Clone Any Voice - RVC Google Colab Free Train & Inference ( Full Tutorial )

[@mastramoonlight]

This only works the first time for each account. I do not understand why. From the second time onwards it becomes very slow. Anyway, finally something that actually works. Really amazing. Of all the video tutorials I've tried so far, this is the only one that really works! Never mind, I'll have to spend time creating different Google accounts.

[@BahaaAI]

Hi, thanks for your comment 🌷 Yes you may need to use different Gmails on Google colab, as Google colab sets DAILY limits on usage for free tire users. After one day or so, you can use the email you used before.

[@CM-Cartoon-Magic-Ai]

Brother, you are the king of this business. I love you, I send you greetings and love from Turkey.

[@BahaaAI]

You're welcome 🤗

[@ene76]

Türkiye*

[@sigmacutz]

@@BahaaAIBro while I upload the voice model it says maximum call stack size exceeded what does that men

[@muratacar2182]

the most explanatory and useful tutorial I have ever seen

[@tinyti22222]

Omg. Epic man. Its work. Greetings from Germany

[@BahaaAI]

Thanks 🌷

[@EpicFacts-D]

Bro❤ , Its work perfectly . love you bro. Please dont remove that ever. Voice clone sites get lot of money to clone voice but this is awesome. plz bro dont delete this ❤

[@BahaaAI]

Thanks for your comment 🌷, I will do my best to keep it online and working 👍

[@Devon_38]

Works like a charm! Thank you so much for this! :)

[@BahaaAI]

You welcome 🌷

[@andevstudios3562]

Awesome Bro... Finally something is working

[@AKIHCE]

This is amazing! Thankyou so much!!! You have a new subscriber :)

[@BahaaAI]

Thanks 🌷

[@Thutahartha]

Please kindly make a video for how to resume training model bro. Please kindly do this.

[@Thutahartha]

@onlineguy55 now it work. Thanks alot

[@KeemoKaziOfficial1]

bro this model is not cloning voices. everything worked, but in the end, when I checked the output in the Run Inference section, it was the same audio voice that was uploaded. How to fix that. I tried it again and again.

[@nattasornnewsroom]

Hey Bahaa, please fix the error that occuring earlier, please?

[@BahaaAI]

Fixed 👍. Please Try Again 🌷

Perfect video, thanks man

[@kumarmadaparthi]

Thank you so much. This is the best video for RVC

[@Josewalterguedes15]

Thank you for creating this colad, I'm cloned by it

[@frankieb.fernandez79]

This is what I get at the very last step: ValueError: rate must be specified when data is a numpy array or list of audio samples.

[@BahaaAI]

Make sure that you are connected with GPU t4 in Google colab.

[@NadiaDegen]

Module 'faiss" not found. Pls fix 😭 Edit: It's not just Step 2. Step 3 doesn't work either.

[@BahaaAI]

Fixed 👍. Please Try Again 🌷

[@NadiaDegen]

@@BahaaAI It works again! Just trained 2 new models. Thanks! You're the best!

[@onlineispections]

Hi. You can save the template with zip estension?

[@satrianagaryuki5579]

​@@BahaaAIDoesn't work, Yesterday It still worked but now it doesn't work Please Bahaa Help me😢

[@vabirami7512]

​Install rvc again bro?​@@satrianagaryuki5579

[@pianoandliu]

Bahaa, good job. And the next video, how to resume training.

[@arivbf]

thank you so much!! this works so well!

[@BahaaAI]

Glad it helped!

[@davidxiu8020]

Working great, thanks so much

[@Power_puff_gamer]

I'm getting multiple errors in running interference which is the last step. Everything is done multiple times as suggested in the video.

[@andreesteves2]

Perfect! Thank you so much!

[@BahaaAI]

Thanks 🌷

[@NOGAME777]

Thanks for that! But)) Here is the mistake when Im traing to inference without GPU: ValueError: rate must be specified when data is a numpy array or list of audio samples.

[@BahaaAI]

Hi, GPU is necessary to run RVC.

[@benjaminobiefuna6159]

Ok so you have to train the model with a gpu ?

[@explainerUP]

Getting Error: ValueError: rate must be specified when data is a numpy array or list of audio samples. Please suggest. Thanks

[@Zainabfatimah665]

Same thing, I think we have to enhance the audio file as he did in the video, because in those maybe value is specified? Idk,... Let me know too if you solve it 😢

[@Snita77r]

Sir Showing some error in the model from today. Please repair the error🙏🙏

[@BahaaAI]

Fixed 👍. Please Try Again 🌷

[@Snita77r]

@@BahaaAI Thanks much 🙏🙏

[@vincevillamor2715]

can you make video tutorial of how to continue training the model

[@BahaaAI]

Hi, thanks for your comment 🌷 A tutorial about resuming the training on higher epochs will be published soon 👍

[@galoo3649]

im having issues with the inference step 2...

