diff --git a/preprocessing/01D_raw_to_numpy_news-19.ipynb b/preprocessing/01D_raw_to_numpy_news-19.ipynb
index 71cf923..bd7cf54 100644
--- a/preprocessing/01D_raw_to_numpy_news-19.ipynb
+++ b/preprocessing/01D_raw_to_numpy_news-19.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -14,7 +14,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -49,22 +49,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
     "# name_dataset        = 'news-19_paragraph_swap-random-1m'\n",
     "# name_dataset        = 'headline_swap_news_v2'\n",
-    "name_dataset        = 'headline_swap_news_v2.5'\n",
+    "# name_dataset        = 'headline_swap_news_v2.5'\n",
     "# name_dataset        = 'headline_swap_news_v2.5_mf8'\n",
-    "# name_dataset        = 'paragraph_swap_news_v2.5'\n",
+    "name_dataset        = 'paragraph_swap_news_v2.5'\n",
     "path_raw_data       = '../data/raw/' + name_dataset + '/'\n",
     "path_processed_data = '../data/' + name_dataset + '/whole/'"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -99,17 +99,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "2020-05-30T14:24:45.691755\n",
-      "100000 200000 300000 400000 500000 600000 700000 800000 900000 1000000 1100000 1200000 1300000 1347097 Done\n",
-      "2020-05-30T14:30:48.563996\n",
-      "voca size : 2988107\n"
+      "2020-05-30T21:44:39.779162\n"
      ]
     }
    ],
@@ -432,16 +429,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "188095"
+       "196381"
       ]
      },
-     "execution_count": 16,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -475,7 +472,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -485,7 +482,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -498,16 +495,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "188095"
+       "196381"
       ]
      },
-     "execution_count": 19,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -518,7 +515,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -737,7 +734,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1225,16 +1222,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "2020-05-30T19:24:03.243950\n",
+      "2020-05-30T21:46:32.079525\n",
       "10000 20000 30000 40000 50000 60000 70000 80000 90000 100000 110000 120000 130000 140000 150000 160000 170000 178019 Done\n",
-      "2020-05-30T19:24:47.646848\n"
+      "2020-05-30T21:47:15.293565\n"
      ]
     }
    ],
@@ -1274,15 +1271,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "2020-05-30T19:24:47.656803\n",
-      "2020-05-30T19:25:19.275346\n"
+      "2020-05-30T21:47:15.302178\n",
+      "2020-05-30T21:47:47.505548\n"
      ]
     }
    ],
@@ -1294,15 +1291,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "2020-05-30T19:25:27.741204\n",
-      "2020-05-30T19:25:28.417751\n"
+      "2020-05-30T21:47:47.517646\n",
+      "2020-05-30T21:47:48.151477\n"
      ]
     }
    ],
diff --git a/src_whole/eval_AHDE.sh b/src_whole/eval_AHDE.sh
index c71cc2b..fed0a6d 100755
--- a/src_whole/eval_AHDE.sh
+++ b/src_whole/eval_AHDE.sh
@@ -3,5 +3,12 @@
 
 
 
-CUDA_VISIBLE_DEVICES=1 python eval_AHDE.py --model_path "model_ahde-TEST" --batch_size 100 --encoder_size 170 --context_size 44 --encoderR_size 22 --num_layer 1 --hidden_dim 200  --num_layer_con 1 --hidden_dim_con 100 --embed_size 300 --corpus 'news-19_whole' --data_path '../data/headline_swap_news_v2.5/whole/'
+
+# CUDA_VISIBLE_DEVICES=1 python eval_AHDE.py --model_path "model_ahde-head-v2.5-TEST" --batch_size 400 --encoder_size 170 --context_size 44 --encoderR_size 22 --num_layer 1 --hidden_dim 200  --num_layer_con 1 --hidden_dim_con 100 --embed_size 300 --corpus 'news-19_whole' --data_path '../data/headline_swap_news_v2.5/whole/'
+
+
+
+
+
+CUDA_VISIBLE_DEVICES=1 python eval_AHDE.py --model_path "model_ahde-para-v2.5-TEST" --batch_size 400 --encoder_size 170 --context_size 44 --encoderR_size 22 --num_layer 1 --hidden_dim 200  --num_layer_con 1 --hidden_dim_con 100 --embed_size 300 --corpus 'news-19_whole' --data_path '../data/paragraph_swap_news_v2.5/whole/'