diff --git a/Drag-n-Drop-MultiModelProcesser-Ensembler.bat b/Drag-n-Drop-MultiModelProcesser-Ensembler.bat
deleted file mode 100644
index 9b6b2b4..0000000
--- a/Drag-n-Drop-MultiModelProcesser-Ensembler.bat
+++ /dev/null
@@ -1,253 +0,0 @@
-@echo off
-
-cls
-:start
-ECHO =======================================
-ECHO Multi-Model Processer and Ensembler
-ECHO =======================================
-ECHO.
-ECHO 1. Ensemble 4Band Model Outputs - 44100Hz
-ECHO 2. Ensemble 3Band Model Outputs - 44100Hz
-ECHO 3. Ensemble 2Band Model Outputs - 32000Hz
-ECHO 4. Exit
-set choice=
-set /p choice=Type the number associated with your choice and hit 'Enter': 
-if not '%choice%'=='' set choice=%choice:~0,1%
-if '%choice%'=='1' goto model1
-if '%choice%'=='2' goto model2
-if '%choice%'=='3' goto model3
-if '%choice%'=='4' goto end
-if '%choice%'=='' goto end
-ECHO "%choice%" is not valid, try again
-ECHO.
-goto start
-:model1
-ECHO MODEL MGM-v5-4Band-44100-BETA1
-set model=MGM-v5-4Band-44100-BETA1
-cd /d %~dp0
- 
-python inference.py -g 0 -m modelparams\4band_44100.json -w 352 -P models\%model%.pth -t -i %1
-
-ECHO MODEL MGM-v5-4Band-44100-BETA2
-set model=MGM-v5-4Band-44100-BETA2
-cd /d %~dp0
- 
-python inference.py -g 0 -m modelparams\4band_44100.json -w 352 -P models\%model%.pth -t -i %1
-
-ECHO MODEL HighPrecison_4band_1
-set model=HighPrecison_4band_1
-cd /d %~dp0
- 
-python inference.py -g 0 -m modelparams\4band_44100.json -w 352 -n 123821KB -P models\%model%.pth -t -i %1
-
-ECHO MODEL HighPrecison_4band_2
-set model=HighPrecison_4band_2
-cd /d %~dp0
- 
-python inference.py -g 0 -m modelparams\4band_44100.json -w 352 -n 123821KB -P models\%model%.pth -t -i %1
-
-ECHO MODEL BigLayer_4band_1
-set model=BigLayer_4band_1
-cd /d %~dp0
- 
-python inference.py -g 0 -m modelparams\4band_44100.json -w 352 -n 129605KB -P models\%model%.pth -t -i %1
-
-ECHO MODEL BigLayer_4band_2
-set model=BigLayer_4band_2
-cd /d %~dp0
- 
-python inference.py -g 0 -m modelparams\4band_44100.json -w 352 -n 129605KB -P models\%model%.pth -t -i %1
-
-ECHO MODEL BigLayer_4band_3
-set model=BigLayer_4band_3
-cd /d %~dp0
- 
-python inference.py -g 0 -m modelparams\4band_44100.json -w 352 -n 129605KB -P models\%model%.pth -t -i %1
-
-ECHO Ensembling Instruments...
-set modelparam=1band_sr44100_hl512
-cd /d %~dp0
- 
-python lib/spec_utils.py -a min_mag -m modelparams\%modelparam%.json separated\%~n1_MGM-v5-4Band-44100-BETA1_Instruments.wav separated\%~n1_MGM-v5-4Band-44100-BETA2_Instruments.wav -o ensembled/temp/"1E2E_ensam1"
-
-python lib/spec_utils.py -a min_mag -m modelparams\%modelparam%.json separated\%~n1_HighPrecison_4band_1_Instruments.wav separated\%~n1_HighPrecison_4band_2_Instruments.wav -o ensembled/temp/"3E4E_ensam2"
-
-python lib/spec_utils.py -a min_mag -m modelparams\%modelparam%.json separated\%~n1_BigLayer_4band_1_Instruments.wav separated\%~n1_BigLayer_4band_2_Instruments.wav -o ensembled/temp/"5E6E_ensam3"
-
-python lib/spec_utils.py -a min_mag -m modelparams\%modelparam%.json ensembled/temp/"1E2E_ensam1"_v.wav ensembled/temp/"3E4E_ensam2"_v.wav -o ensembled/temp/"1E2E3E4E_ensam4"
-
-python lib/spec_utils.py -a min_mag -m modelparams\%modelparam%.json ensembled/temp/"5E6E_ensam3"_v.wav ensembled/temp/"1E2E3E4E_ensam4"_v.wav -o ensembled/temp/"A6_ensam5"
-
-python lib/spec_utils.py -a min_mag -m modelparams\%modelparam%.json separated\%~n1_BigLayer_4band_3_Instruments.wav ensembled/temp/"A6_ensam5"_v.wav -o ensembled/"%~n1_4BAND_Ensembled_Instrumental"
-
-del ensembled\temp\"1E2E_ensam1"_v.wav
-del ensembled\temp\"3E4E_ensam2"_v.wav
-del ensembled\temp\"5E6E_ensam3"_v.wav
-del ensembled\temp\"1E2E3E4E_ensam4"_v.wav
-del ensembled\temp\"A6_ensam5"_v.wav
-
-ECHO Ensembling Vocals...
