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+# Features:
+- Experimental Formant Shift using StftPitchShift(tried using praat with praatio but to no avail)
+- Auto-detect Index path for models selected + Auto-detect paths, no more default values like this: `E:\codes\py39\vits_vc_gpu_train\logs\mi-test-1key\total_fea.npy`, We're getting Root Dir and subfolders using 
+```python 
+os.path.abspath(os.getcwd())
+``` 
+- Audio files dropdown by autodetecting files in `/audios/` folder 
+- More stable version of Gradio(3.34.0) with support of Themes
+- Removed `One Click Training` button in `Training` Tab, since it was glitchy and has confused a lot of users. 
+- Changed default training settings to be more optimal for newer users. 
+- Auto-open TensorBoard localhost URL when `tensor-launch.py` is executed 
+- RMVPE implemented in both inferencing and training (the one in `Training` tab doesn't work properly though, requires some additional work to do) 
+
+# Known bugs:
+
+- `Unload voice to save GPU memory` button causes a Traceback:
+
+```python
+Traceback (most recent call last):
+  File "D:\RVC-beta-v2-0618\runtime\lib\site-packages\gradio\routes.py", line 437, in run_predict
+    output = await app.get_blocks().process_api(
+  File "D:\RVC-beta-v2-0618\runtime\lib\site-packages\gradio\blocks.py", line 1349, in process_api
+    data = self.postprocess_data(fn_index, result["prediction"], state)
+  File "D:\RVC-beta-v2-0618\runtime\lib\site-packages\gradio\blocks.py", line 1252, in postprocess_data
+    self.validate_outputs(fn_index, predictions)  # type: ignore
+  File "D:\RVC-beta-v2-0618\runtime\lib\site-packages\gradio\blocks.py", line 1227, in validate_outputs
+    raise ValueError(
+ValueError: An event handler (get_vc) didn't receive enough output values (needed: 3, received: 1).
+Wanted outputs:
+    [slider, slider, slider]
+Received outputs:
+    [{'visible': False, '__type__': 'update'}]
+```
+
+## Installation:
+
+1. Simply either extract directly or use git clone
+
+2. Run `installstft.bat`. It'll automatically: 
+    - Upgrade/Downgrade Gradio if its version isn't 3.34.0;
+    - Install `rmvpe.pt` if it hasn't been already installed;
+    - Install `StftPitchShift` if it hasn't been already installed;
+
+
+
+3. Done! You're good to go and use the RVC-WebUI Tweaked by me for you to use :)
+
+## Change Gradio Theme:
+
+- [OPTIONAL] Change Gradio's theme:
+    1. Open `infer-web.py` in any code/text editing software (e.g. `notepad++`, `notepad`, `vscode`, etc)
+  
+    2a. Press Ctrl+F and search for `with gr.Blocks(`, select the one that's not fully commented
+  
+    2b. Go to line `1842`, you'll see the `with gr.Blocks(theme='HaleyCH/HaleyCH_Theme') as app:`
+  
+    3. Go to [Gradio Theme Gallery](https://huggingface.co/spaces/gradio/theme-gallery):
+       
+    3.1 Select any theme you like (e.g. [this one](https://huggingface.co/spaces/freddyaboulton/dracula_revamped))
+  
+    3.2 Look at the top of the page
+  
+    ![image](https://github.com/alexlnkp/Mangio-RVC-Tweaks/assets/79400603/59e3e6a9-bdda-4ede-8161-00ee957c1715)
+
+    3.3 Copy theme variable(in this case, it's `theme='freddyaboulton/dracula_revamped'`)
+  
+    4. Replace `theme='HaleyCH/HaleyCH_Theme'` in `infer-web.py` with any value of a theme from [Gradio Theme Gallery](https://huggingface.co/spaces/gradio/theme-gallery)
+    
+### Current Todo-list:
+
+- [ ] Fix `Unload voice to save GPU memory` button Traceback 
+- [ ] Add Accordions so people with Firefox browser get a much more compact GUI rather than [This](https://github.com/RVC-Project/Retrieval-based-Voice-Conversion-WebUI/assets/79400603/67e0cc08-82a2-4dc3-86cf-e23d1dcad9f8). 
+- [ ] Fix weird way Median Filtering value inputted in a slider is utilized
+- [ ] Replace regular refresh buttons with these tiny ones from [AUTOMATIC'S1111 Stable DIffusion](https://github.com/AUTOMATIC1111/stable-diffusion-webui)
+![image](https://github.com/RVC-Project/Retrieval-based-Voice-Conversion-WebUI/assets/79400603/fe37051e-4c95-4d30-9254-87d44436bb9e)
+- [ ] Add a way to change the Gradio's theme from WebUI itself, like in [AUTOMATIC'S1111 Stable DIffusion](https://github.com/AUTOMATIC1111/stable-diffusion-webui)
+![image](https://github.com/RVC-Project/Retrieval-based-Voice-Conversion-WebUI/assets/79400603/7b93e167-564a-41d3-9a76-ded20063cdc3)
+- [ ] Implement Praat in the GUI for f0 curve file manipulation and easier usage
+
 <div align="center">
 <h1>Mangio-RVC-Fork with v2 Support! 💻 </h1>
 A fork of an easy-to-use SVC framework based on VITS with top1 retrieval 💯. In general, this fork provides a CLI interface in addition. And also gives you more f0 methods to use, as well as a personlized 'hybrid' f0 estimation method using nanmedian. <br><br>