Multi-speaker training failing

[Rolun]

Hello,

I just trained on two speakers at the same time. The filelist looks like this:

/home/ubuntu/RVC-beta-v2-0528/logs/merged/0_gt_wavs/0_4_48.wav|/home/ubuntu/RVC-beta-v2-0528/logs/merged/3_feature768/0_4_48.npy|/home/ubuntu/RVC-beta-v2-0528/logs/merged/2a_f0/0_4_48.wav.npy|/home/ubuntu/RVC-beta-v2-0528/logs/merged/2b-f0nsf/0_4_48.wav.npy|0
/home/ubuntu/RVC-beta-v2-0528/logs/merged/0_gt_wavs/1_2_6.wav|/home/ubuntu/RVC-beta-v2-0528/logs/merged/3_feature768/1_2_6.npy|/home/ubuntu/RVC-beta-v2-0528/logs/merged/2a_f0/1_2_6.wav.npy|/home/ubuntu/RVC-beta-v2-0528/logs/merged/2b-f0nsf/1_2_6.wav.npy|1
...

I have 184 samples of the first speaker, and 169 of the second, so fairly balanced. When running Feature Extraction, I used Crepe with a lower hop for speaker 0 than for speaker 1.

I have double-checked that the audio files and the speaker id go in correctly into the forward pass of the model. The speaker embeddings for 0 and 1 also come out different after training is finished, so something worked.

However, when inferencing on new audio, the output when using speaker ID 0 and speaker ID 1 both sound identical (and mostly like speaker 0, but sometimes they both sound like speaker 1 - for example when inferencing on training data for speaker 1). They also look almost identical - only tiny differences that are not audible to my ear when comparing them in Audacity. This is true when comparing the trained model after 1 epoch, 125 epochs, or 300 epochs (and in between). It's almost like something went wrong with the speaker separation/disentangling.

When training the two speakers by themselves (one model each), the difference is very noticeable.

Any tips on where I might have gone wrong in training on multiple speakers?

Many thanks in advance!

[suzhenghang]

@Rolun Is it possible to generate a corresponding faiss index file for two speaker models? May both two speakers use the index for speaker 0?

[Rolun]

@suzhenghang Great point! I ran some tests to see the impact of the faiss index on the different models. Seems like you are right, and I found some other interesting things.

Here are the results:

• Speaker 0 model + Speaker 0 faiss -> sounds like speaker 0
• Speaker 0 model + Speaker 1 faiss -> sounds like speaker 0 (with some minor differences)
• Speaker 1 model + Speaker 1 faiss -> sounds like speaker 1
• Speaker 1 model + Speaker 0 faiss -> sounds like speaker 1 (with some minor differences)
• Mixed model + Speaker 0 faiss + id 0 -> sounds like speaker 0
• Mixed model + Speaker 0 faiss + id 1 -> sounds like speaker 0
• Mixed model + Speaker 1 faiss + id 0 -> sounds like speaker 1 (slightly towards speaker 0)
• Mixed model + Speaker 1 faiss + id 1 -> sounds like speaker 1 (slightly towards speaker 0)
• Mixed model + No faiss + id 0 -> sounds like a mix between speaker 0 & 1
• Mixed model + No faiss + id 1 -> sounds like a mix between speaker 0 & 1

What's interesting is that the faiss index does not seem to have much impact on the individual models, but means a lot for the mixed model. And when turning off the faiss index (setting it to 0 in the interface), we come back to the speaker id not having any real impact on the output. So although the faiss index has a large impact on the mixed model, I'm still curious as to why the speaker id doesn't have any impact in comparison. Maybe that's just a property of this model (?), but it seems like something is still off.

Is the weights of the base model available somewhere so I can try speaker id there? I found this: https://huggingface.co/lj1995/VoiceConversionWebUI/blob/main/weights/%E7%99%BD%E8%8F%9C357k.pt but not sure if it's correct (gives a crash and multiple missing/unexpected keys when loaded in get_vc)

[Rolun]

Update: I re-initialized the emb_g layer and set it to only have 2 speakers, redid the fine-tuning and now it works great :)

I also misspoke in my last comment (sorry @suzhenghang ), the faiss index does contain both speaker voices, as seen from it using speaker 1 in some cases and speaker 0 in others. From the testing, if it only got samples from speaker 0 it likely would have sounded like speaker 0 for all tests. It's still a mystery to me how the faiss index had such an influence on the outcome though - will keep experimenting with that.

