First model version

.gitignore

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+models/
+weights/

Recipe-Creator.ipynb

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+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "GPU is available\n"
+     ]
+    }
+   ],
+   "source": [
+    "\n",
+    "import gpt_2_simple as gpt2\n",
+    "import os\n",
+    "import tensorflow as tf\n",
+    "import pandas as pd\n",
+    "import re\n",
+    "print(\"GPU is\", \"available\" if tf.test.is_gpu_available() else \"NOT AVAILABLE\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "model_name = \"124M\"\n",
+    "if not os.path.isdir(os.path.join(\"models\", model_name)):\n",
+    "\tprint(f\"Downloading {model_name} model...\")\n",
+    "\tgpt2.download_gpt2(model_name=model_name)  "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "path = 'Recipe-Creator/'\n",
+    "checkpoint_dir =path+'weights/'\n",
+    "data_path = path+'Tokenized_data/'\n",
+    "\n",
+    "\n",
+    "file_name = 'reduced_dataset_47MB'\n",
+    "file_path = data_path+file_name\n",
+    "\n",
+    "prefix= '<|startoftext|>'\n",
+    "sufix ='<|endoftext|>'"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# load pretrained\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Loading checkpoint Recipe-Creator/weights/run1\\model-2\n",
+      "INFO:tensorflow:Restoring parameters from Recipe-Creator/weights/run1\\model-2\n"
+     ]
+    }
+   ],
+   "source": [
+    "sess = gpt2.start_tf_sess()\n",
+    "gpt2.load_gpt2(sess,checkpoint_dir=checkpoint_dir,run_name='run1')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# train "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "tf.compat.v1.reset_default_graph()\n",
+    "sess = gpt2.start_tf_sess()\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "WARNING:tensorflow:From C:\\Users\\franz\\.conda\\envs\\Recipe-creator\\lib\\site-packages\\gpt_2_simple\\src\\sample.py:17: where (from tensorflow.python.ops.array_ops) is deprecated and will be removed in a future version.\n",
+      "Instructions for updating:\n",
+      "Use tf.where in 2.0, which has the same broadcast rule as np.where\n",
+      "Loading checkpoint Recipe-Creator/weights/run1\\model-2\n",
+      "INFO:tensorflow:Restoring parameters from Recipe-Creator/weights/run1\\model-2\n",
+      "Loading dataset...\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████| 1/1 [00:49<00:00, 49.25s/it]\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "dataset has 15596259 tokens\n",
+      "Training...\n",
+      "[3 | 7.72] loss=1.98 avg=1.98\n",
+      "[4 | 9.14] loss=2.33 avg=2.16\n",
+      "[5 | 10.56] loss=1.96 avg=2.09\n",
+      "[6 | 11.99] loss=1.88 avg=2.04\n",
+      "[7 | 13.41] loss=2.06 avg=2.04\n",
+      "[8 | 14.84] loss=1.96 avg=2.03\n",
+      "[9 | 16.28] loss=2.02 avg=2.03\n",
+      "[10 | 17.70] loss=2.02 avg=2.03\n",
+      "[11 | 19.13] loss=1.80 avg=2.00\n",
+      "[12 | 20.56] loss=1.78 avg=1.98\n",
+      "[13 | 21.98] loss=1.76 avg=1.96\n",
+      "[14 | 23.41] loss=1.98 avg=1.96\n",
+      "[15 | 24.84] loss=1.80 avg=1.95\n",
+      "[16 | 26.27] loss=1.71 avg=1.93\n",
+      "[17 | 27.70] loss=1.80 avg=1.92\n",
+      "[18 | 29.14] loss=1.78 avg=1.91\n",
+      "[19 | 30.58] loss=1.79 avg=1.90\n",
+      "[20 | 32.01] loss=1.66 avg=1.89\n",
+      "[21 | 33.44] loss=1.77 avg=1.88\n",
+      "[22 | 34.87] loss=1.72 avg=1.87\n",
+      "[23 | 36.30] loss=1.73 avg=1.86\n",
+      "[24 | 37.74] loss=1.75 avg=1.86\n",
+      "[25 | 39.17] loss=1.70 avg=1.85\n",
+      "[26 | 40.61] loss=1.78 avg=1.85\n",
+      "[27 | 42.04] loss=1.71 avg=1.84\n",
+      "[28 | 43.47] loss=1.71 avg=1.83\n",
+      "[29 | 44.90] loss=1.72 avg=1.83\n",
+      "[30 | 46.33] loss=1.87 avg=1.83\n",
+      "[31 | 47.77] loss=1.76 avg=1.83\n",
+      "[32 | 49.21] loss=1.66 avg=1.82\n",
+      "[33 | 50.65] loss=1.66 avg=1.82\n",
+      "[34 | 52.08] loss=1.57 avg=1.81\n",
+      "[35 | 53.51] loss=1.67 avg=1.80\n",
+      "[36 | 54.94] loss=1.74 avg=1.80\n",
+      "[37 | 56.38] loss=1.66 avg=1.79\n",
+      "[38 | 57.81] loss=1.68 avg=1.79\n",
+      "[39 | 59.25] loss=1.65 avg=1.79\n",
+      "[40 | 60.68] loss=1.60 avg=1.78\n",
+      "[41 | 62.11] loss=1.63 avg=1.78\n",
+      "[42 | 63.55] loss=1.69 avg=1.77\n",
+      "[43 | 64.99] loss=1.63 avg=1.77\n",
+      "[44 | 66.43] loss=1.65 avg=1.77\n",
+      "[45 | 67.87] loss=1.68 avg=1.76\n",
+      "[46 | 69.32] loss=1.67 avg=1.76\n",
+      "[47 | 70.76] loss=1.75 avg=1.76\n",
+      "[48 | 72.21] loss=1.68 avg=1.76\n",
+      "[49 | 73.65] loss=1.62 avg=1.75\n",
+      "[50 | 75.09] loss=1.72 avg=1.75\n",
+      "[51 | 76.53] loss=1.61 avg=1.75\n",
+      "[52 | 77.97] loss=1.57 avg=1.75\n",
+      "[53 | 79.42] loss=1.70 avg=1.74\n",
+      "[54 | 80.86] loss=1.55 avg=1.74\n",
+      "[55 | 82.31] loss=1.66 avg=1.74\n",
+      "[56 | 83.75] loss=1.74 avg=1.74\n",
+      "[57 | 85.20] loss=1.64 avg=1.74\n",
+      "[58 | 86.64] loss=1.77 avg=1.74\n",
+      "[59 | 88.09] loss=1.59 avg=1.73\n",
+      "[60 | 89.53] loss=1.65 avg=1.73\n",
+      "[61 | 90.98] loss=1.62 avg=1.73\n",
+      "[62 | 92.42] loss=1.64 avg=1.73\n",
+      "[63 | 93.87] loss=1.68 avg=1.73\n",
+      "[64 | 95.31] loss=1.53 avg=1.72\n",
+      "[65 | 96.77] loss=1.61 avg=1.72\n",
+      "[66 | 98.21] loss=1.62 avg=1.72\n",
+      "[67 | 99.66] loss=1.63 avg=1.72\n",
+      "[68 | 101.10] loss=1.64 avg=1.71\n",
+      "[69 | 102.55] loss=1.59 avg=1.71\n",
+      "[70 | 103.99] loss=1.65 avg=1.71\n",
+      "[71 | 105.45] loss=1.61 avg=1.71\n",
+      "[72 | 106.90] loss=1.52 avg=1.70\n",
+      "[73 | 108.34] loss=1.67 avg=1.70\n",
+      "[74 | 109.79] loss=1.56 avg=1.70\n",
+      "[75 | 111.25] loss=1.62 avg=1.70\n",
+      "[76 | 112.72] loss=1.60 avg=1.70\n",
+      "[77 | 114.18] loss=1.65 avg=1.70\n",
+      "[78 | 115.66] loss=1.59 avg=1.69\n",
+      "[79 | 117.12] loss=1.63 avg=1.69\n",
+      "[80 | 118.59] loss=1.54 avg=1.69\n",
+      "[81 | 120.06] loss=1.55 avg=1.69\n",
+      "[82 | 121.53] loss=1.65 avg=1.69\n",
+      "[83 | 123.02] loss=1.66 avg=1.69\n",
+      "[84 | 124.49] loss=1.63 avg=1.69\n",
+      "[85 | 125.96] loss=1.57 avg=1.68\n",
+      "[86 | 127.43] loss=1.64 avg=1.68\n",
+      "[87 | 128.91] loss=1.61 avg=1.68\n",
+      "[88 | 130.38] loss=1.66 avg=1.68\n",
+      "[89 | 131.86] loss=1.57 avg=1.68\n",
+      "[90 | 133.34] loss=1.64 avg=1.68\n",
+      "[91 | 134.81] loss=1.69 avg=1.68\n",
+      "[92 | 136.30] loss=1.67 avg=1.68\n",
+      "[93 | 137.77] loss=1.63 avg=1.68\n",
+      "[94 | 139.25] loss=1.56 avg=1.68\n",
+      "[95 | 140.72] loss=1.48 avg=1.67\n",
+      "[96 | 142.19] loss=1.58 avg=1.67\n",
+      "[97 | 143.66] loss=1.56 avg=1.67\n",
+      "[98 | 145.13] loss=1.57 avg=1.67\n",
+      "[99 | 146.61] loss=1.60 avg=1.67\n",
+      "[100 | 148.08] loss=1.53 avg=1.66\n",
+      "======== SAMPLE 1 ========\n",
+      "text\n",
+      "Serve with mashed potatoes.\n",
+      "TITLE\n",
+      "Sweet Potato Salad\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "1 c. chopped green onion\n",
+      "1/2 c. water\n",
+      "1 1/2 Tbsp. lemon juice\n",
+      "1 Tbsp. flour\n",
+      "1/2 tsp. ground cinnamon\n",
+      "1 1/2 Tbsp. flour\n",
+      "2 Tbsp. butter (to coat well)\n",
+      "1/2 tsp. salt\n",
+      "1 tsp. pepper\n",
+      "1/2 tsp. black pepper\n",
+      "DIRECTIONS\n",
+      "Preheat oven to 350\\u00b0.\n",
+      "Mix ingredients and knead with a large wooden spoon.\n",
+      "Roll into strips, pressing down so the bottom of each strip is made.\n",
+      "TITLE\n",
+      "Red Cabbage Rolls\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "2 c. chopped onions\n",
+      "4 Tbsp. butter\n",
+      "12 oz. (small bags) diced tomatoes\n",
+      "1 (10 3/4 oz.) pkg. (1 quart container) sour cream\n",
+      "2 Tbsp. lemon juice\n",
+      "1 (8 oz.) pkg. cream cheese, crumbled\n",
+      "1/2 c. chopped walnuts\n",
+      "1/4 tsp. garlic powder\n",
+      "1 tsp. Worcestershire sauce\n",
+      "DIRECTIONS\n",
+      "Cook and drain onions.\n",
+      "Add to onions and add to tomatoes and sour cream.\n",
+      "Mix ingredients.\n",
+      "Stir until smooth.\n",
+      "Stir in cream cheese and cook until cheese is melted.\n",
+      "Cook until cheese is done using the bread mixer.\n",
+      "Mixture should be well crumbly. Stir in dry bread mixture.\n",
+      "Cook with a spoon or meat thermometer until cheese is melted.\n",
+      "Add milk as needed.\n",
+      "Yield: 15 servings.\n",
+      "TITLE\n",
+      "Lettuce Soup\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "1 (8 oz.) pkg. margarine\n",
+      "1 tsp. salt\n",
+      "salt and pepper to taste\n",
+      "1 tsp. pepper\n",
+      "1/4 tsp. garlic powder\n",
+      "1 1/2 Tbsp. all-purpose flour\n",
+      "1 Tbsp. flour by weight\n",
+      "DIRECTIONS\n",
+      "Boil margarine, butter and salt.\n",
+      "Place in refrigerator for 2 to 3 weeks.\n",
+      "Pour mixture into a 9-inch square pan.\n",
+      "Bake at 350\\u00b0 for 20 to 25 minutes.\n",
+      "TITLE\n",
+      "Barbecue Dip\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "3 pkg. frozen strawberries\n",
+      "2 c. sifted sugar\n",
+      "1 1/2 c. sifted sugar\n",
+      "1 c. powdered sugar\n",
+      "2 eggs, well beaten\n",
+      "2 Tbsp. flour\n",
+      "1 tsp. soda\n",
+      "1 tsp. baking powder\n",
+      "DIRECTIONS\n",