-
-set modelparam=1band_sr44100_hl512
-cd /d %~dp0
- 
-python lib/spec_utils.py -a max_mag -m modelparams\%modelparam%.json separated\%~n1_MGM-v5-4Band-44100-BETA1_Vocals.wav separated\%~n1_MGM-v5-4Band-44100-BETA2_Vocals.wav -o ensembled/temp/"1EV2EV_ensam1"
-
-python lib/spec_utils.py -a max_mag -m modelparams\%modelparam%.json separated\%~n1_HighPrecison_4band_1_Vocals.wav separated\%~n1_HighPrecison_4band_2_Vocals.wav -o ensembled/temp/"3EV4EV_ensam2"
-
-python lib/spec_utils.py -a max_mag -m modelparams\%modelparam%.json separated\%~n1_BigLayer_4band_1_Vocals.wav separated\%~n1_BigLayer_4band_2_Vocals.wav -o ensembled/temp/"5EV6EV_ensam3"
-
-python lib/spec_utils.py -a max_mag -m modelparams\%modelparam%.json ensembled/temp/"1EV2EV_ensam1"_v.wav ensembled/temp/"3EV4EV_ensam2"_v.wav -o ensembled/temp/"1EV2EV3EV4EV_ensam4"
-
-python lib/spec_utils.py -a max_mag -m modelparams\%modelparam%.json ensembled/temp/"5EV6EV_ensam3"_v.wav ensembled/temp/"1EV2EV3EV4EV_ensam4"_v.wav -o ensembled/temp/"A6V_ensam5"
-
-python lib/spec_utils.py -a max_mag -m modelparams\%modelparam%.json separated\%~n1_BigLayer_4band_3_Vocals.wav ensembled/temp/"A6V_ensam5"_v.wav -o ensembled/"%~n1_4BAND_Ensembled_Vocals"
-
-del ensembled\temp\"1EV2EV_ensam1"_v.wav
-del ensembled\temp\"3EV4EV_ensam2"_v.wav
-del ensembled\temp\"5EV6EV_ensam3"_v.wav
-del ensembled\temp\"1EV2EV3EV4EV_ensam4"_v.wav
-del ensembled\temp\"A6V_ensam5"_v.wav
-
-set choice=
-set /p choice=Delete Individual Model Outputs? [Y/N]: 
-if not '%choice%'=='' set choice=%choice:~0,1%
-if '%choice%'=='Y' goto delete
-if '%choice%'=='y' goto delete
-if '%choice%'=='N' goto keep
-if '%choice%'=='n' goto keep
-if '%choice%'=='' goto keep
-ECHO "%choice%" is not valid, try again
-ECHO.
-goto start
-:delete
-del separated\%~n1_MGM-v5-4Band-44100-BETA1_Instruments.wav
-del separated\%~n1_MGM-v5-4Band-44100-BETA2_Instruments.wav
-del separated\%~n1_HighPrecison_4band_1_Instruments.wav
-del separated\%~n1_HighPrecison_4band_2_Instruments.wav
-del separated\%~n1_BigLayer_4band_1_Instruments.wav
-del separated\%~n1_BigLayer_4band_2_Instruments.wav
-del separated\%~n1_BigLayer_4band_3_Instruments.wav
-del separated\%~n1_MGM-v5-4Band-44100-BETA1_Vocals.wav
-del separated\%~n1_MGM-v5-4Band-44100-BETA2_Vocals.wav
-del separated\%~n1_HighPrecison_4band_1_Vocals.wav
-del separated\%~n1_HighPrecison_4band_2_Vocals.wav
-del separated\%~n1_BigLayer_4band_1_Vocals.wav
-del separated\%~n1_BigLayer_4band_2_Vocals.wav
-del separated\%~n1_BigLayer_4band_3_Vocals.wav
-ECHO Complete!
-goto start
-:keep
-ECHO Complete!
-goto end
-:model2
-ECHO MODEL MGM-v5-MIDSIDE-44100-BETA1
-set model=MGM-v5-MIDSIDE-44100-BETA1
-cd /d %~dp0
- 
-python inference.py -g 0 -m modelparams\3band_44100.json -w 352 -P models\%model%.pth -t -i %1
-
-ECHO MODEL MGM-v5-MIDSIDE-44100-BETA2
-set model=MGM-v5-MIDSIDE-44100-BETA2
-cd /d %~dp0
- 
-python inference.py -g 0 -m modelparams\3band_44100.json -w 352 -P models\%model%.pth -t -i %1
-
-ECHO MODEL MGM-v5-3Band-44100-BETA
-set model=MGM-v5-3Band-44100-BETA
-cd /d %~dp0
- 
-python inference.py -g 0 -m modelparams\3band_44100.json -w 352 -P models\%model%.pth -t -i %1
-
-ECHO Ensembling Instruments...