[bochch]

Hi. Is there any guide of how to train a model with several speakers? I tried a couple times experimenting with this but with no luck. @RVC-Boss I would appreciate any help

[yaodada1]

@Rolun Hi，I just tried training multi speakers model，my filelist.txt like this，after train the model with 500 epoch and index training，the vc results is wrong。No matter which index and sid I use to test, the results are only similar to speaker 0。

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checkpoint/AnneHathaway/0_gt_wavs/0_23.wav|checkpoint/AnneHathaway/3_feature768/0_23.npy|checkpoint/AnneHathaway/2a_f0/0_23.wav.npy|checkpoint/AnneHathaway/2b-f0nsf/0_23.wav.npy|0

[Rolun]

@yaodada1 RVC does not support multi-training natively. What worked for me was to set hps.model.spk_embed_dim to number of speakers (4 in your case) and then replace the emb_g.weight with a new one (so it starts training the speaker embedding layer from scratch) - I did this by a simple line like this: tmp["emb_g.weight"] = nn.Embedding(NUMBER_OF_SPEAKERS, 256).weight.data. You want to make both of these changes in train_nsf_sim_cache_sid_load_pretrain.py

[yaodada1]

@yaodada1 RVC does not support multi-training natively. What worked for me was to set hps.model.spk_embed_dim to number of speakers (4 in your case) and then replace the emb_g.weight with a new one (so it starts training the speaker embedding layer from scratch) - I did this by a simple line like this: tmp["emb_g.weight"] = nn.Embedding(NUMBER_OF_SPEAKERS, 256).weight.data. You want to make both of these changes in train_nsf_sim_cache_sid_load_pretrain.py

thank you very much, i'll try.

[yaodada1]

@yaodada1 RVC does not support multi-training natively. What worked for me was to set hps.model.spk_embed_dim to number of speakers (4 in your case) and then replace the emb_g.weight with a new one (so it starts training the speaker embedding layer from scratch) - I did this by a simple line like this: tmp["emb_g.weight"] = nn.Embedding(NUMBER_OF_SPEAKERS, 256).weight.data. You want to make both of these changes in train_nsf_sim_cache_sid_load_pretrain.py

It works，thank you again！

[Rolun]

@yaodada1 Great to hear! :)

[Alidaling]

@yaodada1RVC 本身不支持多重训练。对我有用的是设置hps.model.spk_embed_dim扬声器数量（在您的情况下为 4），然后emb_g.weight用新的替换（因此它开始从头开始训练扬声器嵌入层） - 我通过像这样的简单行来做到这一点tmp["emb_g.weight"] = nn.Embedding(NUMBER_OF_SPEAKERS, 256).weight.data： 您想在 train_nsf_sim_cache_sid_load_pretrain.py 中进行这两项更改

"I didn't find the script train_nsf_sim_cache_sid_load_pretrain. Where can I find it? Looking forward to your reply."Thank you！

[kunibald413]

"I didn't find the script train_nsf_sim_cache_sid_load_pretrain. Where can I find it? Looking forward to your reply."Thank you！

it was renamed to infer/modules/train/train.py

https://github.com/RVC-Project/Retrieval-based-Voice-Conversion-WebUI/commit/b3d7075ba414823045b0b9b9801dfaa1a80638a0

[Frederieke93]

Whenever I am training multi-speaker, I notice that the voice characteristics are a bit similar.. It's not working as good as when I am doing a single-speaker training. I have re-initialized the embedding layer emb_g and set the new number of speakers, but still not the best output. Anyone else has seen this problem and have found a solution for this?

Thank you!

[github-actions[bot]]

This issue was closed because it has been inactive for 15 days since being marked as stale.

[Me210400]

@Rolun Hi，I just tried training multi speakers model，my filelist.txt like this，after train the model with 500 epoch and index training，the vc results is wrong。No matter which index and sid I use to test, the results are only similar to speaker 0。

