diff --git a/training/training_scripts/NN_Filtering_HOP/config.json b/training/training_scripts/NN_Filtering_HOP/config.json
index 3f012ee0bce7a69606f863befc7cea44884bda3c..04540633ce59c62cf18057645fbbd4dfe2f2fe21 100644
--- a/training/training_scripts/NN_Filtering_HOP/config.json
+++ b/training/training_scripts/NN_Filtering_HOP/config.json
@@ -130,7 +130,7 @@
           "enc_dir" : "enc_bvi",
           "dec_dir" : "dec_bvi",
           "cfg_dir" : "cfg_bvi",
-          "qps" : "22 27 32 37",
+          "qps" : "22 27 32 37 42",
           "vtm_enc" : "/path/to/src5.1/bin/EncoderAppStatic",
           "vtm_dec" : "/path/to/src5.1/bin/DecoderAppStatic",
           "vtm_cfg" : "/path/to/src5.1/cfg/encoder_randomaccess_vtm.cfg",
@@ -146,7 +146,7 @@
           "enc_dir" : "enc_bvi_valid",
           "dec_dir" : "dec_bvi_valid",
           "cfg_dir" : "cfg_bvi_valid",
-          "qps" : "22 27 32 37",
+          "qps" : "22 27 32 37 42",
           "vtm_enc" : "/path/to/src5.1/bin/EncoderAppStatic",
           "vtm_dec" : "/path/to/src5.1/bin/DecoderAppStatic",
           "vtm_cfg" : "/path/to/src5.1/cfg/encoder_randomaccess_vtm.cfg",
@@ -162,7 +162,7 @@
           "enc_dir" : "enc_tvd",
           "dec_dir" : "dec_tvd",
           "cfg_dir" : "cfg_tvd",
-          "qps" : "22 27 32 37",
+          "qps" : "22 27 32 37 42",
           "vtm_enc" : "/path/to/src5.1/bin/EncoderAppStatic",
           "vtm_dec" : "/path/to/src5.1/bin/DecoderAppStatic",
           "vtm_cfg" : "/path/to/src5.1/cfg/encoder_randomaccess_vtm.cfg",
@@ -178,7 +178,7 @@
           "enc_dir" : "enc_tvd_valid",
           "dec_dir" : "dec_tvd_valid",
           "cfg_dir" : "cfg_tvd_valid",
-          "qps" : "22 27 32 37",
+          "qps" : "22 27 32 37 42",
           "vtm_enc" : "/path/to/src5.1/bin/EncoderAppStatic",
           "vtm_dec" : "/path/to/src5.1/bin/DecoderAppStatic",
           "vtm_cfg" : "/path/to/src5.1/cfg/encoder_randomaccess_vtm.cfg",
@@ -263,7 +263,7 @@
           "enc_dir" : "enc_bvi",
           "dec_dir" : "dec_bvi",
           "cfg_dir" : "cfg_bvi",
-          "qps" : "22 27 32 37",
+          "qps" : "22 27 32 37 42",
           "vtm_enc" : "/path/to/src5.1/bin/EncoderAppStatic",
           "vtm_dec" : "/path/to/src5.1/bin/DecoderAppStatic",
           "vtm_cfg" : "/path/to/src5.1/cfg/encoder_randomaccess_vtm.cfg",
@@ -279,7 +279,7 @@
           "enc_dir" : "enc_bvi_valid",
           "dec_dir" : "dec_bvi_valid",
           "cfg_dir" : "cfg_bvi_valid",
-          "qps" : "22 27 32 37",
+          "qps" : "22 27 32 37 42",
           "vtm_enc" : "/path/to/src5.1/bin/EncoderAppStatic",
           "vtm_dec" : "/path/to/src5.1/bin/DecoderAppStatic",
           "vtm_cfg" : "/path/to/src5.1/cfg/encoder_randomaccess_vtm.cfg",
@@ -295,7 +295,7 @@
           "enc_dir" : "enc_tvd",
           "dec_dir" : "dec_tvd",
           "cfg_dir" : "cfg_tvd",
-          "qps" : "22 27 32 37",
+          "qps" : "22 27 32 37 42",
           "vtm_enc" : "/path/to/src5.1/bin/EncoderAppStatic",
           "vtm_dec" : "/path/to/src5.1/bin/DecoderAppStatic",
           "vtm_cfg" : "/path/to/src5.1/cfg/encoder_randomaccess_vtm.cfg",
@@ -311,7 +311,7 @@
           "enc_dir" : "enc_tvd_valid",
           "dec_dir" : "dec_tvd_valid",
           "cfg_dir" : "cfg_tvd_valid",
-          "qps" : "22 27 32 37",
+          "qps" : "22 27 32 37 42",
           "vtm_enc" : "/path/to/src5.1/bin/EncoderAppStatic",
           "vtm_dec" : "/path/to/src5.1/bin/DecoderAppStatic",
           "vtm_cfg" : "/path/to/src5.1/cfg/encoder_randomaccess_vtm.cfg",
diff --git a/training/training_scripts/NN_Filtering_HOP/readme.md b/training/training_scripts/NN_Filtering_HOP/readme.md
index 12ec19d271dab947f16c142452e0ac357aee7926..f997a16529222df9829b87dbd4b8a263f4095ac0 100644
--- a/training/training_scripts/NN_Filtering_HOP/readme.md
+++ b/training/training_scripts/NN_Filtering_HOP/readme.md
@@ -10,7 +10,7 @@ Other keys should not be edited except for testing reasons.
 