[@nattasornnewsroom]

Module "faiss" not found, can you fix this error, please, Bahaa?

[@BahaaAI]

Fixed 👍. Please Try Again 🌷

[@Movies789-l1b]

showing this error "'ModuleNotFoundError: No module named 'faiss''please help

[@viliolssonvilhunen3319]

same, appeared out of nowhere yesterday. worked in the morning

[@BahaaAI]

Fixed 👍. Please Try Again 🌷

[@user-ts5dp2pg2n]

@@BahaaAI please help it says FileNotFoundError: [Errno 2] No such file or directory

[@MurtadhaRadwan]

I keep getting this error!? ValueError: rate must be specified when data is a numpy array or list of audio samples.

[@dbog5214]

did you fix it?

[@rebinamin4041]

ModuleNotFoundError: No module named 'faiss' ??

[@معلومةتيكاواي-ح6د]

+1

[@CritiqueReddy]

okay! I got you guys. click on this grater than button (>) next to " > STEP 2: Create Training Files " and it becomes (v) and shows the following code #@title **Step 2 :** Create Training Files import os from pytube import KZbin from IPython.display import clear_output ............. Type this above that code: # Install necessary packages !pip install praat-parselmouth !pip install fairseq !pip install faiss-cpu and it should look like this v STEP 2: Create Training Files # Install necessary packages !pip install praat-parselmouth !pip install fairseq !pip install faiss-cpu #@title **Step 2 :** Create Training Files import os from pytube import KZbin from IPython.display import clear_output

[@CritiqueReddy]

also you guys might need to change the Path of the file in the code there is some error even in the Training model.

[@jeskie]

​@@CritiqueReddyThank you so much Bro ❤

[@CreamySeal]

@@CritiqueReddy Thank you so much, but it still shows errors. It still ErrorModuleNotFound

[@yalishmueli1686]

ValueError: rate must be specified when data is a numpy array or list of audio samples while using T4 gpu

[@FunwithSmile]

iam also getting same erroor what to do

[@Gamerboyplayzroblox]

/content/RVC The tensorboard extension is already loaded. To reload it, use: %reload_ext tensorboard Reusing TensorBoard on port 8888 (pid 8251), started 1:50:15 ago. (Use '!kill 8251' to kill it.) --------------------------------------------------------------------------- FileNotFoundError Traceback (most recent call last) in () 180 if "cache" not in locals(): 181 cache = False --> 182 training_log = click_train( 183 model_name, 184 sample_rate, in click_train(exp_dir1, sr2, if_f0_3, spk_id5, save_epoch10, total_epoch11, batch_size12, if_save_latest13, pretrained_G14, pretrained_D15, gpus16, if_cache_gpu17, if_save_every_weights18, version19) 69 f0nsf_dir = "%s/2b-f0nsf" % (exp_dir) 70 names = ( ---> 71 set([name.split(".")[0] for name in os.listdir(gt_wavs_dir)]) 72 & set([name.split(".")[0] for name in os.listdir(feature_dir)]) 73 & set([name.split(".")[0] for name in os.listdir(f0_dir)]) FileNotFoundError: [Errno 2] No such file or directory: '/content/RVC/logs/Studio Vocals/0_gt_wavs' THIS IS THE ERROR I AM GETTING PLS FIX STEP 3

[@BahaaAI]

Hi, is this happening every time you use the code?

[@Gamerboyplayzroblox]

@@BahaaAI the issue is resolved but how to resume training? because whenever train for 900 epoch it gets disconnected after a hour and have to train again How to resume training???

[@ehleroo]

Thank you so much for your tutorials. This is the first video I found that was simple enough for me to create a voice model. Do you have any resources on how to resume training (add epochs) on a finished model using Google Colab?

[@richardcharles6548]

same with me bro.

[@BahaaAI]

Hi, thanks for your comment 🌷 A tutorial about resuming the training on higher epochs will be published soon 👍

[@AndasDenken]

when I upload my voice as a wav he says MessageError: RangeError: Maximum call stack size exceeded. can you help how much is maximum to upload ?

