From 263053ca0cfd0d961966f50dc2cd1a6c949d36f7 Mon Sep 17 00:00:00 2001
From: "Linke, Julian" <linke@tugraz.at>
Date: Fri, 4 Aug 2023 13:53:50 +0200
Subject: [PATCH] Update file README.md

---
 README.md | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/README.md b/README.md
index 0be45ea..3875f99 100644
--- a/README.md
+++ b/README.md
@@ -79,18 +79,18 @@ Make sure to modify the file ```path.sh``` in order to export the necessary envi
 
 Here is a short overview of the stages:
 
-- stage 0: deletes experiment folder if it exists and runs all subsequent stages in a row
-- stage 1: prepares the data given an experiment folder (e.g., ```DATA/BEAGR```); resulting files are stored in ```exp_*/data/```
-- stage 2: 
+- ```stage=0```: deletes experiment folder if it exists and runs all subsequent stages in a row
+- ```stage=1```: prepares the data given an experiment folder (e.g., ```DATA/BEAGR```); resulting files are stored in ```exp_*/data/```
+- ```stage=2```: 
   - counts frequencies of used codebook entries per speaker
   - if VERBOSE is true this stage also generates log-files
   - **ATTENTION:** if you need to extract features with a CPU, set ```device = torch.device('cpu')``` in the script ```local/codebook_freqs.py``` (default is ```device = torch.device('gpu')```)
   - resulting files are stored in ```exp_*/logs/```, ```exp_*/numpy/``` and```exp_*/txt/```
-- stage 3: prepares and stores a similarty matrix in the folder ```exp_*/numpy/```
-- stage 4: 
+- ```stage=3```: prepares and stores a similarty matrix in the folder ```exp_*/numpy/```
+- ```stage=4```: 
   - performs a PCA on the similarity matrix and plots the PCA space
   - resulting ```*.png```-files are stored in ```exp_*/plots/analysis/```
-- stage 5: 
+- ```stage=5```: 
   - performs k-means on the resulting PCA space and assigns classes
   - **ATTENTION:** the parameter ```nclust``` in the script ```run.sh``` specifies the number of allowed clusters which should be modified depending on the task
   - resulting ```*.png```-files (confusion matrices) are stored in ```exp_*/plots/kmenas/```
-- 
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