierdunca]

very stupid program but my directory was too long... I had to edit it from this Music\\RVC-beta-v2-0528\\Lecturer to this M\\RVC-beta-v2-0528\\Lecturer (make it short)

[@AiVOICETUTOR]

Interesting. Glad you figured it out and thanks for sharing the solution!

[@vithujan]

thx for tuto

[@AiVOICETUTOR]

You're welcome and thanks for watching

[@varunnegi-v7z]

how to use this in google colab?

[@AiVOICETUTOR]

I hope someone else can answer this. Although its way up on my TODO list, I haven't used cola yet.

[@szymonbalinski9766]

Hi! Is it possible to use voices trained with this method in real-time? For example in Discord app?

[@AiVOICETUTOR]

Hey! Technically, it should already be possible since the voice conversions are running faster than real time on some hardware. I haven’t seen any implementations so far but it must be only a matter of time.

[@didierdunca]

@@AiVOICETUTOR make a tuto?

[@drygdryg2]

It's possible. Tha author made a video about this: kzbin.info/www/bejne/rHeunmB9YsmrftE

[@ravkhangurra7522]

Great video, I have noticed when my gradio page comes up, it doesn't have the same options as yours. It might need to be updated, can you please advise how I can do this. Also will you be creating a colab version of this too

[@AiVOICETUTOR]

Thanks and sorry for the delayed reply. If you want to use the exact same version as I did, download this zip file: huggingface.co/lj1995/VoiceConversionWebUI/blob/main/RVC-beta-v2-0528.7z. I still haven't been able to look into colab yet but it's on my ToDo list.

[@Markiz93]

@@AiVOICETUTOR I downloaded this version and I have in GPU information No supported GPU is found. Training may be slow or unavailable.

[@AiVOICETUTOR]

Which GPU do you have?

[@Markiz93]

I think it's most likely a problem with Pytorch, but I don't know, how to update it...

[@AiVOICETUTOR]

Could be far fetched but maybe have a look here: github.com/RVC-Project/Retrieval-based-Voice-Conversion-WebUI/issues/350

[@حالاتواتساب-ح8ي3ز]

can i using for singing

[@AiVOICETUTOR]

Yes if you train it with a voice extracted from songs (use ultimatevocalremover.com to extract the actual voice) and the clone a voice that's singing, it should work fine.

[@CreeperGuy1189]

I was wondering why your training was going so fast then I realized you had a 4090

[@AiVOICETUTOR]

Yeah hopefully the next gen GPUs will offer much better performance for Ai at lower prices

[@builtlikeasackofpotatoes8020]

typed in the path for the audio, hit process and I get this message: Expecting value: line 1 column 1 (char 0)

[@AiVOICETUTOR]

Make sure your folder path doesn't have any spaces or special characters in it

[@billerpjc]

hi . i just seen your channel and the video was easy to understand . will it work on my victus hp . nividia geforce rtx 3050 4gb graphics card, core i5 . 11th gen . please le me know

[@AiVOICETUTOR]

Sorry for the late reply but I just noticed that your comment had been held back from KZbin and I had to approve it. Yes the tool will definitely work on your machine! Training will be slower as in the tutorial but it will work

[@rydarit1948]

it dosent work @@AiVOICETUTOR

[@hashaam06]

These are the my laptop specifications, Please suggest me the freq, epochs, batch_size GPU. CPU 13th Gen Intel(R) Core(TM) i7-13620H Base speed: 2.40 GHz Sockets: 1 Cores: 10 Logical processors: 16 Virtualization: Enabled L1 cache: 864 KB L2 cache: 9.5 MB L3 cache: 24.0 MB Utilization 5% Speed 1.29 GHz Up time 3:01:01:11 Processes 276 Threads 3995 Handles 230130 GPU 1 NVIDIA GeForce RTX 4050 Laptop GPU Driver version: 31.0.15.5161 Driver date: 2/15/2024 DirectX version: 12 (FL 12.1) Physical location: PCI bus 1, device 0, function 0 Utilization 0% Dedicated GPU memory 0.0/6.0 GB Shared GPU memory 0.0/7.9 GB GPU Memory 0.0/13.9 GB

[@LesterLittle-u5f]

Cassandra Lights

[@fernanda3161]

Hi! When deciding the number of epochs... What would be a rough scale to follow corresponding to the amount of voice lines we have?