[@mainmain862]

It used to work perfectly up until 2 days ago, it began showing some coding errors in a number of steps. Any fix? Thank you

[@BahaaAI]

Fixed 👍. Please Try Again 🌷

[@mainmain862]

@@BahaaAI You’re the best man. Thank youu so much!!! and keep doing what you’re doing

[@BahaaAI]

Thanks 🌷

[@zcarm]

Great video (subscribed), thanks for sharing !!! But one question Sir,,,,where do I get the audio target files from ??? Thanks for your advice 🙂 Greetings from Ireland -

[@animostory]

ModuleNotFoundError: No module named 'faiss' Can you help me bro.. thx

[@BahaaAI]

Fixed 👍. Please Try Again 🌷

[@benialexofficial876]

it worked the first time I tried it yesterday and wanted to use it again today with the steps you explained to do if we want to use it again another day but this time appeared this error at the last step: ValueError: rate must be specified when data is a numpy array or list of audio samples. what should I do? thank you!

[@NOGAME777]

the same problem ((

[@Speedy_M]

same

[@SophiaBrown-on1vi]

Sir colab is not free after some hours at all ! Please create some video tutorials that We can run colab code to other clouds or vm service

[@ShenMings]

cảm ơn bạn mình đã làm được .Video rất bổ ích

[@BahaaAI]

Thanks 🌷

[@AkMusic632]

bro facing problem when uploding target its showing runtime and not connecting😐🙄

[@BahaaAI]

Hi, it seems you have reached the daily free limits on Google colab. Try using another Gmail on Google colab.

[@turtwig76678]

ValueError rate must be specified when data is numpy array or list of audio samples. Please help

[@turtwig76678]

Always on step 2 Run inference

[@Corsxn]

i tried with another email and it fix the problem

[@강민주-t8u]

ValueError: rate must be specified when data is a numpy array or list of audio samples. How can I fix it??

[@richermorin]

it would be cool if in the RVC Interference section we could use text too

[@rasimovungernsternberg300]

how does one fix the index error i have been fiddling with the index rate option for a while

[@dayamangang6469]

Bro tq so mach it work very well ❤❤❤❤❤❤

[@BahaaAI]

Thanks 🌹

[@user-nq5hy7vn9k]

I am getting error: AttributeError: 'NoneType' object has no attribute 'dtype' when I run the step run run interface

[@jean_misha]

Nice one , can you make an exemple of what you got ?

[@qsardor]

Hi. Thank you for colab. But i have question. How we can import RVC models .index and .pth from hugginface or other sites?

[@auralsculpture]

how do I reload the path to retrain at higher epoch value?

[@tangkas4078]

Hi i love your content,its help me a lot to recreate my dad voice (he is pased away). Im waiting the tutorial video to improving vocal model quality... I hope you make it. Thank you

[@BahaaAI]

Thanks for your comment 🌷, sorry for your loss. I will work on a tutorial about resuming the training ASAP 👍

[@elle3063]

Lot of love❤❤

[@bicyclebicycle6413]

Thank you sir, how can we use this trained model in python for own projects like voice assistant like alexa.

[@MichaelLightfoot_]

I’m in step one the audio upload keeps saying error please help

[@NadiaDegen]

This is amazing! How many times are free users able to use this each day?

[@BahaaAI]

Hi, The daily usage limit for each g-mail depends on the session time (2 hours daily). but you can use several g-mails.

[@NadiaDegen]

@@BahaaAI Hi there. I've used this google colab of yours multiple times and so far these A.I. generated voices are pretty solid. However, I just recently came across an error on Step 2: Create Training Files. It says that no module named "faiss" is present. Is there a way to fix this?

[@yassineboussif777]

excellent video!!! but in the last step i get the message "RuntimeError: Found no NVIDIA driver on your system. Please check that you have an NVIDIA GPU" despite you saying you dont need a gpu what could be the fixe?

[@BahaaAI]

Hi, Make sure you are connected to google colab using GPU t4. Try using another gmail on google colab.

[@yassineboussif777]

@@BahaaAI well, it worked, my thanks man!!

[@IReallyDontKnowWhatToEnterHere]

Is there a way to change the consonant protection value? I would also love for Mangio and Crepe to be added, they sometimes detect some glitches better. Thank you very much for making this.

[@강민주-t8u]

Thank you for your video! I am a highschool student. I wonder if I can use this model on making text-to-voice converter too. Not only uploading the audiofile(song) and convert, but also read text with converted voice.

[@BahaaAI]

Hi, thanks for your comment 🌷 Yes, absolutely you can do that 👍

[@강민주-t8u]

@@BahaaAI Could you tell me how can I do that? I saved the model file on google drive and downloaded 😭😭

[@AKIHCE]

Which program do you use to connect the instrumental sounds and the cloned singing voice back together btw?