+      "Drain strawberries and store in airtight container.\n",
+      "Store strawberries in a cool refrigerated container.\n",
+      "TITLE\n",
+      "Raspberry Salad\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "2 c. shredded Cheddar-Salmon cheese (about 25 to 45 minutes.)\n",
+      "1/3 c. sour cream or 2 cups sour cream and 1 1/2 Tbsp. milk, divided\n",
+      "DIRECTIONS\n",
+      "Combine cheeses with sour cream and sauce until light and fluffy.\n",
+      "Put in freezer, covered; put in large, tightly packed, 12-inch casserole dish and bake 30 minutes at 375\\u00b0, with top to side uncovered.\n",
+      "TITLE\n",
+      "Ham N'Ham Dip\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "2 c. Crisco\n",
+      "2 Tbsp. oil\n",
+      "1 1/4 c. sifted corn\n",
+      "2 Tbsp. brown sugar\n",
+      "1 Tbsp. flour\n",
+      "2 tsp. salt\n",
+      "DIRECTIONS\n",
+      "Cook Crisco 3 minutes. Spread 1/2 c. butter in bottom of 9-inch baking dish. Cover with butter.\n",
+      "Sprinkle 1/2 cup sugar on side of top of Crisco. Bake for 10 to 12 minutes at 350\\u00b0, then freeze. Store in airtight container for refrigeration. (Cream 1 cup milk 1/4 cup dry or 2 1/2 cups water 1/2 cup flour 1/2 tsp. salt)\n",
+      "TITLE\n",
+      "Crisco Casserole\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "1 (1 pt.) pkg. margarine, melted\n",
+      "1 (1 pt.) can green onions, chopped\n",
+      "1 tsp. curry powder\n",
+      "1/2 tsp. cumin\n",
+      "1/3 c. butter\n",
+      "1 (12 oz.) can mushrooms\n",
+      "1 lb. cooked cooked shrimp\n",
+      "1 (8 oz.) can mushrooms\n",
+      "1 Tbsp. cumin\n",
+      "\n",
+      "[101 | 164.70] loss=1.58 avg=1.66\n",
+      "[102 | 166.16] loss=1.60 avg=1.66\n",
+      "[103 | 167.62] loss=1.53 avg=1.66\n",
+      "[104 | 169.08] loss=1.64 avg=1.66\n",
+      "[105 | 170.55] loss=1.60 avg=1.66\n",
+      "[106 | 172.03] loss=1.59 avg=1.66\n",
+      "[107 | 173.49] loss=1.61 avg=1.66\n",
+      "[108 | 174.97] loss=1.67 avg=1.66\n",
+      "[109 | 176.44] loss=1.52 avg=1.66\n",
+      "[110 | 177.90] loss=1.56 avg=1.65\n",
+      "[111 | 179.37] loss=1.55 avg=1.65\n",
+      "[112 | 180.84] loss=1.56 avg=1.65\n",
+      "[113 | 182.30] loss=1.63 avg=1.65\n",
+      "[114 | 183.76] loss=1.67 avg=1.65\n",
+      "[115 | 185.24] loss=1.53 avg=1.65\n",
+      "[116 | 186.70] loss=1.66 avg=1.65\n",
+      "[117 | 188.18] loss=1.58 avg=1.65\n",
+      "[118 | 189.65] loss=1.53 avg=1.65\n",
+      "[119 | 191.13] loss=1.56 avg=1.65\n",
+      "[120 | 192.61] loss=1.53 avg=1.64\n",
+      "[121 | 194.09] loss=1.42 avg=1.64\n",
+      "[122 | 195.56] loss=1.55 avg=1.64\n",
+      "[123 | 197.04] loss=1.56 avg=1.64\n",
+      "[124 | 198.50] loss=1.51 avg=1.64\n",
+      "[125 | 199.97] loss=1.56 avg=1.63\n",
+      "[126 | 201.45] loss=1.53 avg=1.63\n",
+      "[127 | 202.92] loss=1.63 avg=1.63\n",
+      "[128 | 204.40] loss=1.62 avg=1.63\n",
+      "[129 | 205.88] loss=1.41 avg=1.63\n",
+      "[130 | 207.36] loss=1.56 avg=1.63\n",
+      "[131 | 208.84] loss=1.54 avg=1.63\n",
+      "[132 | 210.32] loss=1.49 avg=1.63\n",
+      "[133 | 211.80] loss=1.55 avg=1.62\n",
+      "[134 | 213.28] loss=1.62 avg=1.62\n",
+      "[135 | 214.75] loss=1.57 avg=1.62\n",
+      "[136 | 216.23] loss=1.55 avg=1.62\n",
+      "[137 | 217.70] loss=1.66 avg=1.62\n",
+      "[138 | 219.17] loss=1.57 avg=1.62\n",
+      "[139 | 220.64] loss=1.47 avg=1.62\n",
+      "[140 | 222.12] loss=1.53 avg=1.62\n",
+      "[141 | 223.59] loss=1.54 avg=1.62\n",
+      "[142 | 225.08] loss=1.57 avg=1.62\n",
+      "[143 | 226.57] loss=1.54 avg=1.62\n",
+      "[144 | 228.05] loss=1.51 avg=1.62\n",
+      "[145 | 229.54] loss=1.47 avg=1.61\n",
+      "[146 | 231.02] loss=1.54 avg=1.61\n",
+      "[147 | 232.51] loss=1.51 avg=1.61\n",
+      "[148 | 233.98] loss=1.53 avg=1.61\n",
+      "[149 | 235.46] loss=1.48 avg=1.61\n",
+      "[150 | 236.93] loss=1.60 avg=1.61\n",
+      "[151 | 238.41] loss=1.48 avg=1.61\n",
+      "[152 | 239.88] loss=1.59 avg=1.61\n",
+      "[153 | 241.34] loss=1.55 avg=1.61\n",
+      "[154 | 242.79] loss=1.61 avg=1.61\n",
+      "[155 | 244.25] loss=1.53 avg=1.60\n",
+      "[156 | 245.70] loss=1.59 avg=1.60\n",
+      "[157 | 247.16] loss=1.51 avg=1.60\n",
+      "[158 | 248.61] loss=1.61 avg=1.60\n",
+      "[159 | 250.07] loss=1.62 avg=1.60\n",
+      "[160 | 251.52] loss=1.60 avg=1.60\n",
+      "[161 | 252.98] loss=1.67 avg=1.60\n",
+      "[162 | 254.43] loss=1.52 avg=1.60\n",
+      "[163 | 255.89] loss=1.56 avg=1.60\n",
+      "[164 | 257.35] loss=1.46 avg=1.60\n",
+      "[165 | 258.80] loss=1.50 avg=1.60\n",
+      "[166 | 260.26] loss=1.49 avg=1.60\n",
+      "[167 | 261.72] loss=1.53 avg=1.60\n",
+      "[168 | 263.17] loss=1.57 avg=1.60\n",
+      "[169 | 264.63] loss=1.52 avg=1.60\n",
+      "[170 | 266.09] loss=1.75 avg=1.60\n",
+      "[171 | 267.55] loss=1.67 avg=1.60\n",
+      "[172 | 269.00] loss=1.70 avg=1.60\n",
+      "[173 | 270.46] loss=1.49 avg=1.60\n",
+      "[174 | 271.91] loss=1.59 avg=1.60\n",
+      "[175 | 273.36] loss=1.52 avg=1.60\n",
+      "[176 | 274.82] loss=1.64 avg=1.60\n",
+      "[177 | 276.28] loss=1.62 avg=1.60\n",
+      "[178 | 277.74] loss=1.54 avg=1.60\n",
+      "[179 | 279.20] loss=1.37 avg=1.60\n",
+      "[180 | 280.66] loss=1.50 avg=1.59\n",
+      "[181 | 282.11] loss=1.54 avg=1.59\n",
+      "[182 | 283.58] loss=1.48 avg=1.59\n",
+      "[183 | 285.04] loss=1.54 avg=1.59\n",
+      "[184 | 286.49] loss=1.53 avg=1.59\n",
+      "[185 | 287.95] loss=1.54 avg=1.59\n",
+      "[186 | 289.41] loss=1.40 avg=1.59\n",
+      "[187 | 290.86] loss=1.48 avg=1.59\n",
+      "[188 | 292.32] loss=1.43 avg=1.58\n",
+      "[189 | 293.77] loss=1.60 avg=1.58\n",
+      "[190 | 295.23] loss=1.50 avg=1.58\n",
+      "[191 | 296.68] loss=1.55 avg=1.58\n",
+      "[192 | 298.14] loss=1.48 avg=1.58\n",
+      "[193 | 299.60] loss=1.61 avg=1.58\n",
+      "[194 | 301.05] loss=1.58 avg=1.58\n",
+      "[195 | 302.50] loss=1.52 avg=1.58\n",
+      "[196 | 303.96] loss=1.55 avg=1.58\n",
+      "[197 | 305.41] loss=1.50 avg=1.58\n",
+      "[198 | 306.87] loss=1.48 avg=1.58\n",
+      "[199 | 308.32] loss=1.41 avg=1.58\n",
+      "[200 | 309.78] loss=1.47 avg=1.58\n",
+      "======== SAMPLE 1 ========\n",
+      "\n",
+      "\n",
+      "6 oz. sour cream\n",
+      "1 c. quick oats\n",
+      "1/2 c. granulated sugar\n",
+      "1 tsp. vanilla\n",
+      "DIRECTIONS\n",
+      "Blend sour cream, oats, granulated sugar and dry ingredients in large saucepan.\n",
+      "Add sugar.\n",
+      "Cool to pummel.\n",
+      "Pour onto top of sour cream. Bake in 350\\u00b0 oven for 35 to 40 minutes.\n",
+      "Top with chocolate chips and crackers.\n",
+      "TITLE\n",
+      "Strawberry Dip\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "1 stick butter\n",
+      "2 eggs, beaten\n",
+      "1/2 c. sugar\n",
+      "1/2 c. brown sugar\n",
+      "1/2 c. shortening\n",
+      "2 Tbsp. flour\n",
+      "5 c. flour tortillas\n",
+      "2 Tbsp. chopped nuts\n",
+      "1/2 c. milk\n",
+      "DIRECTIONS\n",
+      "Crumble butter in nonstick skillet.\n",
+      "Put eggs, sugars, shortening and flour in a large bowl and let stand in hot, buttered skillet until smooth and elastic. Beat in flour mixture.\n",
+      "Let stand in refrigerator.\n",
+      "Sprinkle nuts with flour.\n",
+      "TITLE\n",
+      "Mexican Tortilla\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "1 stick sugar\n",
+      "1 c. flour\n",
+      "1 pkg. Jell-O\n",
+      "1 c. dry bread crumbs\n",
+      "1 c. graham crackers\n",
+      "2 Tbsp. butter\n",
+      "3/4 c. butter\n",
+      "1 c. chopped nuts\n",
+      "2/3 c. chopped grated Cheddar cheese\n",
+      "12 to 16 oz. frozen and cooked ham or other American cheese\n",
+      "DIRECTIONS\n",
+      "Cream together sugar, flour, Jell-O, bread crumbs, butter and 1 can cream of chicken soup; whip well.\n",
+      "Refrigerate a couple hours.\n",
+      "Divide cream into seven equal pieces.\n",
+      "Add cheese.\n",
+      "Pour into 1 1/2-quart casserole dish.\n",
+      "Top with grated, crushed cheese.\n",
+      "Bake 30 to 40 minutes.\n",
+      "Yields 1 (12 servings).\n",
+      "TITLE\n",
+      "Rising Stars Cauliflower Casserole\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "2 1/2 c. brown sugar\n",
+      "1 egg\n",
+      "1/2 c. butter\n",
+      "1/2 c. brown sugar\n",
+      "1 c. brown sugar\n",
+      "2 Tbsp. flour\n",
+      "1 tsp. cinnamon\n",
+      "1 tsp. cloves\n",
+      "1 tsp. baking powder\n",
+      "1 can frozen peas\n",
+      "1/2 c. buttered bread crumbs\n",
+      "1 c. chopped nuts (optional)\n",
+      "DIRECTIONS\n",
+      "Preheat oven to 400\\u00b0. Cream brown sugar and egg.\n",
+      "Beat in brown sugar.\n",
+      "Add butter and browns 5 minutes.\n",
+      "Combine brown sugar, vanilla, brown sugar and flour.\n",
+      "Mix quickly, mixing well.\n",
+      "Beat in peas and nuts. Mix lightly with fork.\n",
+      "Bake 10 minutes.\n",
+      "Baking time may be longer if frozen.\n",
+      "TITLE\n",
+      "Peanut Butter Pizza\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "1 (8 to 10 yrs.) container instant vanilla pudding\n",
+      "1 large egg\n",
+      "1 small container Karo syrup\n",
+      "1 (7 lb.) box chocolate chips\n",
+      "1 envelope chocolate pudding mix\n",
+      "2 large boxes Cool Whip\n",