[@AiVOICETUTOR]

Hi, this is a tough one as it might depend a lot on the input voice. 40 minutes with 300 epochs gave me the best results overall so far but I'd love to hear from others.

[@DungTranOfficial]

I encountered the “CUDA out of memory” error while performing step 3. Does it mean my GPU is to weak? I’m using RTX 2060 graphics card. Please guide me on how to solve this issue, thank you so much.

[@AiVOICETUTOR]

Sorry it didn't work for you. This seems to be one of the most common issues/bugs. You can try the following things. 1.Lower the batch size to "1". 2.Cut the audio in clips shorter than 10 seconds. 3. Reduce the size of the dataset.

[@DungTranOfficial]

@@AiVOICETUTOR I reduced the batch size to 1, restarted the computer and it's now functioning. Thank you for your help!

[@AiVOICETUTOR]

Awesome! Glad it worked

[@orhangorek]

Can I change my current voice model online in the way you showed, with my computer having 4 GB of RAM?

[@AiVOICETUTOR]

It's recommended to use a card with more than 4GB of ram but it might just work ( see: github.com/RVC-Project/Retrieval-based-Voice-Conversion-WebUI/wiki/FAQ-(Frequently-Asked-Questions)#q8cuda-errorcuda-out-of-memory)

[@CoolDudeClem]

Am i doing something wrong? When i do "proccess data", i get this in the command prompt window: runtime\python.exe trainset_preprocess_pipeline_print.py E:\AL Speech Stuff\RVC-beta\RVC-beta0717\sheapk 40000 11 E:\AL Speech Stuff\RVC-beta\RVC-beta0717/logs/just a test False Traceback (most recent call last): File "E:\AL Speech Stuff\RVC-beta\RVC-beta0717\trainset_preprocess_pipeline_print.py", line 8, in sr = int(sys.argv[2]) ValueError: invalid literal for int() with base 10: 'Speech' IS this right or is something wrong? I cant make head nor tail of this robot languadge but i dont think this is right.

[@AiVOICETUTOR]

Remove the spaces in your folder path and it should work.

[@polinazaitseva2016]

still cant figure this out

[@Bigjuergo]

can you pls make a tutorial how to clone a singing voice?

[@AiVOICETUTOR]

Yep its on my todo list

[@sNaikoo]

Hmm i got error when trying input audio file? RuntimeError: Failed to load sound: [WinError 2] The specified file could not be found .. what i do wrong? Help me ASAP.

[@AiVOICETUTOR]

Make sure you don’t have any spaces or special characters in the name of the folder path

[@Mehdi0montahw]

good

[@AiVOICETUTOR]

🙏

[@Estudiojoseph6102]

Muito bom

[@BeaufortOlga-m9u]

Guillermo Expressway

[@MartinBicknell-k1g]

Kautzer Extension

[@jaanbrosmusicofficial]

How much time this whole process need to train a model.....? Because in my case this software is hang and stuck on step 2B what to do....? Plzz help and guide me

[@AiVOICETUTOR]

Step 2b, the feature extraction, should be very quick unless maybe you have many audio files and are using a regular hard disk (and not an SSD)

[@dedsechacker7929]

is there any ai tool where I can enter text it give me voice but before that I can train it to particular voice model and then start making aurdios through texts not actucally to record my voice to clone it

[@AiVOICETUTOR]

Yes, check out this tool for text-to-speech: kzbin.info/www/bejne/hmKreoKsgMxogdE

[@angelmolinalopez9997]

I don't have Nvidia but AMD. When I get to the training it tells me that it has done it successfully but it has not done any epoch. Is it because I don't have the right graphics card?

[@AiVOICETUTOR]

Yeah AFAIK RVC doesn't work with AMD GPUs on windows yet

[@pixelismo]

Hello friend.. sorry for my english... you download the RVC-beta.7z file . Is it for macos too? is it another? or i can`t use it on mac? Thank you!