[@BahaaAI]

I use CapCut or any video editing software, just import the 2 tracks one above the other and export as mp3

[@Celebrityprimetelugu]

Yes bro, So many people want your video face swap, google colab, because last colab was not working 🙂

[@BahaaAI]

FaceFusion Google Colab Updated : kzbin.info/www/bejne/ooC0n4WLjKqIla8

[@Mi92011]

Thanks brother...Any updates on the quality of the vocal production?

[@unknown-kb5wg]

I already do step 3 and error like this: "No dashboards are active for the current data set." how to fix it?

[@BahaaAI]

Hi, you need to restart the process

[@unknown-kb5wg]

@@BahaaAI sorry it's working after I'll do that, anyway can I use more than 1 .wav file for training models?

[@TagalogDubbedMovies]

Is there any way to not save the epoch by the 20s? Everytime I train a model, it constantly saving itself every 20 epoch and it slows down the training. Can it be aadjusted to like 50epoch? For example 50 - Saving 100 - Saving 150 - Saving Unlike the 20 wherein every 20 epoch progress, it saves the data which slows down the training progress like 20 - Saving 40 - Saving 60 - Saving 80 - Saving 😊

[@BahaaAI]

Saving every 20 seconds is to save your progress during the training. Google colab may disconnect and reconnect for any reason.

[@TagalogDubbedMovies]

@@BahaaAI yes but can it be adjusted to 50 epoch savings? Can you do an option to let users save the file by every 50? Because saving the file to every 20 epoch really slows down the training time 🥹

[@BahaaAI]

I updated the code, you can now set the save frequency you want from 10 to 100

[@TagalogDubbedMovies]

@@BahaaAI thank you so much! 💙✨

[@ChuyenMaRadio]

It can clone up to any number of minutes of audio files.

[@Gugagtg]

Does it work on any language or only in english ? I mean, for brazilian portuguese voice do it work too ?

[@singorkadong4052]

When I run again why it was error?

[@BahaaAI]

What is the Error Message?

[@alexvolpi8362]

Very clear explanation, thank you very much! i do all the steps and i have cloned with succes. I only want to ask if it's possible to raise the sample rate of the cloned voice (actually 16bit 32KHz) because in the higher range the result seem a bit distorted (the SS overall). Anyway thank you agin for the support!

[@BahaaAI]

Thanks for you comment 🌷, I will see if it is possible to make the sample rate editable.

[@megaman-ej8bt]

Good work ❤

[@BahaaAI]

Thanks 🌷

[@ash3844]

Hello.. Thanks a lot for the wonderful tutorial Bahaa.... How can we download multiple files for the same target? I mean I may want "n" number of files for some analysis... doing manually one after another is tedious right?

[@BahaaAI]

Try this code for batch inference : colab.research.google.com/drive/1vrpcTgU4gBuTS3LioIhrl2dHIVVMv-20?usp=sharing

[@ash3844]

@@BahaaAI Thanks so much for such kind help!! Appreciate your effort and time :)

[@Summerchamp3.0]

hi , hero, nice to see this video, how much time the code will render on Target file, will it render complete audio file of 5 min or more than 5 min, please need your help in this logic

[@akshaygawali15]

after tranining model is showing You need to run the first cell before loading your model! Run the GUI, stop it and then load the model.

[@akshaygawali15]

help me

[@nathanmercier7760]

I have a problem in step 2 to create the AI cover, there is a problem the cell comes red while everything worked before. I need help please 🙏🏻

[@BahaaAI]

Hi, please explain the error message

[@nathanmercier7760]

No, it's ok, it worked, thank you very much, keep it up !

[@nedjmaorg]

In step 3 code stop at line : navigate_next click_train() Please help

[@BahaaAI]

Hi, please write the full error message.

[@QHawk7]

*Any colab to transcribe and get srt for long video/audio files? especially in Arabic, correctly and with great accuracy ? I have one with fast whisper but I don't like the results, what do you suggest? also, can I use this one with text (tts)? instead of audio ? Also how to convert notebooks like this into kaggle notebook?*

[@DeonCafa]

Am getting this error when using my custom model to convert an audio sample - PLZ HELPPPP ValueError: rate must be specified when data is a numpy array or list of audio samples.

[@Tom77889]

Will this model work on other languages and how many minutes of audio can I produce before I get the daily limitations?

[@BahaaAI]

Hi, this method works for any human language 👍. The limits on Google colab depends on the session time. You have approximately 3 hours daily on the free tire of Google colab.

[@Tom77889]

@@BahaaAI hi sir appreciate your quick reply, I tried using it using my language here in the Philippines which is Filipino. So far I haven't gone past by saving it in my Google drive as errors keeps on popping out. I am hoping you can help me? Thank you in advance sir. I like your presentation, it's easy to follow and understand and simple. Please help me. Thank you.