+      "DIRECTIONS\n",
+      "Mix (1) pudding with eggs, Karo syrup and chocolate.\n",
+      "Place in greased casserole dish which has been set.\n",
+      "Pour 1/2 (1/2 a layer) on bottom of casserole dish.\n",
+      "TITLE\n",
+      "Easy Chocolate Dip\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "1 (16 oz.) jar Ricotta cheese, grated\n",
+      "1 (8 to 10 oz.) jar Ricotta cheese, grated\n",
+      "1 (8 oz.) bottle cracker crumbs\n",
+      "1/2 tsp. dried oregano (undiluted)\n",
+      "1 lb. cream cheese\n",
+      "1 (15 oz.) pkg. cream cheese\n",
+      "1 Tbsp. mayonnaise\n",
+      "1 pkg. instant pudding (8 oz.)\n",
+      "1/2 c. chopped nuts\n",
+      "pepper\n",
+      "DIRECTIONS\n",
+      "Mix Ricotta cheese and crumbs.\n",
+      "Set aside.\n",
+      "TITLE\n",
+      "Cheese Dip(From a Caramelie!)  \n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "5 small green peppers\n",
+      "1 1/2 Tbsp. olive oil\n",
+      "1 c. mayonnaise\n",
+      "3 Tbsp. lemon juice\n",
+      "DIRECTIONS\n",
+      "In a small bowl, combine all ingredients.\n",
+      "Stir; let stand for 3 minutes.\n",
+      "TITLE\n",
+      "Pepper Fried Pills\n",
+      "<|endoftext|\n",
+      "\n",
+      "[201 | 325.13] loss=1.63 avg=1.58\n",
+      "[202 | 326.56] loss=1.47 avg=1.58\n",
+      "[203 | 328.00] loss=1.57 avg=1.58\n",
+      "[204 | 329.44] loss=1.58 avg=1.58\n",
+      "[205 | 330.89] loss=1.58 avg=1.58\n",
+      "[206 | 332.33] loss=1.55 avg=1.58\n",
+      "[207 | 333.76] loss=1.57 avg=1.58\n",
+      "[208 | 335.19] loss=1.51 avg=1.57\n",
+      "[209 | 336.60] loss=1.53 avg=1.57\n",
+      "[210 | 338.02] loss=1.54 avg=1.57\n",
+      "[211 | 339.47] loss=1.66 avg=1.57\n",
+      "[212 | 340.91] loss=1.38 avg=1.57\n",
+      "[213 | 342.36] loss=1.58 avg=1.57\n",
+      "[214 | 343.78] loss=1.66 avg=1.57\n",
+      "[215 | 345.21] loss=1.56 avg=1.57\n",
+      "[216 | 346.64] loss=1.51 avg=1.57\n",
+      "[217 | 348.07] loss=1.42 avg=1.57\n",
+      "[218 | 349.50] loss=1.52 avg=1.57\n",
+      "[219 | 350.97] loss=1.56 avg=1.57\n",
+      "[220 | 352.46] loss=1.38 avg=1.57\n",
+      "[221 | 353.91] loss=1.48 avg=1.57\n",
+      "[222 | 355.39] loss=1.62 avg=1.57\n",
+      "[223 | 356.90] loss=1.47 avg=1.57\n",
+      "[224 | 358.35] loss=1.47 avg=1.57\n",
+      "[225 | 359.78] loss=1.59 avg=1.57\n",
+      "[226 | 361.21] loss=1.54 avg=1.57\n",
+      "[227 | 362.64] loss=1.45 avg=1.56\n",
+      "[228 | 364.06] loss=1.40 avg=1.56\n",
+      "[229 | 365.49] loss=1.57 avg=1.56\n",
+      "[230 | 366.92] loss=1.42 avg=1.56\n",
+      "[231 | 368.35] loss=1.55 avg=1.56\n",
+      "[232 | 369.78] loss=1.46 avg=1.56\n",
+      "[233 | 371.21] loss=1.55 avg=1.56\n",
+      "[234 | 372.64] loss=1.47 avg=1.56\n",
+      "[235 | 374.08] loss=1.46 avg=1.56\n",
+      "[236 | 375.52] loss=1.57 avg=1.56\n",
+      "[237 | 377.00] loss=1.47 avg=1.56\n",
+      "[238 | 378.45] loss=1.64 avg=1.56\n",
+      "[239 | 379.89] loss=1.48 avg=1.56\n",
+      "[240 | 381.33] loss=1.45 avg=1.56\n",
+      "[241 | 382.86] loss=1.66 avg=1.56\n",
+      "[242 | 384.34] loss=1.47 avg=1.56\n",
+      "[243 | 385.82] loss=1.61 avg=1.56\n",
+      "[244 | 387.31] loss=1.43 avg=1.55\n",
+      "[245 | 388.80] loss=1.45 avg=1.55\n",
+      "[246 | 390.29] loss=1.51 avg=1.55\n",
+      "[247 | 391.78] loss=1.46 avg=1.55\n",
+      "[248 | 393.27] loss=1.43 avg=1.55\n",
+      "[249 | 394.75] loss=1.44 avg=1.55\n",
+      "[250 | 396.24] loss=1.45 avg=1.55\n",
+      "[251 | 397.73] loss=1.59 avg=1.55\n",
+      "[252 | 399.22] loss=1.57 avg=1.55\n",
+      "[253 | 400.72] loss=1.57 avg=1.55\n",
+      "[254 | 402.22] loss=1.56 avg=1.55\n",
+      "[255 | 403.71] loss=1.49 avg=1.55\n",
+      "[256 | 405.20] loss=1.48 avg=1.55\n",
+      "[257 | 406.69] loss=1.43 avg=1.55\n",
+      "[258 | 408.18] loss=1.46 avg=1.55\n",
+      "[259 | 409.68] loss=1.54 avg=1.55\n",
+      "[260 | 411.17] loss=1.46 avg=1.54\n",
+      "[261 | 412.66] loss=1.58 avg=1.54\n",
+      "[262 | 414.15] loss=1.52 avg=1.54\n",
+      "[263 | 415.64] loss=1.48 avg=1.54\n",
+      "[264 | 417.13] loss=1.47 avg=1.54\n",
+      "[265 | 418.62] loss=1.44 avg=1.54\n",
+      "[266 | 420.11] loss=1.51 avg=1.54\n",
+      "[267 | 421.60] loss=1.44 avg=1.54\n",
+      "[268 | 423.09] loss=1.53 avg=1.54\n",
+      "[269 | 424.58] loss=1.52 avg=1.54\n",
+      "[270 | 426.07] loss=1.51 avg=1.54\n",
+      "[271 | 427.55] loss=1.56 avg=1.54\n",
+      "[272 | 429.04] loss=1.55 avg=1.54\n",
+      "[273 | 430.54] loss=1.50 avg=1.54\n",
+      "[274 | 432.03] loss=1.51 avg=1.54\n",
+      "[275 | 433.52] loss=1.48 avg=1.54\n",
+      "[276 | 435.01] loss=1.60 avg=1.54\n",
+      "[277 | 436.50] loss=1.42 avg=1.54\n",
+      "[278 | 438.00] loss=1.43 avg=1.54\n",
+      "[279 | 439.48] loss=1.51 avg=1.54\n",
+      "[280 | 440.98] loss=1.38 avg=1.54\n",
+      "[281 | 442.47] loss=1.42 avg=1.53\n",
+      "[282 | 443.97] loss=1.47 avg=1.53\n",
+      "[283 | 445.46] loss=1.46 avg=1.53\n",
+      "[284 | 446.95] loss=1.47 avg=1.53\n",
+      "[285 | 448.45] loss=1.51 avg=1.53\n",
+      "[286 | 449.94] loss=1.42 avg=1.53\n",
+      "[287 | 451.44] loss=1.42 avg=1.53\n",
+      "[288 | 452.93] loss=1.43 avg=1.53\n",
+      "[289 | 454.43] loss=1.49 avg=1.53\n",
+      "[290 | 455.91] loss=1.39 avg=1.53\n",
+      "[291 | 457.41] loss=1.58 avg=1.53\n",
+      "[292 | 458.90] loss=1.34 avg=1.52\n",
+      "[293 | 460.39] loss=1.36 avg=1.52\n",
+      "[294 | 461.88] loss=1.45 avg=1.52\n",
+      "[295 | 463.38] loss=1.47 avg=1.52\n",
+      "[296 | 464.87] loss=1.55 avg=1.52\n",
+      "[297 | 466.36] loss=1.36 avg=1.52\n",
+      "[298 | 467.85] loss=1.48 avg=1.52\n",
+      "[299 | 469.34] loss=1.53 avg=1.52\n",
+      "[300 | 470.83] loss=1.52 avg=1.52\n",
+      "======== SAMPLE 1 ========\n",
+      "\n",
+      "2 eggs, separated\n",
+      "1 c. sugar\n",
+      "1 tsp. vanilla\n",
+      "1 1/2 c. sifted flour\n",
+      "1 tsp. baking powder\n",
+      "1 tsp. salt\n",
+      "2 tsp. soda\n",
+      "1 tsp. baking soda\n",
+      "1 tsp. cinnamon\n",
+      "1 tsp. nutmeg\n",
+      "1 tsp. lemon\n",
+      "2 c. chopped nuts\n",
+      "1 (16 oz.) pkg. frozen lemonade mix\n",
+      "1 (8 oz.) pkg. cream cheese\n",
+      "1 c. chopped nuts\n",
+      "1 box raisins\n",
+      "DIRECTIONS\n",
+      "Cream together well.\n",
+      "Add flour, sugar and baking powder.\n",
+      "Chill to thaw.\n",
+      "Melt 3 minutes in mixer. Add sugar gradually, stirring until blended.\n",
+      "Fold in vanilla.\n",
+      "Pour into a greased and floured cake pan.\n",
+      "Bake approximately 1/4 hour and 30 minutes at 350\\u00b0.\n",
+      "Makes 8 loaves or 12 loaves.\n",
+      "Servings:\n",
+      "about 2 lb. each.\n",
+      "<|endoftext|>\n",
+      "TITLE\n",
+      "Zombie Cake\n",
+      "<|startoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "1 (3 oz.) pkg. frozen broccoli, thawed and drained\n",
+      "4 lb. pkg. yellow cabbage, thawed and drained\n",
+      "4 medium onions, minced\n",
+      "4 c. cabbage, sliced fine\n",
+      "3 Tbsp. flour\n",
+      "dash of salt\n",
+      "DIRECTIONS\n",
+      "Drain and drain broccoli and the green onions.\n",
+      "Slice cabbage and season to taste.\n",
+      "Salt and pepper to taste.\n",
+      "Mix salad ingredients.\n",
+      "Cook until the desired consistency.\n",
+      "TITLE\n",
+      "Corn N' Cream\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "1 lb. fresh broccoli\n",
+      "1 large can tuna\n",
+      "2 pkg. green peas, drained\n",
+      "1 large onion\n",
+      "1 clove garlic, minced\n",
+      "1/4 tsp. salt\n",
+      "1 tsp. mustard\n",
+      "1/2 medium green pepper\n",
+      "1/8 tsp. chili powder\n",
+      "chopped tomatoes\n",
+      "DIRECTIONS\n",
+      "Peel crescent rolls.\n",
+      "Cut crescent rolls into 1/4-inch thick slices.\n",
+      "Dip all layers in 1 1/2 cups water.\n",
+      "Cover crescent rolls.\n",
+      "Bake at 375\\u00b0 until golden brown and tender (120 to 140\\u00b0).\n",
+      "Remove crescent rolls from oven and drain with a fork.\n",
+      "In the same skillet, heat olive oil.\n",
+      "Lightly oil grill on High for 40 to 45 minutes.\n",
+      "Brown, drain and slice.\n",
+      "Transfer bacon to wire racks and place in skillet.\n",
+      "Place crescent rolls in crescent skillet covered baking dish.\n",
+      "Frost, repeat layers; bake for 25 to 30 minutes.\n",
+      "Turn on oil and fry until golden crisp.\n",
+      "TITLE\n",
+      "Broccoli And Green Pillsbury\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "1 1/2 c. sugar\n",
+      "1/2 c. margarine\n",
+      "1 1/2 c. brown sugar\n",
+      "1 Tbsp. lemon juice\n",
+      "1 tsp. vanilla\n",
+      "1/2 tsp. soda\n",
+      "1 tsp. baking soda\n",
+      "4 c. flour\n",
+      "1 tsp. vanilla\n",
+      "DIRECTIONS\n",
+      "Stir. Cook sugar in small saucepan until sugar is dissolved.\n",
+      "Cool, then add vanilla and lemon juice.\n",
+      "Stir.\n",
+      "Use 1 1/2 teaspoons for each.\n",
+      "TITLE\n",
+      "Microwave Crisp Pie\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "2 cans (4 oz.) frozen applesauce and 1/2 stick margarine\n",
+      "1 c. granulated sugar\n",
+      "1 tsp. vanilla\n",
+      "2 Tbsp. butter\n",
+      "1 Tbsp. whipping cream\n",
+      "1 c. chopped pecans\n",