 
 ## I- Model Stage I
-Total size required for stage1 (without deleting intermediate data is about 3312GB).
+Total size required for stage1 (without deleting intermediate data) is about 3312GB.
 
 ### A- Data extraction for intra from vanilla VTM
 #### 1. Dataset preparation - div2k conversion
@@ -175,6 +175,8 @@ The flag ``NnlfHopDebugOption`` is also needed at decoder since it forces the us
 
 
 ## II- Model Stage 2
+Total size required for stage2 (without deleting intermediate data) is about 5TB.
+
 ### A- Data extraction
 #### 1. Dataset preparation - bvi/tvd conversion
 
@@ -217,22 +219,22 @@ It will generate the cfg files for the dataset and a shell script to encode and
 Loop on all sequences to encode, for example:
 ```sh
 cd stage2/encdec;
-for((i=0;i<N1;i++)); do
+for((i=0;i<90;i++)); do
   ./encode_decode_dataset_tvd.sh $i;
 done
-for((i=0;i<N2;i++)); do
+for((i=0;i<10;i++)); do
   ./encode_decode_dataset_tvd_valid.sh $i;
 done
-for((i=0;i<N3;i++)); do
+for((i=0;i<3025;i++)); do
   ./encode_decode_dataset_bvi.sh $i;
 done
-for((i=0;i<N4;i++)); do
+for((i=0;i<75;i++)); do
   ./encode_decode_dataset_bvi_valid.sh $i;
 done
 ```
 or you can use the script to encode on your cluster. N is the number of sequences (run ./encode_decode_dataset.sh to get the value N).
 
-** Note ** The size requirement is: about 2.6TB for the dumped data.
+** Note ** The size requirement is: about 3.3TB for the dumped data.
 
 #### 4. Create consolidated datasets
 
@@ -244,7 +246,7 @@ done
 ```
 It will generate a unique dataset for each dataset in ["stage2"]["encdec"]["path"] from all individual datasets in ["stage2"]["encdec_xxx"]["path"]/["dump_dir"] and encoder logs in ["stage2"]["encdec_xxx"]["enc_dir"].
 
-** Note ** The size requirement is: about 1.3TB for the datasets.
+** Note ** The size requirement is: about 1.6TB for the datasets.
 
 #### 5a. Create offline datasets with all batches