[@AiVOICETUTOR]

Hey, yeah this works on Mac too. I haven't tried it myself though but you can find some info on how to run it on Mac here: github.com/RVC-Project/Retrieval-based-Voice-Conversion-WebUI/blob/main/docs/en/README.en.md

[@beardedbhais4637]

You said this isn't the most efficient method, can you guide me to the most efficient and highest quality method? I would like to generate a realistic model with fast inference.

[@didierdunca]

me too

[@AiVOICETUTOR]

What I meant by “not the most efficient method“ was that I’m using a separate tool (RVC GUI) instead of doing the voice changing in RVC Beta. Therefore using twice the space. Although it’s not perfect, to my knowledge, training a model in RVC is the highest quality free method available currently.

[@bigguy7558]

Hi, for the Epoch step, is it necessary for it to have 300? It takes a very long time for it to process all of them especially if you don't have 12GB of VRAM for your GPU

[@AiVOICETUTOR]

Hi, it’s not necessary to use 300 epochs but from what I know, with the 10 minute samples, 300 works the best. You could try it with a lower value and see how well the voice performs. For testing purposes maybe start with 20 or 50 epochs

[@bigguy7558]

@@AiVOICETUTOR Hi, after testing I found that 300 epochs sounds best and less robotic than lower values. What would happen if the epoch is raised more than 300? Would it sound more accurate or is it a waste of time?

[@AiVOICETUTOR]

There is a risk of “overtraining“ a model but I’d say you can definitely try going higher than 300. Some people went as high as 1000 but it also depends on how long your input data is

[@bigguy7558]

@@AiVOICETUTOR How much input data would you need if it required 400 epoch? Also, is it recommended to put in audio clips of different tones of the voice (yelling, whisper, etc.)? Thanks

[@AiVOICETUTOR]

I wouldn’t go much higher than maybe 15-20 minutes for 400 epochs. And yes, I think ideally the samples should contain different emotions (whisper only if it’s clearly audible). It’s still on my ToDo list though so I can’t tell how well it’ll work

[@mboamotivation]

Merci ! y'a t'il pas une option d'utiliser du texte pour générer des audio avec ces modèles ia ?

[@AiVOICETUTOR]

Sadly not. check this video for text to speech: kzbin.info/www/bejne/hmKreoKsgMxogdE

[@HansenMatt-s7z]

Windler Greens

[@thedagothexperience]

Would it be possible to use this process to change your voice live through a microphone?

[@AiVOICETUTOR]

Yes and I am working on a tutorial for that at the moment

[@NadirWadie]

hello, thank you for this tutorial, if you can help me i got an error RuntimeError: Failed to load audio: ffmpeg error (see stderr output for detail)

[@AiVOICETUTOR]

Hi, it sounds like you might have an issue with the ffmpeg installation. Could you check if it is installed properly by typing “ffmpeg“ in a command window? If not, try reinstalling ffmpeg and see if that helps

[@ApriadiYadi]

Sir, after I trained the models voice, I can't find the index file in the logs or weights. What should I do?

[@AiVOICETUTOR]

Make sure you don’t have any special characters or spaces in your folder paths or that its not a cloud or network drive

[@efecetinkaya4802]

When I just started training to voice model, during the 5th epoch, I received a warning that the disk space of the computer was full, and I immediately deleted my movies and games and freed up 40 GB of space, but until I deleted it (I do not know whether the epoch progressed or not), my disk space was full for a short time during the training (5- 10 minutes) will it harm the whole process? There is a longer time and it will go up to 300 and I don't want to start the training all over :(. By the way, I made space on my computer and the training is ongoing. One last question, what exactly does "Epoch" mean in the artificial intelligence voice model? it would be great for both me and your followers who may have the same problem if you reply, I am waiting for your answers in advance and thank you very much.

[@AiVOICETUTOR]

Hey, if it ran out of space, it should have stopped the training process. So I hope you ended up with a good voice model in the end. Good question about the epochs. I didn't have a clear answer in my head so here's what Bard says: An epoch is one complete pass through the training dataset. This means that the model will see each audio file in the dataset once, and then it will start over at the beginning of the dataset and see all of the audio files again. The number of epochs that you specify when you train a model will determine how long the training process will take. For example, if you have a training dataset of 100 audio files, and you specify 20 epochs, then the model will train for a total of 2000 passes through the dataset. This means that the model will see each audio file 20 times during the training process.