+      "3 eggs\n",
+      "DIRECTIONS\n",
+      "Grease 13 x 9 x 2-inch baking pan, 3/4 full. Combine the first 5 ingredients in a large mixing bowl. Mix well. Pour into baking dish. Bake 5 minutes as directed on box, 325 degrees. In a large bowl, beat the icing until stiff. Place 1/2 cup fruit into cupcake dishes. Stir in sugar and 1 teaspoon vanilla. Top each fruit layer with the pecans sprinkled with pecans and crushed pecans; sprinkle with the frosting and glaze. Bake in 350\\u00b0 oven for 20 to 25 minutes or until done. Cool completely before removing from oven.\n",
+      "TITLE\n",
+      "Easy Easy Creme Cake\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "1 c. flour\n",
+      "1/4 tsp. salt\n",
+      "1/2 tsp. nutmeg\n",
+      "1/2 tsp. cinnamon\n",
+      "3 eggs\n",
+      "2 Tbsp. chopped walnuts\n",
+      "DIRECTIONS\n",
+      "Peel and peel\n",
+      "\n",
+      "[301 | 486.56] loss=1.39 avg=1.52\n",
+      "[302 | 488.07] loss=1.46 avg=1.52\n",
+      "[303 | 489.58] loss=1.49 avg=1.52\n",
+      "[304 | 491.06] loss=1.49 avg=1.52\n",
+      "[305 | 492.55] loss=1.39 avg=1.52\n",
+      "[306 | 494.04] loss=1.49 avg=1.52\n",
+      "[307 | 495.53] loss=1.57 avg=1.52\n",
+      "[308 | 497.03] loss=1.52 avg=1.52\n",
+      "[309 | 498.52] loss=1.55 avg=1.52\n",
+      "[310 | 500.03] loss=1.47 avg=1.52\n",
+      "[311 | 501.52] loss=1.41 avg=1.52\n",
+      "[312 | 503.01] loss=1.45 avg=1.51\n",
+      "[313 | 504.47] loss=1.56 avg=1.52\n",
+      "[314 | 505.95] loss=1.40 avg=1.51\n",
+      "[315 | 507.44] loss=1.44 avg=1.51\n",
+      "[316 | 508.94] loss=1.39 avg=1.51\n",
+      "[317 | 510.43] loss=1.43 avg=1.51\n",
+      "[318 | 511.93] loss=1.48 avg=1.51\n",
+      "[319 | 513.48] loss=1.46 avg=1.51\n",
+      "[320 | 514.97] loss=1.53 avg=1.51\n",
+      "[321 | 516.47] loss=1.32 avg=1.51\n",
+      "[322 | 517.96] loss=1.42 avg=1.51\n",
+      "[323 | 519.46] loss=1.38 avg=1.51\n",
+      "[324 | 520.95] loss=1.40 avg=1.50\n",
+      "[325 | 522.44] loss=1.46 avg=1.50\n",
+      "[326 | 523.93] loss=1.53 avg=1.50\n",
+      "[327 | 525.42] loss=1.63 avg=1.51\n",
+      "[328 | 526.92] loss=1.40 avg=1.50\n",
+      "[329 | 528.42] loss=1.56 avg=1.51\n",
+      "[330 | 529.92] loss=1.66 avg=1.51\n",
+      "[331 | 531.42] loss=1.63 avg=1.51\n",
+      "[332 | 532.91] loss=1.55 avg=1.51\n",
+      "[333 | 534.41] loss=1.41 avg=1.51\n",
+      "[334 | 535.94] loss=1.51 avg=1.51\n",
+      "[335 | 537.45] loss=1.50 avg=1.51\n",
+      "[336 | 538.95] loss=1.52 avg=1.51\n",
+      "[337 | 540.45] loss=1.47 avg=1.51\n",
+      "[338 | 541.95] loss=1.44 avg=1.51\n",
+      "[339 | 543.44] loss=1.38 avg=1.51\n",
+      "[340 | 544.94] loss=1.41 avg=1.50\n",
+      "[341 | 546.43] loss=1.51 avg=1.50\n",
+      "[342 | 547.92] loss=1.43 avg=1.50\n",
+      "[343 | 549.43] loss=1.41 avg=1.50\n",
+      "[344 | 550.93] loss=1.44 avg=1.50\n",
+      "[345 | 552.44] loss=1.46 avg=1.50\n",
+      "[346 | 553.94] loss=1.39 avg=1.50\n",
+      "[347 | 555.45] loss=1.43 avg=1.50\n",
+      "[348 | 556.95] loss=1.43 avg=1.50\n",
+      "[349 | 558.45] loss=1.42 avg=1.50\n",
+      "[350 | 559.94] loss=1.55 avg=1.50\n",
+      "[351 | 561.44] loss=1.46 avg=1.50\n",
+      "[352 | 562.96] loss=1.49 avg=1.50\n",
+      "[353 | 564.47] loss=1.42 avg=1.50\n",
+      "[354 | 565.96] loss=1.52 avg=1.50\n",
+      "[355 | 567.46] loss=1.41 avg=1.50\n",
+      "[356 | 568.96] loss=1.48 avg=1.50\n",
+      "[357 | 570.47] loss=1.35 avg=1.49\n",
+      "[358 | 571.97] loss=1.50 avg=1.49\n",
+      "[359 | 573.47] loss=1.38 avg=1.49\n",
+      "[360 | 574.96] loss=1.43 avg=1.49\n",
+      "[361 | 576.46] loss=1.37 avg=1.49\n",
+      "[362 | 577.95] loss=1.48 avg=1.49\n",
+      "[363 | 579.44] loss=1.56 avg=1.49\n",
+      "[364 | 580.94] loss=1.41 avg=1.49\n",
+      "[365 | 582.43] loss=1.42 avg=1.49\n",
+      "[366 | 583.92] loss=1.47 avg=1.49\n",
+      "[367 | 585.42] loss=1.44 avg=1.49\n",
+      "[368 | 586.91] loss=1.33 avg=1.49\n",
+      "[369 | 588.41] loss=1.47 avg=1.49\n",
+      "[370 | 589.91] loss=1.41 avg=1.49\n",
+      "[371 | 591.40] loss=1.53 avg=1.49\n",
+      "[372 | 592.90] loss=1.53 avg=1.49\n",
+      "[373 | 594.39] loss=1.43 avg=1.49\n",
+      "[374 | 595.89] loss=1.49 avg=1.49\n",
+      "[375 | 597.38] loss=1.50 avg=1.49\n",
+      "[376 | 598.87] loss=1.48 avg=1.49\n",
+      "[377 | 600.37] loss=1.42 avg=1.49\n",
+      "[378 | 601.86] loss=1.31 avg=1.49\n",
+      "[379 | 603.35] loss=1.41 avg=1.48\n",
+      "[380 | 604.83] loss=1.46 avg=1.48\n",
+      "[381 | 606.32] loss=1.46 avg=1.48\n",
+      "[382 | 607.81] loss=1.43 avg=1.48\n",
+      "[383 | 609.30] loss=1.40 avg=1.48\n",
+      "[384 | 610.79] loss=1.38 avg=1.48\n",
+      "[385 | 612.28] loss=1.40 avg=1.48\n",
+      "[386 | 613.77] loss=1.42 avg=1.48\n",
+      "[387 | 615.26] loss=1.46 avg=1.48\n",
+      "[388 | 616.75] loss=1.39 avg=1.48\n",
+      "[389 | 618.24] loss=1.44 avg=1.48\n",
+      "[390 | 619.73] loss=1.62 avg=1.48\n",
+      "[391 | 621.23] loss=1.39 avg=1.48\n",
+      "[392 | 622.72] loss=1.36 avg=1.48\n",
+      "[393 | 624.21] loss=1.44 avg=1.48\n",
+      "[394 | 625.71] loss=1.44 avg=1.48\n",
+      "[395 | 627.20] loss=1.48 avg=1.48\n",
+      "[396 | 628.70] loss=1.35 avg=1.48\n",
+      "[397 | 630.19] loss=1.48 avg=1.48\n",
+      "[398 | 631.68] loss=1.34 avg=1.47\n",
+      "[399 | 633.17] loss=1.45 avg=1.47\n",
+      "[400 | 634.67] loss=1.44 avg=1.47\n",
+      "======== SAMPLE 1 ========\n",
+      "\n",
+      "3 c. sugar\n",
+      "1 c. milk\n",
+      "1 tsp. vanilla\n",
+      "1 1/2 tsp. cream\n",
+      "2 eggs\n",
+      "1/2 c. all-purpose flour\n",
+      "1 tsp. butter\n",
+      "DIRECTIONS\n",
+      "Combine all ingredients. Makes two 1/2 pints.\n",
+      "Let stand several hours in refrigerator.\n",
+      "Bake in a Cool Whip pan at 375\\u00b0 for 30 minutes, removing to cooling rack.\n",
+      "Cool in a tube pan 15 minutes, then frost with confectioners sugar.\n",
+      "TITLE\n",
+      "Blond Delight\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "1 can green beans (1 lb.)\n",
+      "2 (8 oz.) boxes German chocolate\n",
+      "1 can green beans (1 lb.)\n",
+      "1 can green beans plus 1 can ground chuck\n",
+      "1 c. finely chopped nuts (optional)\n",
+      "1/2 c. sugar\n",
+      "2 eggs\n",
+      "2 1/2 c. oatmeal\n",
+      "24 oz. can pineapple juice\n",
+      "DIRECTIONS\n",
+      "Sprinkle 1 tsp. cinnamon over top; pour remaining spices over.\n",
+      "Mix well.\n",
+      "Put in buttered 9 1/2 x 13 1/2 x 2-inch pan.\n",
+      "Mix remaining ingredients and bake 35 minutes at 400\\u00b0.\n",
+      "TITLE\n",
+      "Cinnamon Fudge\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "1 lb. frozen peas\n",
+      "1/4 c. water\n",
+      "6 medium onions\n",
+      "1 (29 oz.) can chicken broth\n",
+      "2 1/3 c. cooked rice\n",
+      "1 tsp. salt\n",
+      "2 tsp. chili powder\n",
+      "1/4 tsp. pepper\n",
+      "1/2 c. sour cream\n",
+      "1 tsp. Worcestershire sauce\n",
+      "DIRECTIONS\n",
+      "Cook peas until tender or until tender mushies are not brown. Saute onions on top of peas.\n",
+      "Add broth and saute until thick. Add rice and season to taste. Add rice and season to taste.\n",
+      "TITLE\n",
+      "Mushies\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "1 (8 oz.) cream cheese, softened\n",
+      "1 small pkg. (4 1/2 oz.) frozen lemon jelly, chilled\n",
+      "1 large can frozen orange juice\n",
+      "1 can sweetened condensed milk\n",
+      "DIRECTIONS\n",
+      "Combine first 5 ingredients.\n",
+      "Beat. Add orange juice, sweetened condensed milk and salt.\n",
+      "Add crushed pears and sprinkle on top of mixture.\n",
+      "TITLE\n",
+      "Pears And Orange Jellies\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "1 lb. ground beef\n",
+      "8 oz. can tomato soup\n",
+      "9 to 10 slices Italian cheese\n",
+      "2 oz. cans tomato sauce\n",
+      "1 qt. jar pimentos\n",
+      "DIRECTIONS\n",
+      "Saute ground beef in saucepan until brown.\n",
+      "Add chopped onions and cheese.\n",
+      "Cook on both sides until cheese melts.\n",
+      "Add to hot mixture and simmer on low heat 25 minutes. Cook pimentos on both sides.\n",
+      "TITLE\n",
+      "Tomato Cheese Deli\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "1 box confectioners sugar\n",
+      "1/2 stick margarine\n",
+      "2 1/2 pkg. dry yeast\n",
+      "3/4 c. water\n",
+      "1 lb. Kraft biscuits\n",
+      "16 c. sugar\n",
+      "2 (13 1/2 oz.) cans pineapple juice\n",
+      "1 stick butter, melted\n",
+      "DIRECTIONS\n",
+      "Put all together in bowl; let stand about 2 hours.\n",
+      "Make a well in center of dough and press into a greased pan.\n",
+      "Fill crusts with sugar and melted butter.\n",
+      "Bake at 400\\u00b0 for 4 minutes.\n",
+      "Remove from pans and cool.\n",
+      "TITLE\n",
+      "Pam'S Pampas\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "1 c. sugar\n",
+      "2 1/2 Tbsp. flour\n",
+      "1 egg\n",
+      "6 Tbsp. flour\n",
+      "1 tsp. vanilla\n",
+      "3 c. milk\n",
+      "3 eggs\n",
+      "DIRECTIONS\n",
+      "Combine sugar, eggs, flour and vanilla; beat well.\n",
+      "Add enough milk for an additional layer of egg whites and layers of egg white cake and layers of cake.\n",
+      "TITLE\n",