[@QuasiCordoito]

Mine says "connecting to: (gpu) back end google computer engine python 3" and never actualy conects

[@BahaaAI]

Try another gmail, Make sure you are connected to Google Colab with GPU t4

[@valt7366]

This is complicated and cumbersome. This is audio to audio. Do you have text to audio?

[@freegot9671]

How can I resume the train to improve quality?

[@Snita77r]

Thank you for the video. If I use large data set say 1 hour length audio, will it help the quality Sir?

[@BahaaAI]

Hi, it will not make any difference, the code needs a maximum of 10 minutes of dataset. The most important thing is that the dataset must be a clean human voice.

[@Snita77r]

@@BahaaAI Thanks for reply....To achieve clean audio for singing, is it more appropriate to train with singing or speaking vocals? What do you suggest Sir?

[@BahaaAI]

It is preferable to use both in one audio file. That will improve the model a lot.

[@Snita77r]

@@BahaaAI Thanks Sir. Please publish a video on how to improving the model further. Fine tuning procedure. Thank you.

[@adriannewington]

I would like to train a voice, but my input is not a song but "text". Can this process be modified to be "Text to My-Model"? Cheers.

[@MuhammadUmer-od7gn]

executing multiple steps takes time in notebook, brp. Can we not use GPUs or some other stuff to speed it up?

[@Francesco-wp1qs]

can you fix this error please? ModuleNotFoundError: No module named 'colorama'

[@BahaaAI]

Hi, Please use the last updated code

[@hashanmadhuranga6528]

You are the man!!!

[@BahaaAI]

Thanks 🌷

[@ulvibagrov1587]

when i try to upload target audio i get MessageError: RangeError: Maximum call stack size exceeded.

[@futuresonyofficial9029]

Sir, what if I need to implement the trained model to text to speech API

[@YvonnyMorales]

amazing.. do you have a version of this realtime? like playing online games using this?

[@knowledgjunction]

4:55 waiting for the next video

[@rajendranrajendran992]

what about frequency while training the model ?

[@Bedroomtrap]

where is the video for training on higher epochs? don't see it on your videos page

[@IsaacEwenFrost]

It doesn't make a difference. It will just make training longer

[@SGX128]

hi. when i want to use the model again and i try to run inference,it says there is an error.what is the solve?

[@therealesigma]

my process ended prematurely, how would I go about recovering the pth file, after it autosaved every 50 epochs?

[@PRO100Kat]

How can I continue training an already trained model?

[@BahaaAI]

Hi, this is the tutorial kzbin.info/www/bejne/h5ixaISdiq-CmKc

[@LawList0]

Bro I got an error at last cell "colorama" not found

[@NamaKuAira]

Same bro

[@BahaaAI]

Fixed 👍. Please Try Again 🌷

[@umairkimemes3940]

@@BahaaAI not fixed bro still in same pain and also i cant use that model link from gdrive in any rcb model even after doing share to anyone option please help me

[@kc-qc7ho]

if I have a trained model (e.g. XXXXX.pth), where should I place the pth file in order to use it? thx

[@dbog5214]

when i try to load model from google drive and convert a file i get "ValueError: rate must be specified when data is a numpy array or list of audio samples."

[@kesfedilmemis_sarkilar]

Hi there, first of all thank you very much for the video. I am trying to convert a man vocal into a female vocal. My trial was 90% successful. But when the voice increases the converted voice is really bad. I got 2.000 sampling during the training to get the best results, pitch: 12. How can I fix this error?

[@Romar-io]

When I try inference it says there is no .path for the model I have, your tutorials didn't say I need anything like that

[@gustavfischer1962]

What to do if your rvc interface doesn'T show up somehow?

[@fernandomendler6835]

Hey bahaa! thank you so much, how can I do just the inference part? i tried uploading the index and pth files to the folders but it doesn't work

[@BahaaAI]

Hi, thanks for your comment 🌹 To upload your own model files ( .pth & .index ) : Upload ( Model_name.pth ) to ( RVC/assets/weights/ ) Upload ( .index ) file to ( /RVC/logs/Model_name/ ) Then you can run the inference by using your exact model name in the specific field.

[@fernandomendler6835]

@@BahaaAI It worked perfectly, thank you so mucho Bahaa, you are the best

[@BahaaAI]

You welcome 🌷

[@FoxGoalie]

Is it normal that Epochs take ~90 seconds per Epoch? I started Training and with 300 epochs it will take over 7 hours to run the training ... In the tutorial Epochs takes ~6 seconds. 😅