From bddef0d785917e2d4f3b43f6a2d2efe7aec5bfdd Mon Sep 17 00:00:00 2001
From: Anjok07 <68268275+Anjok07@users.noreply.github.com>
Date: Thu, 6 May 2021 03:56:19 -0500
Subject: [PATCH] Update README.md

---
 README.md | 19 +++++++++++++++++++
 1 file changed, 19 insertions(+)

diff --git a/README.md b/README.md
index c973a33..bbe644d 100644
--- a/README.md
+++ b/README.md
@@ -103,6 +103,24 @@ python 12_model_ens_inference.py -g 0 -s -i "INPUT"
 
 - **Please Note:** Do not specify the model parameters or a model for the ensemble inference scripts! Those details are already fixed within the script. All final outputs generated through the ensemble scripts can be found in the "ensembled" folder.
 
+### Ensembler
+
+The ensembler has the ability to take 2 instrummental or vocal outputs generated by different models and combine the best results from both! Here is how to use it manually - 
+
+- For instrumental outputs, run the following command: 
+
+```
+python lib/spec_utils.py -a min_mag -m modelparams/1band_sr44100_hl512.json "INPUT1" "INPUT2" -o "CHOOSEFILENAME"
+```
+
+- For instrumental outputs, run the following command: 
+
+```
+python lib/spec_utils.py -a max_mag -m modelparams/1band_sr44100_hl512.json "INPUT1" "INPUT2" -o "CHOOSEFILENAME"
+```
+
+To automate the ensembling process, please use the 'Ensembler-2to9-Outputs.bat' script reference below.
+
 ### Windows Batch Files
 
 We included the following Windows batch files to help automate commands:
@@ -117,6 +135,7 @@ We included the following Windows batch files to help automate commands:
 	- Once you hit enter, you will be asked to enter the number of files dropped into the batch script.
 	- The ensembled outputs can be found in the "ensembled" folder.
 	- **This script is going to be updated soon so that you won't have to manually enter the number of files dropped**
+	- **The ensembler will also be updated as a python script for cross platform compatibility as well.**
 
 ## Troubleshooting