[@waqarahmad-gm2rc]

JUST WHAT I WAS LOOKING FOR! i like you more than my crush

[@AiVOICETUTOR]

Hahaha thanks but I hope your crush won't read this

[@waqarahmad-gm2rc]

@@AiVOICETUTOR haha she wouldnt be here even if i paid her, btw do you know of any mac m1 friendly rvc models?

[@AiVOICETUTOR]

Hmm not sure what you mean by Mac friendly. AFAIK any pth model should sound the same no matter which platform you run RVC GUI on

[@waqarahmad-gm2rc]

@@AiVOICETUTOR i was able to download pytorch and set it up to run mps accelerate, since mac dosent support nvidia gpu, i downloaded this rvc but it seems to only run on windows

[@AiVOICETUTOR]

Oh gotcha! Yeah the Git for RVC Beta and RVC GUI mentions Mac support but I can't find any detailed info on it

[@sexsyalen]

I did everything like in the video, but still nothing happens, writes index for writing: No such file or directory

[@AiVOICETUTOR]

Do you have any symbols or spaces in the folder path? If so, try removing them.

[@ScreenY]

How do I train my existing model?

[@AiVOICETUTOR]

Could you explain in a bit more detail what you want to achieve?

[@ScreenY]

I created a model thanks to the video and now I want to improve it (train it)@@AiVOICETUTOR

[@AiVOICETUTOR]

Oh you want to finetune a model. To my knowledge that isn't possible yet. If you want to improve a model, you'll have to train it from scratch again with different parameters

[@eventfakt]

Hello brother I have a problem in model inference.... none type object has no attribute dtype

[@AiVOICETUTOR]

Hey check this out: github.com/RVC-Project/Retrieval-based-Voice-Conversion-WebUI/issues/1020. Hope that fixes it!

[@ari-jp8bb]

I don't have "one click training button" any idea why?

[@CyberAtlasX1]

One click training isn't loading the epochs, can you help me? It ends at: all-feature-65 all-feature-done

[@AiVOICETUTOR]

Hmm that's a strange issue. Make sure that none of your folders have any spaces or special characters in them and maybe start over from step 1.

[@ahmedeidgaber]

I have a problem with a command, I click on process data, it opens the command, and it says this error ValueError: invalid literal for int() with base 10: 'folder\\RVC-beta\\sharmota'

[@AiVOICETUTOR]

Is there a space in your folder path? If so you need to remove it

[@dannybee05]

fukn genious!!! @@AiVOICETUTOR

[@yashin1122]

Is this process compatible for nvidia GTX 1650 4GB? And can you please tell me the Best Setting for 4GB VRAM

[@AiVOICETUTOR]

4GB is critical for training a voice (8GB recommended) but if you're lucky it might work. You can try the following things if you're having memory issues. 1.Lower the batch size to "1". 2.Cut the audio in clips shorter than 10 seconds. 3. Reduce the size of the input audio.

[@Themysteriousilluminator]

Rvc gui is telling me "please select a model and imput audio file" when i click convert despite the fact that i definitely have both selected i even tried changing the models and testing that the audio file was not corrupted

[@AiVOICETUTOR]

Sorry it's not working for you. I couldn't find any info on it but hope it will be fixed in a future version of RVC

[@sopix7761]

any particular reason why you set epochs to 300 and not 1000? i want to check out 1000 but i'm kinda scared i'll break my pc or smth

[@AiVOICETUTOR]

Yeah because it seems there’s the risk of overtraining a v2 model. 300 epochs worked well for me so I didn’t feel the need to go higher. If you got the patience, give 1000 a try and compare. Your pc won’t have to work particularly harder, but just a bit longer compared to the 300

[@sopix7761]

@@AiVOICETUTOR ok, makes sense, thank you

[@DrawTakenShorts]

i have a question is this like... real time voice cloning or like you record audio and then you change it after and it comes out as a file?

