Comments (3)
多谢!另外同学我想再咨询一个问题,在原版VITS(https://github.com/jaywalnut310/vits)中,在evaluate的过程中并没有计算在验证集上的loss,那该如何避免过拟合呢?如何选择最佳的模型呢?
The larger the dataset, the less likely it is to overfit.
A simple solution to choose the best checkpoint is to synthesize waveforms with different checkpoints and test their metrics (say, objective smos, l2 distance between
def evaluate(...)
...
y_hat, ... = generator.module.infer(...)
foo = metrics1(y_hat, ...)
bar = metrics2(y_hat, ...)
...
scalar_dict.update({"metrics1": foo, "metrics2": bar})
...
from freevc.
Number of parameters:
WavLM: 315.5 M
Other parts of model: 40.8 M
Inference speed:
On average it takes 0.05 seconds to generate 1 second speech. (tested with 4800 utterances for a total of 21336.72 seconds)
from freevc.
多谢!另外同学我想再咨询一个问题,在原版VITS(https://github.com/jaywalnut310/vits)中,在evaluate的过程中并没有计算在验证集上的loss,那该如何避免过拟合呢?如何选择最佳的模型呢?
from freevc.
Related Issues (20)
- Asking help for understanding code.
- The audio suffix of VCTK data set is not '_ mic2.flac'? HOT 2
- Question for hps.data.n_mel_channels
- Inference or train with WavLM-Base or WavLM-Base+? HOT 1
- Condition decoder on desired output length to have control over speech rate in inference?
- 基于您现有的模型使用aishell3训练,大概要训练多久,作者有试过吗
- Unseen Male to Male results in Female output HOT 1
- 音色转换程度不一致
- Epoch duration
- 关于算法的类型 HOT 1
- 训练了500个epoch,按照freevc.json配置进行训练,无论wav_tgt使用何种音色,测试出来的音色都是同一个?
- Changing batch size to 16 or 32
- poor performance on seen-to-unseen task while finetuning on Hindi language HOT 2
- 2023.01.10 update: code below can deteriorate model performance HOT 3
- Vocoder version
- Fine tuning with custom (multilingual) data HOT 1
- How to start inference example? HOT 1
- 关于训练问题
- target pitch issue after training (not appearing if using the pretrained checkpoint) HOT 1
- Config file for the FreeVC-24 checkpoint HOT 1
Recommend Projects
-
React
A declarative, efficient, and flexible JavaScript library for building user interfaces.
-
Vue.js
🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
-
Typescript
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
-
TensorFlow
An Open Source Machine Learning Framework for Everyone
-
Django
The Web framework for perfectionists with deadlines.
-
Laravel
A PHP framework for web artisans
-
D3
Bring data to life with SVG, Canvas and HTML. 📊📈🎉
-
Recommend Topics
-
javascript
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
-
web
Some thing interesting about web. New door for the world.
-
server
A server is a program made to process requests and deliver data to clients.
-
Machine learning
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
-
Visualization
Some thing interesting about visualization, use data art
-
Game
Some thing interesting about game, make everyone happy.
Recommend Org
-
Facebook
We are working to build community through open source technology. NB: members must have two-factor auth.
-
Microsoft
Open source projects and samples from Microsoft.
-
Google
Google ❤️ Open Source for everyone.
-
Alibaba
Alibaba Open Source for everyone
-
D3
Data-Driven Documents codes.
-
Tencent
China tencent open source team.
from freevc.