remove texts

notebooks/TacotronPlayGround.ipynb

@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [
     {
@@ -45,7 +45,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -61,12 +61,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [],
    "source": [
     "# Set constants\n",
-    "ROOT_PATH = '/data/shared/erogol_models/April-26-2018_05:27AM-7bfdc32'\n",
+    "ROOT_PATH = '/data/shared/erogol_models/April-26-2018_05:55AM-aa32c76'\n",
     "MODEL_PATH = ROOT_PATH + '/checkpoint_188864.pth.tar'\n",
     "CONFIG_PATH = ROOT_PATH + '/config.json'\n",
     "OUT_FOLDER = ROOT_PATH + '/test/'\n",
@@ -76,7 +76,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -339,7 +339,7 @@
        ")"
       ]
      },
-     "execution_count": 27,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -376,7 +376,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -386,7 +386,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -408,7 +408,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      " >  Run-time: 7.608253717422485\n"
+      " >  Run-time: 8.232513427734375\n"
      ]
     },
     {
@@ -416,7 +416,7 @@
       "text/html": [
        "\n",
        "                <audio controls=\"controls\" >\n",
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truncated
+       "                    <source 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truncated
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        "              "
@@ -430,7 +430,7 @@
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     {
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truncated
+      "image/png": "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 truncated
       "text/plain": [
        "<Figure size 1152x1152 with 4 Axes>"
       ]
@@ -446,26 +446,6 @@
     "align, spec = tts(model, sentence, CONFIG, use_cuda, ap)"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": 21,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "175 Hosty took the necessary steps to have the Dallas office of the FBI, rather than the New Orleans office, reestablished as the office with principal responsibility.\n"
-     ]
-    }
-   ],
-   "source": [
-    "for i in range(df.shape[0]):\n",
-    "    sent = df.iloc[i, 1]\n",
-    "    if \"took the necessary\" in sent:\n",
-    "        print(i, sent)"
-   ]
-  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -475,7 +455,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 12,
    "metadata": {
     "scrolled": true
    },
@@ -492,7 +472,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      " >  Run-time: 6.9496893882751465\n"
+      " >  Run-time: 4.864278793334961\n"
      ]
     },
     {
@@ -500,7 +480,7 @@
       "text/html": [
        "\n",
        "                <audio controls=\"controls\" >\n",
-       "                    <source src=\"data:audio/wav;base64,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 truncated
+       "                    <source 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truncated
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truncated
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truncated
       "text/plain": [
        "<Figure size 1152x1152 with 4 Axes>"
       ]
@@ -531,7 +511,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
@@ -546,7 +526,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      " >  Run-time: 5.087741851806641\n"
+      " >  Run-time: 11.617222785949707\n"
      ]
     },
     {
@@ -554,7 +534,7 @@
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truncated
+       "                    <source 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truncated
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        "              "
@@ -568,7 +548,7 @@
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truncated
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truncated
       "text/plain": [
        "<Figure size 1152x1152 with 4 Axes>"
       ]
@@ -584,7 +564,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
@@ -599,8 +579,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      " !! Decoder stopped with 'max_decoder_steps'.                           Something is probably wrong.\n",
-      " >  Run-time: 15.813360452651978\n"
+      " >  Run-time: 7.855222225189209\n"
      ]
     },
     {
@@ -608,7 +587,7 @@
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truncated
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truncated
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        "              "
@@ -622,7 +601,7 @@
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     {
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truncated
+      "image/png": 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truncated
       "text/plain": [
        "<Figure size 1152x1152 with 4 Axes>"
       ]
@@ -638,7 +617,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
@@ -653,7 +632,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      " >  Run-time: 3.936246395111084\n"
+      " >  Run-time: 2.89864444732666\n"
      ]
     },
     {
@@ -661,7 +640,7 @@
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truncated
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truncated
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        "              "
@@ -675,7 +654,7 @@
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     {
      "data": {
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truncated
+      "image/png": "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 truncated
       "text/plain": [
        "<Figure size 1152x1152 with 4 Axes>"
       ]