-set modelparam=1band_sr44100_hl512
-cd /d %~dp0
- 
-python lib/spec_utils.py -a min_mag -m modelparams\%modelparam%.json separated\%~n1_MGM-v5-MIDSIDE-44100-BETA1_Instruments.wav separated\%~n1_MGM-v5-MIDSIDE-44100-BETA2_Instruments.wav -o ensembled/temp/"1E2E_ensam1"
-
-python lib/spec_utils.py -a min_mag -m modelparams\%modelparam%.json separated\%~n1_MGM-v5-3Band-44100-BETA_Instruments.wav ensembled/temp/"1E2E_ensam1"_v.wav -o ensembled/"%~n1_3BAND_Ensembled_Instrumental"
-
-del ensembled\temp\"1E2E_ensam1"_v.wav
-
-ECHO Ensembling Vocals...
-
-set modelparam=1band_sr44100_hl512
-cd /d %~dp0
- 
-python lib/spec_utils.py -a max_mag -m modelparams\%modelparam%.json separated\%~n1_MGM-v5-MIDSIDE-44100-BETA1_Vocals.wav separated\%~n1_MGM-v5-MIDSIDE-44100-BETA2_Vocals.wav -o ensembled/temp/"1EV2EV_ensam1"
-
-python lib/spec_utils.py -a max_mag -m modelparams\%modelparam%.json separated\%~n1_MGM-v5-3Band-44100-BETA_Vocals.wav ensembled/temp/"1EV2EV_ensam1"_v.wav -o ensembled/"%~n1_3BAND_Ensembled_Vocals"
-
-del ensembled\temp\"1EV2EV_ensam1"_v.wav
-
-set choice=
-set /p choice=Delete Individual Model Outputs? [Y/N]: 
-if not '%choice%'=='' set choice=%choice:~0,1%
-if '%choice%'=='Y' goto delete
-if '%choice%'=='y' goto delete
-if '%choice%'=='N' goto keep
-if '%choice%'=='n' goto keep
-if '%choice%'=='' goto keep
-ECHO "%choice%" is not valid, try again
-ECHO.
-goto start
-:delete
-del separated\%~n1_MGM-v5-MIDSIDE-44100-BETA1_Instruments.wav
-del separated\%~n1_MGM-v5-MIDSIDE-44100-BETA2_Instruments.wav
-del separated\%~n1_MGM-v5-3Band-44100-BETA_Instruments.wav
-del separated\%~n1_MGM-v5-MIDSIDE-44100-BETA1_Vocals.wav
-del separated\%~n1_MGM-v5-MIDSIDE-44100-BETA2_Vocals.wav
-del separated\%~n1_MGM-v5-3Band-44100-BETA_Vocals.wav
-ECHO Complete!
-goto start
-:keep
-ECHO Complete!
-goto end
-:model3
-ECHO MODEL MGM-v5-2Band-32000-BETA1
-set model=MGM-v5-2Band-32000-BETA1
-cd /d %~dp0
- 
-python inference.py -g 0 -m modelparams\2band_32000.json -w 352 -P models\%model%.pth -t -i %1
-
-ECHO MODEL MGM-v5-2Band-32000-BETA2
-set model=MGM-v5-2Band-32000-BETA2
-cd /d %~dp0
- 
-python inference.py -g 0 -m modelparams\2band_32000.json -w 352 -P models\%model%.pth -t -i %1
-
-ECHO Ensembling Instruments...
-set modelparam=1band_sr44100_hl512
-cd /d %~dp0
- 
-python lib/spec_utils.py -a min_mag -m modelparams\%modelparam%.json separated\%~n1_MGM-v5-2Band-32000-BETA1_Instruments.wav separated\%~n1_MGM-v5-2Band-32000-BETA2_Instruments.wav -o ensembled/"%~n1_2BAND_Ensembled_Instrumental"
-
-ECHO Ensembling Vocals...
-
-set modelparam=1band_sr44100_hl512
-cd /d %~dp0
- 
-python lib/spec_utils.py -a max_mag -m modelparams\%modelparam%.json separated\%~n1_MGM-v5-2Band-32000-BETA1_Vocals.wav separated\%~n1_MGM-v5-2Band-32000-BETA2_Vocals.wav -o ensembled/"%~n1_2BAND_Ensembled_Vocals"
-
-set choice=
-set /p choice=Delete Individual Model Outputs? [Y/N]: 
-if not '%choice%'=='' set choice=%choice:~0,1%
-if '%choice%'=='Y' goto delete
-if '%choice%'=='y' goto delete
-if '%choice%'=='N' goto keep
-if '%choice%'=='n' goto keep
-if '%choice%'=='' goto keep
-ECHO "%choice%" is not valid, try again
-ECHO.
-goto start
-:delete
-del separated\%~n1_MGM-v5-2Band-32000-BETA1_Instruments.wav
-del separated\%~n1_MGM-v5-2Band-32000-BETA2_Instruments.wav
-del separated\%~n1_MGM-v5-2Band-32000-BETA1_Vocals.wav
-del separated\%~n1_MGM-v5-2Band-32000-BETA2_Vocals.wav
-ECHO Complete!
-goto start
-:keep
-ECHO Complete!
-goto end
-:end
\ No newline at end of file