[@AiVOICETUTOR]

Yes this tutorial is for cloning prerecorded voices. If you want to clone your voice in real time, you can watch that video: kzbin.info/www/bejne/rHeunmB9YsmrftE

[@DrawTakenShorts]

@@AiVOICETUTOR thank you man i appreciate it

[@BabbittIngrid-s2r]

Torrance Heights

[@EdithGriffith-n8l]

Franz Expressway

[@seslikitapevreni]

I'm doing all the steps. There is no problem, but the latest pth file does not appear. There are only index files.

[@AiVOICETUTOR]

Does the output of the command video look the same as in the video? Like does it say "Saving model and optimizer state at epoch 300 to ..." ?

[@AiVOICETUTOR]

@@r59456 Sorry I missed your reply. Yes you need a graphics card to run this tool

[@ReneLucek-j8f]

Alford Station

[@mooster2095]

4:11 It doesn't open :( the .bat file doesn't work for me. How can I use it with CPU? It says "No supported Nvidia GPU, use CPU instead"

[@AiVOICETUTOR]

As far as I can tell you need a GPU to run RVC. If you have a GPU and run into the issue, check this out: github.com/RVC-Project/Retrieval-based-Voice-Conversion-WebUI/issues/806

[@FelipeLough-k2t]

Lila Vista

[@OPEL0413]

when i click one click training it shows up the wav files but no epochs...

[@AiVOICETUTOR]

Are you getting any error messages in the command window?

[@OPEL0413]

does it work on mac?

[@toopanation]

what should be the batch file for gpu ?? i have a 6g rtx 3060

[@NorrisTrista-w6r]

Willms Hills

[@GilbertNicholas-k3k]

Armstrong Motorway

[@silverkey1733]

Please keep us updated if you get TTS working with this!

[@AiVOICETUTOR]

Absolutely will do! Its on top of the list of things I want to figure out

[@AiVOICETUTOR]

Text-To-Speech Tutorial: kzbin.info/www/bejne/hmKreoKsgMxogdE

[@FerencAntalicz]

is there any way to do this with amd graphic card?

[@AiVOICETUTOR]

From what I can tell, you need to be on Linux to use AMD cards and not all cards are supported yet

[@jabishs3204]

It stops after 6.45 and shows ,All processes have been completed! but nothing trained

[@AiVOICETUTOR]

You could try lowering your "batch size" and then train it again.

[@cinnamonaxis6256]

I've been getting stuck on step 2. My prompt stops and doesn't continue after all-feature-155.

[@cinnamonaxis6256]

I solved that problem, but now I can't get further than right before the epochs.

[@AiVOICETUTOR]

Sorry it's not working for you. What's the error message that you're getting?

[@Raytoplayvideo]

Is it normal that one click training takes a lot longer for me? I watched on the video it takes about 40min to process, whereas for me it's been 4 hours and I'm still at epoch 176 (so just over half). I have a 3080 Nvidia yet and I put 8GB

[@AiVOICETUTOR]

Was your input data longer than 10 minutes maybe? I heard that NVIDIA did some driver updates at some point that slowed down things on certain hardware but not sure it’s related to this

[@Raytoplayvideo]

@@AiVOICETUTOR I don't know, I noticed after launching that Nvidia was offering me an update. I will stay once what is done. but the treatment of the epoch are done on the disk or on the web? because I know that at the moment my disks can bug a little, I don't really know why. Otherwise I don't understand why it takes so long. I took 30min of audio in WAV to process and it bugged after 10h and 275 epoch I don't know why.

[@AiVOICETUTOR]

Yeah it is running locally on your PC, so if you have issues with your disk then that might explain it. If you can, try running it off another disk (ideally a SSD)

[@Raytoplayvideo]

@@AiVOICETUTOR i try it on my Nvme dude 😂 but i dont knwo why, but sometimes, my disks take a little time to launch. I sometimes have my files that load and take a long time to open. I dont know why 🫤

[@AiVOICETUTOR]

Yeah your NVME shouldn't be the bottleneck then. Sometimes Windows does some strange things when it comes to managing the load of the disks. Not sure if that is to blame for sour issue though

[@switchpp1266]

Hi i wonder should i use GPU or CPU processing mode

[@AiVOICETUTOR]

Hi you should use GPU. CPU should also work but will be slower

[@yanik5480]

@@AiVOICETUTOR How slow is the CPU method? GPU is greyed out so I can't really use it and it would be nice to know how long this could take.