+      "Easy To Prepare Sugar Cookies\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "4 large eggs\n",
+      "1 c. raisins (optional)\n",
+      "1 c. walnuts (optional)\n",
+      "4 oz. vanilla wafers\n",
+      "DIRECTIONS\n",
+      "Cream together eggs and raisins until creamy.\n",
+      "Add walnuts, if desired.\n",
+      "Pour into unbaked pie shell.\n",
+      "Bake in a 9 x 13-inch pan. Can be doubled.\n",
+      "TITLE\n",
+      "Walnuts And Wal\n",
+      "\n",
+      "[401 | 650.18] loss=1.47 avg=1.47\n",
+      "[402 | 651.67] loss=1.41 avg=1.47\n",
+      "[403 | 653.14] loss=1.31 avg=1.47\n",
+      "[404 | 654.62] loss=1.41 avg=1.47\n",
+      "[405 | 656.10] loss=1.39 avg=1.47\n",
+      "[406 | 657.59] loss=1.39 avg=1.47\n",
+      "[407 | 659.07] loss=1.42 avg=1.47\n",
+      "[408 | 660.55] loss=1.37 avg=1.47\n",
+      "[409 | 662.03] loss=1.51 avg=1.47\n",
+      "[410 | 663.51] loss=1.64 avg=1.47\n",
+      "[411 | 664.99] loss=1.42 avg=1.47\n",
+      "[412 | 666.46] loss=1.45 avg=1.47\n",
+      "[413 | 667.94] loss=1.43 avg=1.47\n",
+      "[414 | 669.40] loss=1.46 avg=1.47\n",
+      "[415 | 670.87] loss=1.33 avg=1.47\n",
+      "[416 | 672.33] loss=1.44 avg=1.47\n",
+      "[417 | 673.78] loss=1.43 avg=1.47\n",
+      "[418 | 675.22] loss=1.45 avg=1.47\n",
+      "[419 | 676.66] loss=1.44 avg=1.47\n",
+      "[420 | 678.09] loss=1.47 avg=1.47\n",
+      "[421 | 679.55] loss=1.44 avg=1.47\n",
+      "[422 | 681.01] loss=1.41 avg=1.47\n",
+      "[423 | 682.50] loss=1.46 avg=1.47\n",
+      "[424 | 683.96] loss=1.41 avg=1.46\n",
+      "[425 | 685.40] loss=1.39 avg=1.46\n",
+      "[426 | 686.86] loss=1.46 avg=1.46\n",
+      "[427 | 688.32] loss=1.48 avg=1.46\n",
+      "[428 | 689.78] loss=1.44 avg=1.46\n",
+      "[429 | 691.22] loss=1.37 avg=1.46\n",
+      "[430 | 692.64] loss=1.44 avg=1.46\n",
+      "[431 | 694.07] loss=1.43 avg=1.46\n",
+      "[432 | 695.50] loss=1.39 avg=1.46\n",
+      "[433 | 696.93] loss=1.46 avg=1.46\n",
+      "[434 | 698.36] loss=1.43 avg=1.46\n",
+      "[435 | 699.80] loss=1.55 avg=1.46\n",
+      "[436 | 701.23] loss=1.41 avg=1.46\n",
+      "[437 | 702.66] loss=1.52 avg=1.46\n",
+      "[438 | 704.09] loss=1.50 avg=1.46\n",
+      "[439 | 705.52] loss=1.42 avg=1.46\n",
+      "[440 | 706.96] loss=1.39 avg=1.46\n",
+      "[441 | 708.39] loss=1.42 avg=1.46\n",
+      "[442 | 709.82] loss=1.44 avg=1.46\n",
+      "[443 | 711.25] loss=1.46 avg=1.46\n",
+      "[444 | 712.69] loss=1.39 avg=1.46\n",
+      "[445 | 714.12] loss=1.33 avg=1.46\n",
+      "[446 | 715.56] loss=1.43 avg=1.46\n",
+      "[447 | 717.00] loss=1.54 avg=1.46\n",
+      "[448 | 718.44] loss=1.33 avg=1.46\n",
+      "[449 | 719.89] loss=1.43 avg=1.46\n",
+      "[450 | 721.34] loss=1.41 avg=1.46\n",
+      "[451 | 722.81] loss=1.36 avg=1.46\n",
+      "[452 | 724.25] loss=1.41 avg=1.46\n",
+      "[453 | 725.69] loss=1.35 avg=1.45\n",
+      "[454 | 727.11] loss=1.37 avg=1.45\n",
+      "[455 | 728.54] loss=1.47 avg=1.45\n",
+      "[456 | 729.97] loss=1.42 avg=1.45\n",
+      "[457 | 731.41] loss=1.39 avg=1.45\n",
+      "[458 | 732.84] loss=1.35 avg=1.45\n",
+      "[459 | 734.26] loss=1.51 avg=1.45\n",
+      "[460 | 735.68] loss=1.38 avg=1.45\n",
+      "[461 | 737.11] loss=1.41 avg=1.45\n",
+      "[462 | 738.54] loss=1.42 avg=1.45\n",
+      "[463 | 739.96] loss=1.36 avg=1.45\n",
+      "[464 | 741.39] loss=1.44 avg=1.45\n",
+      "[465 | 742.82] loss=1.34 avg=1.45\n",
+      "[466 | 744.24] loss=1.43 avg=1.45\n",
+      "[467 | 745.67] loss=1.42 avg=1.45\n",
+      "[468 | 747.10] loss=1.40 avg=1.45\n",
+      "[469 | 748.53] loss=1.46 avg=1.45\n",
+      "[470 | 749.96] loss=1.44 avg=1.45\n",
+      "[471 | 751.39] loss=1.49 avg=1.45\n",
+      "[472 | 752.83] loss=1.46 avg=1.45\n",
+      "[473 | 754.26] loss=1.38 avg=1.45\n",
+      "[474 | 755.69] loss=1.53 avg=1.45\n",
+      "[475 | 757.12] loss=1.43 avg=1.45\n",
+      "[476 | 758.55] loss=1.43 avg=1.45\n",
+      "[477 | 759.97] loss=1.41 avg=1.45\n",
+      "[478 | 761.41] loss=1.44 avg=1.45\n",
+      "[479 | 762.84] loss=1.42 avg=1.45\n",
+      "[480 | 764.27] loss=1.40 avg=1.45\n",
+      "[481 | 765.70] loss=1.48 avg=1.45\n",
+      "[482 | 767.13] loss=1.41 avg=1.45\n",
+      "[483 | 768.56] loss=1.60 avg=1.45\n",
+      "[484 | 769.99] loss=1.49 avg=1.45\n",
+      "[485 | 771.42] loss=1.45 avg=1.45\n",
+      "[486 | 772.86] loss=1.48 avg=1.45\n",
+      "[487 | 774.28] loss=1.43 avg=1.45\n",
+      "[488 | 775.71] loss=1.42 avg=1.45\n",
+      "[489 | 777.14] loss=1.43 avg=1.45\n",
+      "[490 | 778.57] loss=1.50 avg=1.45\n",
+      "[491 | 780.00] loss=1.35 avg=1.45\n",
+      "[492 | 781.43] loss=1.36 avg=1.45\n",
+      "[493 | 782.85] loss=1.45 avg=1.45\n",
+      "[494 | 784.28] loss=1.44 avg=1.45\n",
+      "[495 | 785.71] loss=1.43 avg=1.45\n",
+      "[496 | 787.14] loss=1.46 avg=1.45\n",
+      "[497 | 788.57] loss=1.46 avg=1.45\n",
+      "[498 | 790.00] loss=1.47 avg=1.45\n",
+      "[499 | 791.43] loss=1.37 avg=1.45\n",
+      "[500 | 792.86] loss=1.41 avg=1.45\n",
+      "======== SAMPLE 1 ========\n",
+      "DIP\n",
+      "Combine first 6 ingredients in large saucepan. Bring to a full boil over medium heat and boil about 30 minutes.\n",
+      "Remove from heat, pour over chicken mixture.\n",
+      "Mix well and serve with rice.\n",
+      "TITLE\n",
+      "Chicken Relish\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "2 lb. ground turkey bones\n",
+      "1 stalk cabbage, peeled and cut into 1-inch cubes\n",
+      "2 stalk scallions, peeled and chopped\n",
+      "1 (14 oz.) can cream cheese\n",
+      "1/2 c. milk\n",
+      "2 eggs\n",
+      "1 tsp. salt\n",
+      "1 c. chopped parsley\n",
+      "1 c. celery seed\n",
+      "3/4 c. chopped nuts\n",
+      "1/4 c. milk\n",
+      "DIRECTIONS\n",
+      "Brown ground turkey cubes in butter. Add onion and cook about 5 minutes. Add cabbage, scallions and celery seed. Cook a few more minutes; return to stove and add milk and continue cooking a few more minutes.\n",
+      "Add cheese to chicken and cook about 20 to 30 minutes longer.\n",
+      "TITLE\n",
+      "Scallion Chicken Quilt\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "1 head lettuce, shredded\n",
+      "1 can cream of chicken soup\n",
+      "1/2 can refried beans\n",
+      "1 large can water\n",
+      "6 green peppers\n",
+      "1 onion, pea-pea seed or 1 head celery seed\n",
+      "8 oz. jar salsa\n",
+      "DIRECTIONS\n",
+      "Cut chicken in bite sized pieces.\n",
+      "Dip in water. Put in large casserole. Serve with lettuce.\n",
+      "TITLE\n",
+      "Chicken Relish\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "4 eggs, well beaten\n",
+      "3 to 4 Tbsp. sugar\n",
+      "1/4 c. melted butter\n",
+      "1/4 c. flour\n",
+      "2/3 c. raisins\n",
+      "1/2 c. chopped nuts\n",
+      "3/4 c. flour\n",
+      "3/4 c. milk\n",
+      "3/4 c. raisins\n",
+      "DIRECTIONS\n",
+      "Preheat oven to 400\\u00b0.\n",
+      "Beat eggs and sugar. Sift flour and salt.\n",
+      "Combine flour, margarine and butter.\n",
+      "In pastry shell, flour, butter and flour until creamy.\n",
+      "Pour batter into prepared shell and press evenly over baked crusty mixture.\n",
+      "Bake for 10 minutes.\n",
+      "Cut in nuts, raisins, walnuts and raisins with a pastry cutter.\n",
+      "Fry.\n",
+      "TITLE\n",
+      "Aloha Flake\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "1 can peaches, drained\n",
+      "10 egg whites, beaten\n",
+      "2 1/2 lb. marshmallows, crushed\n",
+      "1 1/2 c. sugar\n",
+      "1/4 tsp. vanilla\n",
+      "1/4 tsp. salt\n",
+      "1/8 tsp. cinnamon sticks\n",
+      "DIRECTIONS\n",
+      "Combine peaches, egg whites and marshmallows. Chill until firm.\n",
+      "Cut in sugar until smooth. Add vanilla, salt and cinnamon sticks together. Mix well.\n",
+      "Drop by teaspoonfuls onto greased cookie sheet.\n",
+      "If desired, you can cut into small pieces.\n",
+      "Dot with butter.\n",
+      "Bake in 350\\u00b0 oven for 15-20 minutes.\n",
+      "Use as much as you desire.\n",
+      "TITLE\n",
+      "Mama'S Marshmallow Cookies\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "1 lb. hamburger or sausage\n",
+      "1 onion, chopped\n",
+      "2 Tbsp. soy sauce\n",
+      "1 c. chicken stock\n",
+      "1 pt. sour cream\n",
+      "8 oz. hot brown gravy mix\n",
+      "1 (14 oz.) can cream of chicken soup\n",
+      "1 c. chopped celery or bell pepper\n",
+      "2 cans cream of mushroom soup\n",
+      "1 c. sour cream\n",
+      "1/4 c. chopped onion\n",
+      "1 pkg. corn bread (uncooked)\n",
+      "1 can corn rice\n",
+      "DIRECTIONS\n",
+      "Cook hamburger and onion; drain and rinse well. Combine sausage, meat and rice.\n",
+      "Add sour cream, stir; add to mixture; mix well. Add corn bread, chicken, soup, gravy mix and corn mixture. Mix well; pour into greased baking dish.\n",
+      "Bake at 350\\u00b0 for 45 minutes to 1 hour.\n",
+      "TITLE\n",
+      "Hamburger Casserole\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "1 c. sugar\n",
+      "1/2 c. cocoa\n",
+      "1 small can Pet milk\n",
+      "2 Tbsp. vegetable oil\n",
+      "2 tsp. cinnamon\n",
+      "1/2 tsp. salt\n",
+      "1 egg\n",
+      "1/2 c. pumpkin\n",
+      "1/3 c. butter or margarine, melted\n",
+      "1 c. flour\n",
+      "1/2 c. all-purpose flour\n",