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checkpoint/AnneHathaway/0_gt_wavs/0_108.wav|checkpoint/AnneHathaway/3_feature768/0_108.npy|checkpoint/AnneHathaway/2a_f0/0_108.wav.npy|checkpoint/AnneHathaway/2b-f0nsf/0_108.wav.npy|0
checkpoint/AnneHathaway/0_gt_wavs/0_16.wav|checkpoint/AnneHathaway/3_feature768/0_16.npy|checkpoint/AnneHathaway/2a_f0/0_16.wav.npy|checkpoint/AnneHathaway/2b-f0nsf/0_16.wav.npy|0
checkpoint/AnneHathaway/0_gt_wavs/0_20.wav|checkpoint/AnneHathaway/3_feature768/0_20.npy|checkpoint/AnneHathaway/2a_f0/0_20.wav.npy|checkpoint/AnneHathaway/2b-f0nsf/0_20.wav.npy|0
checkpoint/AnneHathaway/0_gt_wavs/0_125.wav|checkpoint/AnneHathaway/3_feature768/0_125.npy|checkpoint/AnneHathaway/2a_f0/0_125.wav.npy|checkpoint/AnneHathaway/2b-f0nsf/0_125.wav.npy|0
checkpoint/AnneHathaway/0_gt_wavs/0_15.wav|checkpoint/AnneHathaway/3_feature768/0_15.npy|checkpoint/AnneHathaway/2a_f0/0_15.wav.npy|checkpoint/AnneHathaway/2b-f0nsf/0_15.wav.npy|0
checkpoint/AnneHathaway/0_gt_wavs/0_32.wav|checkpoint/AnneHathaway/3_feature768/0_32.npy|checkpoint/AnneHathaway/2a_f0/0_32.wav.npy|checkpoint/AnneHathaway/2b-f0nsf/0_32.wav.npy|0
checkpoint/AnneHathaway/0_gt_wavs/0_10.wav|checkpoint/AnneHathaway/3_feature768/0_10.npy|checkpoint/AnneHathaway/2a_f0/0_10.wav.npy|checkpoint/AnneHathaway/2b-f0nsf/0_10.wav.npy|0
checkpoint/AnneHathaway/0_gt_wavs/0_8.wav|checkpoint/AnneHathaway/3_feature768/0_8.npy|checkpoint/AnneHathaway/2a_f0/0_8.wav.npy|checkpoint/AnneHathaway/2b-f0nsf/0_8.wav.npy|0
checkpoint/AnneHathaway/0_gt_wavs/0_92.wav|checkpoint/AnneHathaway/3_feature768/0_92.npy|checkpoint/AnneHathaway/2a_f0/0_92.wav.npy|checkpoint/AnneHathaway/2b-f0nsf/0_92.wav.npy|0
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checkpoint/AnneHathaway/0_gt_wavs/0_95.wav|checkpoint/AnneHathaway/3_feature768/0_95.npy|checkpoint/AnneHathaway/2a_f0/0_95.wav.npy|checkpoint/AnneHathaway/2b-f0nsf/0_95.wav.npy|0
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checkpoint/AnneHathaway/0_gt_wavs/0_46.wav|checkpoint/AnneHathaway/3_feature768/0_46.npy|checkpoint/AnneHathaway/2a_f0/0_46.wav.npy|checkpoint/AnneHathaway/2b-f0nsf/0_46.wav.npy|0
checkpoint/AnneHathaway/0_gt_wavs/0_77.wav|checkpoint/AnneHathaway/3_feature768/0_77.npy|checkpoint/AnneHathaway/2a_f0/0_77.wav.npy|checkpoint/AnneHathaway/2b-f0nsf/0_77.wav.npy|0
checkpoint/AnneHathaway/0_gt_wavs/0_103.wav|checkpoint/AnneHathaway/3_feature768/0_103.npy|checkpoint/AnneHathaway/2a_f0/0_103.wav.npy|checkpoint/AnneHathaway/2b-f0nsf/0_103.wav.npy|0
checkpoint/AnneHathaway/0_gt_wavs/0_116.wav|checkpoint/AnneHathaway/3_feature768/0_116.npy|checkpoint/AnneHathaway/2a_f0/0_116.wav.npy|checkpoint/AnneHathaway/2b-f0nsf/0_116.wav.npy|0
checkpoint/AnneHathaway/0_gt_wavs/0_60.wav|checkpoint/AnneHathaway/3_feature768/0_60.npy|checkpoint/AnneHathaway/2a_f0/0_60.wav.npy|checkpoint/AnneHathaway/2b-f0nsf/0_60.wav.npy|0
checkpoint/AnneHathaway/0_gt_wavs/0_39.wav|checkpoint/AnneHathaway/3_feature768/0_39.npy|checkpoint/AnneHathaway/2a_f0/0_39.wav.npy|checkpoint/AnneHathaway/2b-f0nsf/0_39.wav.npy|0
checkpoint/AnneHathaway/0_gt_wavs/0_23.wav|checkpoint/AnneHathaway/3_feature768/0_23.npy|checkpoint/AnneHathaway/2a_f0/0_23.wav.npy|checkpoint/AnneHathaway/2b-f0nsf/0_23.wav.npy|0

Hi, how you get this filelist.txt?