+      "1 tsp. baking soda\n",
+      "\n",
+      "[501 | 808.11] loss=1.50 avg=1.45\n",
+      "[502 | 809.52] loss=1.38 avg=1.45\n",
+      "[503 | 810.93] loss=1.48 avg=1.45\n",
+      "[504 | 812.34] loss=1.37 avg=1.45\n",
+      "[505 | 813.76] loss=1.31 avg=1.44\n",
+      "[506 | 815.18] loss=1.40 avg=1.44\n",
+      "[507 | 816.60] loss=1.39 avg=1.44\n",
+      "[508 | 818.02] loss=1.36 avg=1.44\n",
+      "[509 | 819.44] loss=1.37 avg=1.44\n",
+      "[510 | 820.86] loss=1.39 avg=1.44\n",
+      "[511 | 822.28] loss=1.36 avg=1.44\n",
+      "[512 | 823.71] loss=1.40 avg=1.44\n",
+      "[513 | 825.13] loss=1.45 avg=1.44\n",
+      "[514 | 826.55] loss=1.58 avg=1.44\n",
+      "[515 | 827.97] loss=1.44 avg=1.44\n",
+      "[516 | 829.39] loss=1.39 avg=1.44\n",
+      "[517 | 830.82] loss=1.44 avg=1.44\n",
+      "[518 | 832.24] loss=1.36 avg=1.44\n",
+      "[519 | 833.67] loss=1.51 avg=1.44\n",
+      "[520 | 835.10] loss=1.34 avg=1.44\n",
+      "[521 | 836.52] loss=1.34 avg=1.44\n",
+      "[522 | 837.95] loss=1.45 avg=1.44\n",
+      "[523 | 839.37] loss=1.37 avg=1.44\n",
+      "[524 | 840.80] loss=1.45 avg=1.44\n",
+      "[525 | 842.22] loss=1.40 avg=1.44\n",
+      "[526 | 843.66] loss=1.37 avg=1.44\n",
+      "[527 | 845.09] loss=1.44 avg=1.44\n",
+      "[528 | 846.52] loss=1.38 avg=1.44\n",
+      "[529 | 847.95] loss=1.42 avg=1.44\n",
+      "[530 | 849.37] loss=1.44 avg=1.44\n",
+      "[531 | 850.80] loss=1.33 avg=1.44\n",
+      "[532 | 852.23] loss=1.33 avg=1.43\n",
+      "[533 | 853.65] loss=1.46 avg=1.43\n",
+      "[534 | 855.08] loss=1.45 avg=1.44\n",
+      "[535 | 856.52] loss=1.41 avg=1.43\n",
+      "[536 | 857.95] loss=1.50 avg=1.44\n",
+      "[537 | 859.38] loss=1.38 avg=1.43\n",
+      "[538 | 860.80] loss=1.35 avg=1.43\n",
+      "[539 | 862.23] loss=1.35 avg=1.43\n",
+      "[540 | 863.65] loss=1.38 avg=1.43\n",
+      "[541 | 865.08] loss=1.51 avg=1.43\n",
+      "[542 | 866.52] loss=1.35 avg=1.43\n",
+      "[543 | 867.95] loss=1.52 avg=1.43\n",
+      "[544 | 869.38] loss=1.41 avg=1.43\n",
+      "[545 | 870.80] loss=1.52 avg=1.43\n",
+      "[546 | 872.23] loss=1.49 avg=1.43\n",
+      "[547 | 873.66] loss=1.35 avg=1.43\n",
+      "[548 | 875.08] loss=1.33 avg=1.43\n",
+      "[549 | 876.51] loss=1.30 avg=1.43\n",
+      "[550 | 877.94] loss=1.42 avg=1.43\n",
+      "[551 | 879.36] loss=1.29 avg=1.43\n",
+      "[552 | 880.79] loss=1.43 avg=1.43\n",
+      "[553 | 882.22] loss=1.32 avg=1.43\n",
+      "[554 | 883.65] loss=1.38 avg=1.43\n",
+      "[555 | 885.08] loss=1.43 avg=1.43\n",
+      "[556 | 886.51] loss=1.45 avg=1.43\n",
+      "[557 | 887.94] loss=1.36 avg=1.43\n",
+      "[558 | 889.37] loss=1.44 avg=1.43\n",
+      "[559 | 890.79] loss=1.49 avg=1.43\n",
+      "[560 | 892.22] loss=1.45 avg=1.43\n",
+      "[561 | 893.65] loss=1.39 avg=1.43\n",
+      "[562 | 895.08] loss=1.39 avg=1.43\n",
+      "[563 | 896.51] loss=1.42 avg=1.43\n",
+      "[564 | 897.95] loss=1.50 avg=1.43\n",
+      "[565 | 899.38] loss=1.41 avg=1.43\n",
+      "[566 | 900.81] loss=1.40 avg=1.43\n",
+      "[567 | 902.25] loss=1.53 avg=1.43\n",
+      "[568 | 903.68] loss=1.31 avg=1.43\n",
+      "[569 | 905.11] loss=1.38 avg=1.43\n",
+      "[570 | 906.53] loss=1.30 avg=1.43\n",
+      "[571 | 907.97] loss=1.40 avg=1.43\n",
+      "[572 | 909.40] loss=1.37 avg=1.43\n",
+      "[573 | 910.83] loss=1.38 avg=1.43\n",
+      "[574 | 912.25] loss=1.59 avg=1.43\n",
+      "[575 | 913.68] loss=1.34 avg=1.43\n",
+      "[576 | 915.10] loss=1.44 avg=1.43\n",
+      "[577 | 916.53] loss=1.44 avg=1.43\n",
+      "[578 | 917.96] loss=1.49 avg=1.43\n",
+      "[579 | 919.39] loss=1.33 avg=1.43\n",
+      "[580 | 920.81] loss=1.53 avg=1.43\n",
+      "[581 | 922.25] loss=1.38 avg=1.43\n",
+      "[582 | 923.67] loss=1.44 avg=1.43\n",
+      "[583 | 925.10] loss=1.31 avg=1.43\n",
+      "[584 | 926.53] loss=1.38 avg=1.42\n",
+      "[585 | 927.96] loss=1.45 avg=1.43\n",
+      "[586 | 929.40] loss=1.55 avg=1.43\n",
+      "[587 | 930.83] loss=1.40 avg=1.43\n",
+      "[588 | 932.26] loss=1.35 avg=1.43\n",
+      "[589 | 933.68] loss=1.31 avg=1.42\n",
+      "[590 | 935.11] loss=1.40 avg=1.42\n",
+      "[591 | 936.54] loss=1.36 avg=1.42\n",
+      "[592 | 937.97] loss=1.46 avg=1.42\n",
+      "[593 | 939.40] loss=1.49 avg=1.42\n",
+      "[594 | 940.83] loss=1.37 avg=1.42\n",
+      "[595 | 942.26] loss=1.43 avg=1.42\n",
+      "[596 | 943.70] loss=1.46 avg=1.42\n",
+      "[597 | 945.14] loss=1.30 avg=1.42\n",
+      "[598 | 946.57] loss=1.37 avg=1.42\n",
+      "[599 | 948.00] loss=1.41 avg=1.42\n",
+      "[600 | 949.43] loss=1.34 avg=1.42\n",
+      "======== SAMPLE 1 ========\n",
+      "\n",
+      "3 eggs\n",
+      "1 box raisins\n",
+      "3/4 c. grated sharp Cheddar\n",
+      "DIRECTIONS\n",
+      "Beat eggs and mix with flour, flour sifted and soda.\n",
+      "Add to eggs and vanilla and beat well.\n",
+      "Stir in grated cheese.\n",
+      "Divide into 3 equal-sized balls.\n",
+      "Roll balls in flour mixture and place in a shallow baking pan.\n",
+      "Bake 45 to 60 minutes for 9-inch pie crust.\n",
+      "TITLE\n",
+      "Quick Pie Crust\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "1 c. all-purpose flour\n",
+      "3/4 c. brown sugar\n",
+      "1 1/2 tsp. soda dissolved in 1/4 tsp. flour\n",
+      "1/2 tsp. salt\n",
+      "1/2 c. vegetable oil\n",
+      "2 egg yolks\n",
+      "4 heaping Tbsp. sugar\n",
+      "2 Tbsp. shortening\n",
+      "3 c. milk\n",
+      "2 1/4 c. sugar\n",
+      "2 Tbsp. flour\n",
+      "3 tsp. vanilla\n",
+      "1/4 c. shortening\n",
+      "DIRECTIONS\n",
+      "Mix flour, brown sugar, soda and salt.\n",
+      "Mix well and set aside.\n",
+      "Combine oil, egg and shortening.\n",
+      "Pour into flour mixture and mix well.\n",
+      "Combine flour mixture with milk, egg mixture and vanilla.\n",
+      "Pour into greased and floured 9 x 11-inch pan.\n",
+      "Bake, 25 minutes at 350\\u00b0.\n",
+      "TITLE\n",
+      "Pecan Pound Cake\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "1/4 lb. hot sausage links or sausage links (I use 1 lb. meat links)\n",
+      "1/2 lb. pork sausage links\n",
+      "1/2 lb. sausage links\n",
+      "1 onion, chopped\n",
+      "2 eggs\n",
+      "1 can cream of mushroom soup\n",
+      "1 can cream of mushroom soup\n",
+      "1 c. milk\n",
+      "1 c. grated Cheddar cheese\n",
+      "salt and pepper to taste\n",
+      "DIRECTIONS\n",
+      "Crumble sausage link and saute sausage, egg and sausage link, then top with onion, cheese and soup.\n",
+      "Blend milk, cheese and cream of mushroom soup together. Pour into 9 x 13-inch pan.\n",
+      "Cover and chill overnight.\n",
+      "Makes 50 quarts.\n",
+      "TITLE\n",
+      "Egg And Sausage Loaf\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "2 c. sour cream\n",
+      "2 eggs\n",
+      "1 c. milk\n",
+      "1 c. mayonnaise\n",
+      "2 tsp. vanilla\n",
+      "1 c. chopped pecans or walnuts\n",
+      "1 tsp. vanilla\n",
+      "1 c. miniature marshmallows\n",
+      "DIRECTIONS\n",
+      "Preheat oven to 350\\u00b0.\n",
+      "Sour cream with eggs and add milk.\n",
+      "Stir in remaining ingredients.\n",
+      "Pour into a shallow dish.\n",
+      "Bake 1 hour and 20 minutes or until a little heated.\n",
+      "The marshmallows and vanilla give it a wonderful brown feel.\n",
+      "TITLE\n",
+      "Pecan-Filled Sandwiches\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "2 c. self-rising cornmeal\n",
+      "1 stick melted margarine\n",
+      "2 c. sugar\n",
+      "1/2 tsp. salt\n",
+      "2 eggs\n",
+      "2 tsp. vanilla\n",
+      "2 tsp. cloves salt\n",
+      "1 small can sliced bananas\n",
+      "1 c. chopped pecans\n",
+      "1 c. chopped pecans (small or medium)\n",
+      "2 Tbsp. oleo\n",
+      "DIRECTIONS\n",
+      "Preheat oven to 275\\u00b0.\n",
+      "Cream together margarine and sugar.\n",
+      "Sift\n",
+      "and\n",
+      "mix the eggs, oleo,\n",
+      "salt and vanilla.\n",
+      "Add\n",
+      "together all\n",
+      "together\n",
+      "and\n",
+      "mix\n",
+      "again.\n",
+      "Let it\n",
+      "bite-size\n",
+      "and\n",
+      "whole\\the\\time. This can be made with a mixer at the same time.\n",
+      "TITLE\n",
+      "Banana Crunch\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "1 pkg. jello (fresh or frozen)\n",
+      "1 c. boiling water\n",
+      "flour (use 10 1/2 Tbsp. to 5 3/4 c.)\n",
+      "DIRECTIONS\n",
+      "In a saucepan, stir 3 to 4 minutes and bring to a boil when cool.\n",
+      "Then drop by a teaspoon onto a cookie sheet.\n",
+      "Place 1 tablespoon of jelly in each cookie.\n",
+      "Pour 3 tablespoons on each cookie, sealing.\n",
+      "Sprinkle chocolate squares on top.\n",
+      "TITLE\n",
+      "Jello Drop\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "1 lb. hamburger\n",
+      "1 green pepper\n",
+      "1/2 onion, diced or 1/2 lb. ground beef\n",
+      "1 can cream of mushroom soup\n",
+      "1 can\n",
+      "\n",
+      "[601 | 964.22] loss=1.32 avg=1.42\n",
+      "[602 | 965.64] loss=1.35 avg=1.42\n",
+      "[603 | 967.06] loss=1.49 avg=1.42\n",
+      "[604 | 968.47] loss=1.36 avg=1.42\n",
+      "[605 | 969.89] loss=1.44 avg=1.42\n",
+      "[606 | 971.31] loss=1.40 avg=1.42\n",
+      "[607 | 972.72] loss=1.37 avg=1.42\n",
+      "[608 | 974.15] loss=1.41 avg=1.42\n",
+      "[609 | 975.57] loss=1.40 avg=1.42\n",
+      "[610 | 976.99] loss=1.40 avg=1.42\n",
+      "[611 | 978.42] loss=1.32 avg=1.42\n",
+      "[612 | 979.85] loss=1.48 avg=1.42\n",
+      "[613 | 981.28] loss=1.43 avg=1.42\n",
+      "[614 | 982.70] loss=1.38 avg=1.42\n",
+      "[615 | 984.13] loss=1.38 avg=1.42\n",
+      "[616 | 985.54] loss=1.35 avg=1.42\n",
+      "[617 | 986.97] loss=1.49 avg=1.42\n",
+      "[618 | 988.39] loss=1.43 avg=1.42\n",
+      "[619 | 989.82] loss=1.46 avg=1.42\n",
+      "[620 | 991.25] loss=1.41 avg=1.42\n",
+      "[621 | 992.68] loss=1.38 avg=1.42\n",
+      "[622 | 994.10] loss=1.36 avg=1.42\n",
+      "[623 | 995.53] loss=1.45 avg=1.42\n",
+      "[624 | 996.96] loss=1.42 avg=1.42\n",
+      "[625 | 998.38] loss=1.42 avg=1.42\n",
+      "[626 | 999.82] loss=1.29 avg=1.42\n",
+      "[627 | 1001.24] loss=1.39 avg=1.42\n",
+      "[628 | 1002.67] loss=1.42 avg=1.42\n",
+      "[629 | 1004.09] loss=1.28 avg=1.41\n",
+      "[630 | 1005.52] loss=1.51 avg=1.42\n",
+      "[631 | 1006.95] loss=1.47 avg=1.42\n",
+      "[632 | 1008.38] loss=1.37 avg=1.42\n",
+      "[633 | 1009.81] loss=1.47 avg=1.42\n",
+      "[634 | 1011.23] loss=1.42 avg=1.42\n",
+      "[635 | 1012.67] loss=1.38 avg=1.42\n",
+      "[636 | 1014.10] loss=1.47 avg=1.42\n",
+      "[637 | 1015.53] loss=1.34 avg=1.42\n",
+      "[638 | 1016.96] loss=1.45 avg=1.42\n",
+      "[639 | 1018.39] loss=1.39 avg=1.42\n",
+      "[640 | 1019.83] loss=1.32 avg=1.42\n",
+      "[641 | 1021.27] loss=1.48 avg=1.42\n",
+      "[642 | 1022.71] loss=1.31 avg=1.41\n",
+      "[643 | 1024.14] loss=1.54 avg=1.42\n",
+      "[644 | 1025.58] loss=1.35 avg=1.42\n",
+      "[645 | 1027.01] loss=1.36 avg=1.41\n",
+      "[646 | 1028.44] loss=1.43 avg=1.41\n",
+      "[647 | 1029.87] loss=1.35 avg=1.41\n",
+      "[648 | 1031.30] loss=1.29 avg=1.41\n",
+      "[649 | 1032.74] loss=1.35 avg=1.41\n",
+      "[650 | 1034.16] loss=1.42 avg=1.41\n",
+      "[651 | 1035.60] loss=1.43 avg=1.41\n",
+      "[652 | 1037.03] loss=1.43 avg=1.41\n",
+      "[653 | 1038.48] loss=1.29 avg=1.41\n",
+      "[654 | 1040.06] loss=1.36 avg=1.41\n",
+      "[655 | 1041.59] loss=1.29 avg=1.41\n",
+      "[656 | 1043.06] loss=1.46 avg=1.41\n",
+      "[657 | 1044.49] loss=1.36 avg=1.41\n",
+      "[658 | 1045.97] loss=1.49 avg=1.41\n",
+      "[659 | 1047.47] loss=1.41 avg=1.41\n",
+      "[660 | 1048.97] loss=1.34 avg=1.41\n",
+      "[661 | 1050.44] loss=1.38 avg=1.41\n",
+      "[662 | 1051.89] loss=1.35 avg=1.41\n",
+      "[663 | 1053.32] loss=1.38 avg=1.41\n",
+      "[664 | 1054.77] loss=1.45 avg=1.41\n",
+      "[665 | 1056.20] loss=1.37 avg=1.41\n",
+      "[666 | 1057.64] loss=1.40 avg=1.41\n",
+      "[667 | 1059.06] loss=1.30 avg=1.41\n",
+      "[668 | 1060.49] loss=1.45 avg=1.41\n",
+      "[669 | 1061.92] loss=1.30 avg=1.41\n",
+      "[670 | 1063.35] loss=1.36 avg=1.41\n",
+      "[671 | 1064.78] loss=1.30 avg=1.41\n",
+      "[672 | 1066.21] loss=1.45 avg=1.41\n",
+      "[673 | 1067.64] loss=1.33 avg=1.41\n",
+      "[674 | 1069.07] loss=1.47 avg=1.41\n",
+      "[675 | 1070.50] loss=1.38 avg=1.41\n",
+      "[676 | 1071.93] loss=1.42 avg=1.41\n",
+      "[677 | 1073.36] loss=1.47 avg=1.41\n",
+      "[678 | 1074.79] loss=1.35 avg=1.41\n",
+      "[679 | 1076.22] loss=1.52 avg=1.41\n",
+      "[680 | 1077.65] loss=1.36 avg=1.41\n",
+      "[681 | 1079.08] loss=1.46 avg=1.41\n",
+      "[682 | 1080.51] loss=1.40 avg=1.41\n",
+      "[683 | 1081.94] loss=1.53 avg=1.41\n",
+      "[684 | 1083.37] loss=1.31 avg=1.41\n",
+      "[685 | 1084.80] loss=1.29 avg=1.41\n",
+      "[686 | 1086.23] loss=1.30 avg=1.40\n",
+      "[687 | 1087.66] loss=1.49 avg=1.41\n",
+      "[688 | 1089.09] loss=1.36 avg=1.41\n",
+      "[689 | 1090.52] loss=1.49 avg=1.41\n",
+      "[690 | 1091.95] loss=1.36 avg=1.41\n",
+      "[691 | 1093.38] loss=1.37 avg=1.41\n",
+      "[692 | 1094.81] loss=1.47 avg=1.41\n",
+      "[693 | 1096.24] loss=1.42 avg=1.41\n",
+      "[694 | 1097.67] loss=1.47 avg=1.41\n",
+      "[695 | 1099.10] loss=1.53 avg=1.41\n",
+      "[696 | 1100.54] loss=1.37 avg=1.41\n",
+      "[697 | 1101.96] loss=1.38 avg=1.41\n",
+      "[698 | 1103.39] loss=1.38 avg=1.41\n",
+      "[699 | 1104.82] loss=1.42 avg=1.41\n",
+      "[700 | 1106.25] loss=1.37 avg=1.41\n",
+      "======== SAMPLE 1 ========\n",
+      " batter until mixture is thick and not lumps.\n",
+      "Cover with remaining ingredients.\n",
+      "Heat oven at 325\\u00b0.\n",
+      "When mixture is bubbly, set aside to cool.\n",
+      "TITLE\n",
+      "Hot Dog Cake\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "1 1/2 c. sugar\n",
+      "2 eggs, beaten\n",
+      "1/2 c. milk\n",
+      "1 tsp. vanilla\n",
+      "1/2 tsp. cinnamon\n",
+      "DIRECTIONS\n",
+      "Cream together sugar and eggs.\n",
+      "Add milk to vanilla and mix well.\n",
+      "Add to creamed mixture to make the batter.\n",
+      "Add cinnamon and beat.\n",
+      "Pour into a greased cookie sheet and bake 40 minutes.\n",
+      "Let set until it bubbles, then cut into squares.\n",
+      "TITLE\n",
+      "Lazy Angel Cookies\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "1 lb. ground beef\n",
+      "1 egg\n",
+      "1 envelope dry onion mix\n",
+      "salt and pepper\n",
+      "sour cream\n",
+      "oregano\n",
+      "DIRECTIONS\n",
+      "Mix all ingredients until smooth.\n",
+      "Bake 1 hour at 350\\u00b0.\n",
+      "TITLE\n",
+      "Beef Stroganoff\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "2 1/2 c. sugar\n",
+      "1/2 c. butter\n",
+      "1/2 c. oil\n",
+      "4 eggs\n",
+      "1 1/2 c. flour\n",
+      "1 tsp. soda\n",
+      "1/2 tsp. baking powder\n",
+      "1 tsp. baking soda\n",
+      "1/2 c. nuts (optional)\n",
+      "DIRECTIONS\n",
+      "Cream sugar and butter; blend in oil.\n",
+      "Add egg and vanilla; mix well.\n",
+      "Add flour, soda, baking powder and baking powder. Add nuts.\n",
+      "Pour into greased and floured pan.\n",
+      "Bake at 325\\u00b0 for 35 to 45 minutes.\n",
+      "TITLE\n",
+      "Hot Fudge Cake\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "2 lb. bulk pork sausage\n",
+      "2 large cans Italian (or 1 can Italian wine)\n",
+      "DIRECTIONS\n",
+      "Cook sausage by the time you reach it.\n",
+      "Cut in slices, add in tomato sauce, flour, salt and pepper.\n",
+      "Drain.\n",
+      "Cook in salted water until brown.\n",
+      "Add sausage with juice, if you wish.\n",
+      "Serve.\n",
+      "TITLE\n",
+      "Pork Sausage(From Cacciatore)  \n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "1 Tbsp. vegetable shortening\n",
+      "1 small can chicken or egg\n",
+      "2 oz. cottage cheese\n",
+      "1 c. milk\n",
+      "1 tsp. vanilla and 1/2 c. butter flavoring\n",
+      "1 can evaporated milk\n",
+      "DIRECTIONS\n",
+      "Combine the first 6 ingredients. Pour into 2-quart casserole; bake for 30 minutes at 350\\u00b0.\n",
+      "TITLE\n",
+      "Cheesy Chicken Casserole\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "1/2 c. granulated sugar\n",
+      "1 c. firmly packed brown sugar\n",
+      "1 c. (4 oz.) coconut\n",
+      "1 3/4 c. firmly packed brown sugar\n",
+      "1 c. (4 oz.) coconut\n",
+      "1 1/2 c. sweet milk\n",
+      "1 tsp. vanilla\n",
+      "1/2 tsp. baking soda\n",
+      "1/2 tsp. cinnamon\n",
+      "1 tsp. vanilla\n",
+      "DIRECTIONS\n",
+      "In large baking pan, melt vanilla. Pour coconut and sugar over coconut.\n",
+      "Combine brown sugar and coconut.\n",
+      "Place in refrigerator until cold, then pour dry sweet milk over all.\n",
+      "Place in freezer until very stiff, 5 minutes.\n",
+      "Remove from freezer and cool.\n",
+      "TITLE\n",
+      "Christmas Cocoa Cake\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "1 angel food cake\n",
+      "1 Tbsp. oil\n",
+      "1 stick butter or margarine\n",
+      "1/4 c. lemon or orange juice\n",
+      "1 egg\n",
+      "DIRECTIONS\n",
+      "Heat oven at 300\\u00b0.\n",
+      "Grease and flour 10-inch tube pan (slightly oiled).\n",
+      "Grease and flour a 9 x 13-inch spring-form pan.\n",
+      "Prepare in cake pan the Angel Food cake.\n",
+      "TITLE\n",
+      "Angel Food Cake\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "1/2 c. grated cheese\n",
+      "1/2 c. mayonnaise\n",
+      "1/2 c. hot cream\n",
+      "1 can tomato sauce\n",
+      "1 carton sour cream\n",
+      "DIRECTIONS\n",
+      "Mix cheese and mayonnaise together.\n",
+      "Spread over crumbled crust.\n",
+      "Cool.\n",
+      "Bake, uncovered, at 450\\u00b0 until done.\n",
+      "TITLE\n",
+      "Che\n",
+      "\n",
+      "[701 | 1121.09] loss=1.36 avg=1.41\n",
+      "[702 | 1122.52] loss=1.43 avg=1.41\n",
+      "[703 | 1123.97] loss=1.45 avg=1.41\n",
+      "[704 | 1125.40] loss=1.46 avg=1.41\n",
+      "[705 | 1126.82] loss=1.50 avg=1.41\n",
+      "[706 | 1128.24] loss=1.51 avg=1.41\n",
+      "[707 | 1129.66] loss=1.48 avg=1.41\n",
+      "[708 | 1131.09] loss=1.43 avg=1.41\n",
+      "[709 | 1132.51] loss=1.36 avg=1.41\n",
+      "[710 | 1133.94] loss=1.34 avg=1.41\n",
+      "[711 | 1135.38] loss=1.44 avg=1.41\n",
+      "[712 | 1136.84] loss=1.39 avg=1.41\n",
+      "[713 | 1138.29] loss=1.34 avg=1.41\n",
+      "[714 | 1139.72] loss=1.39 avg=1.41\n",
+      "[715 | 1141.15] loss=1.37 avg=1.41\n",
+      "[716 | 1142.59] loss=1.44 avg=1.41\n",
+      "[717 | 1144.02] loss=1.34 avg=1.41\n",
+      "[718 | 1145.46] loss=1.38 avg=1.41\n",
+      "[719 | 1146.89] loss=1.36 avg=1.41\n",
+      "[720 | 1148.33] loss=1.37 avg=1.41\n",
+      "[721 | 1149.77] loss=1.34 avg=1.41\n",
+      "[722 | 1151.20] loss=1.36 avg=1.41\n",
+      "[723 | 1152.62] loss=1.43 avg=1.41\n",
+      "[724 | 1154.06] loss=1.28 avg=1.40\n",
+      "[725 | 1155.48] loss=1.47 avg=1.40\n",
+      "[726 | 1156.91] loss=1.36 avg=1.40\n",
+      "[727 | 1158.34] loss=1.32 avg=1.40\n",
+      "[728 | 1159.77] loss=1.30 avg=1.40\n",
+      "[729 | 1161.21] loss=1.30 avg=1.40\n",
+      "[730 | 1162.64] loss=1.37 avg=1.40\n",
+      "[731 | 1164.07] loss=1.30 avg=1.40\n",
+      "[732 | 1165.50] loss=1.31 avg=1.40\n",
+      "[733 | 1166.93] loss=1.40 avg=1.40\n",
+      "[734 | 1168.37] loss=1.43 avg=1.40\n",
+      "[735 | 1169.85] loss=1.44 avg=1.40\n",
+      "[736 | 1171.28] loss=1.30 avg=1.40\n",
+      "[737 | 1172.72] loss=1.49 avg=1.40\n",
+      "[738 | 1174.15] loss=1.37 avg=1.40\n",
+      "[739 | 1175.58] loss=1.28 avg=1.40\n",
+      "[740 | 1177.01] loss=1.39 avg=1.40\n",
+      "[741 | 1178.44] loss=1.43 avg=1.40\n",
+      "[742 | 1179.87] loss=1.39 avg=1.40\n",
+      "[743 | 1181.30] loss=1.38 avg=1.40\n",
+      "[744 | 1182.73] loss=1.40 avg=1.40\n",
+      "[745 | 1184.16] loss=1.37 avg=1.40\n",
+      "[746 | 1185.59] loss=1.43 avg=1.40\n",
+      "[747 | 1187.02] loss=1.41 avg=1.40\n",
+      "[748 | 1188.45] loss=1.48 avg=1.40\n",
+      "[749 | 1189.88] loss=1.47 avg=1.40\n",
+      "[750 | 1191.32] loss=1.30 avg=1.40\n",
+      "[751 | 1192.75] loss=1.43 avg=1.40\n",
+      "[752 | 1194.18] loss=1.37 avg=1.40\n",
+      "[753 | 1195.61] loss=1.35 avg=1.40\n",
+      "[754 | 1197.04] loss=1.30 avg=1.40\n",
+      "[755 | 1198.47] loss=1.37 avg=1.40\n",
+      "[756 | 1199.89] loss=1.46 avg=1.40\n",
+      "[757 | 1201.32] loss=1.48 avg=1.40\n",
+      "[758 | 1202.75] loss=1.35 avg=1.40\n",
+      "[759 | 1204.19] loss=1.38 avg=1.40\n",
+      "[760 | 1205.62] loss=1.34 avg=1.40\n",
+      "[761 | 1207.05] loss=1.45 avg=1.40\n",
+      "[762 | 1208.48] loss=1.42 avg=1.40\n",
+      "[763 | 1209.91] loss=1.44 avg=1.40\n",
+      "[764 | 1211.34] loss=1.37 avg=1.40\n",
+      "[765 | 1212.77] loss=1.28 avg=1.40\n",
+      "[766 | 1214.21] loss=1.32 avg=1.40\n",
+      "[767 | 1215.64] loss=1.43 avg=1.40\n",
+      "[768 | 1217.07] loss=1.37 avg=1.40\n",
+      "[769 | 1218.50] loss=1.28 avg=1.40\n",
+      "[770 | 1219.93] loss=1.35 avg=1.39\n",
+      "[771 | 1221.36] loss=1.37 avg=1.39\n",
+      "[772 | 1222.79] loss=1.41 avg=1.39\n",
+      "[773 | 1224.21] loss=1.32 avg=1.39\n",
+      "[774 | 1225.64] loss=1.36 avg=1.39\n",
+      "[775 | 1227.07] loss=1.39 avg=1.39\n",
+      "[776 | 1228.50] loss=1.37 avg=1.39\n",
+      "[777 | 1229.93] loss=1.43 avg=1.39\n",
+      "[778 | 1231.36] loss=1.34 avg=1.39\n",
+      "[779 | 1232.79] loss=1.29 avg=1.39\n",
+      "[780 | 1234.22] loss=1.36 avg=1.39\n",
+      "[781 | 1235.64] loss=1.33 avg=1.39\n",
+      "[782 | 1237.07] loss=1.43 avg=1.39\n",
+      "[783 | 1238.50] loss=1.21 avg=1.39\n",
+      "[784 | 1239.93] loss=1.34 avg=1.39\n",
+      "[785 | 1241.36] loss=1.41 avg=1.39\n",
+      "[786 | 1242.79] loss=1.42 avg=1.39\n",
+      "[787 | 1244.22] loss=1.34 avg=1.39\n",
+      "[788 | 1245.65] loss=1.40 avg=1.39\n",
+      "[789 | 1247.07] loss=1.37 avg=1.39\n",
+      "[790 | 1248.49] loss=1.29 avg=1.39\n",
+      "[791 | 1249.92] loss=1.39 avg=1.39\n",
+      "[792 | 1251.35] loss=1.34 avg=1.39\n",
+      "[793 | 1252.78] loss=1.33 avg=1.39\n",
+      "[794 | 1254.21] loss=1.46 avg=1.39\n",
+      "[795 | 1255.64] loss=1.31 avg=1.39\n",
+      "[796 | 1257.06] loss=1.33 avg=1.39\n",
+      "[797 | 1258.49] loss=1.21 avg=1.38\n",
+      "[798 | 1259.92] loss=1.26 avg=1.38\n",
+      "[799 | 1261.34] loss=1.46 avg=1.38\n",
+      "[800 | 1262.77] loss=1.26 avg=1.38\n",
+      "======== SAMPLE 1 ========\n",
+      "1 large onion, chopped\n",
+      "4 eggs\n",
+      "2 c. milk\n",
+      "1 c. sugar\n",
+      "1 tsp. salt\n",
+      "2/3 c. butter or oleo\n",
+      "1 c. flour\n",
+      "1 tsp. baking powder\n",
+      "DIRECTIONS\n",
+      "Cook onion (5 minutes). Put eggs, one at a time in a saucepan over low heat and bring to a boil.\n",
+      "Add flour, salt, butter, and baking powder.\n",
+      "Heat until light.\n",
+      "Mix milk and sugar together.\n",
+      "Cool mixture.\n",
+      "Let set in refrigerator and then add to first mixture.\n",
+      "TITLE\n",
+      "Coconut Crisp\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "1 small pkg. egg noodles (2 lb.)\n",
+      "1 pt. mayonnaise\n",
+      "3/4 c. chopped celery\n",
+      "1/2 c. chopped onion\n",
+      "1 c. brown sugar\n",
+      "1/2 c. chopped nuts\n",
+      "1 can cream of chicken soup\n",
+      "1/2 c. rice\n",
+      "DIRECTIONS\n",
+      "Melt margarine, add onion and celery, brown sugar and nuts.\n",
+      "Put all ingredients from soup in large saucepan and bring to a boil.\n",
+      "Simmer, uncovered, 5 or 6 hours.\n",
+      "Serves 4 to 6.\n",
+      "TITLE\n",
+      "Nimrod Dressing\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "1/2 c. water\n",
+      "2 Tbsp. oil\n",
+      "2 c. cooked chicken\n",
+      "7 to 8 small white mushrooms, sliced\n",
+      "DIRECTIONS\n",
+      "Mix the water with oil and cook until heated to boiling.\n",
+      "Saute mushrooms in 2 tablespoons of water.\n",
+      "Add the mushrooms and chicken.\n",
+      "Mix well.\n",
+      "Place in shallow pan.\n",
+      "Bake at 350\\u00b0 for 1 hour or until meat is done.\n",
+      "TITLE\n",
+      "Chicken Pot Pie\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "1 cup flour\n",
+      "1/2 teaspoon salt\n",
+      "1/2 teaspoon onion salt\n",
+      "1/2 teaspoon oregano salt\n",
+      "1/4 teaspoon garlic powder\n",
+      "1 tablespoon margarine\n",
+      "2 whole eggs\n",
+      "1 cup granulated sugar\n",
+      "1/2 teaspoon chili powder\n",
+      "1 teaspoon brown sugar\n",
+      "1 cup coconut\n",
+      "DIRECTIONS\n",
+      "Mix dry ingredients with 1/2 teaspoon margarine as well.\n",
+      "Put in 2 1/2 cup shallow dish sprayed with Pam. Fill with 1 cup warm water until all liquid evaporates.\n",
+      "Cook on High for 20 minutes.\n",
+      "TITLE\n",
+      "Coconut Delight\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "2 (10 1/2 oz. pkg.) sq. unsweetened chocolate\n",
+      "3 1/2 c. cold milk\n",
+      "4 c. sugar\n",
+      "6 egg whites\n",
+      "1 1/2 tsp. vanilla\n",
+      "1 cup Hershey chocolate candy flakes (optional)\n",
+      "DIRECTIONS\n",
+      "In a large bowl, melt chocolate. Stir in cold milk.\n",
+      "Pour chocolate mixture into a 9-inch pie plate.\n",
+      "Top with candy flakes.\n",
+      "Let set 5 minutes.\n",
+      "Serve immediately.\n",
+      "Good with cake or a sweetened whipped topping like vanilla.\n",
+      "TITLE\n",
+      "Chocolate Squares\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "2 c. cold milk\n",
+      "2 sticks margarine\n",
+      "1 qt. strawberries\n",
+      "1 c. pecan halves\n",
+      "DIRECTIONS\n",
+      "Measure milk into large bowl.\n",
+      "Pour over strawberries.\n",
+      "Mix margarine with milk.\n",
+      "Put in small pans.\n",
+      "Add dry ingredients.\n",
+      "Pour over strawberries.\n",
+      "Sprinkle with nuts.\n",
+      "Bake at 400\\u00b0 for 1 hour.\n",
+      "TITLE\n",
+      "Strawberry Bundles\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "1/2 lb. butter\n",
+      "1 c. sugar\n",
+      "2 3/4 c. oatmeal\n",
+      "3/4 c. peanut butter\n",
+      "4 Tbsp. water\n",
+      "3/4 c. peanut butter\n",
+      "2 tsp. vanilla\n",
+      "DIRECTIONS\n",
+      "Cream butter, sugar, water and peanut butter.\n",
+      "Add rest of ingredients.\n",
+      "Pour into greased baking pan.\n",
+      "Bake at 350\\u00b0 about 45 minutes.\n",
+      "TITLE\n",
+      "Peanut Butter Brownies\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "2 c. plain flour\n",
+      "2 c. sugar\n",
+      "4 Tbsp. cocoa\n",
+      "1/4 c. vinegar\n",
+      "3/4 c. vegetable oil\n",
+      "4 tsp. soda\n",
+      "2 tsp. vanilla\n",
+      "2 tsp. salt\n",
+      "1 tsp. cinnamon\n",
+      "1 c. coarse bread crumbs\n",
+      "1 large can crushed pineapple (undrained or can be added)\n",
+      "1 (5 3/4\n",
+      "\n",
+      "[801 | 1278.03] loss=1.36 avg=1.38\n",
+      "[802 | 1279.45] loss=1.37 avg=1.38\n",
+      "[803 | 1280.86] loss=1.37 avg=1.38\n",
+      "[804 | 1282.26] loss=1.28 avg=1.38\n",
+      "[805 | 1283.68] loss=1.38 avg=1.38\n",
+      "[806 | 1285.09] loss=1.29 avg=1.38\n",
+      "[807 | 1286.51] loss=1.35 avg=1.38\n",
+      "[808 | 1287.93] loss=1.36 avg=1.38\n",
+      "[809 | 1289.36] loss=1.46 avg=1.38\n",
+      "[810 | 1290.77] loss=1.31 avg=1.38\n",
+      "[811 | 1292.20] loss=1.44 avg=1.38\n",
+      "[812 | 1293.62] loss=1.41 avg=1.38\n",
+      "[813 | 1295.04] loss=1.39 avg=1.38\n",
+      "[814 | 1296.46] loss=1.44 avg=1.38\n",
+      "[815 | 1297.89] loss=1.44 avg=1.38\n",
+      "[816 | 1299.31] loss=1.35 avg=1.38\n",
+      "[817 | 1300.74] loss=1.30 avg=1.38\n",
+      "[818 | 1302.16] loss=1.34 avg=1.38\n",
+      "[819 | 1303.59] loss=1.31 avg=1.38\n",
+      "[820 | 1305.01] loss=1.38 avg=1.38\n",
+      "[821 | 1306.43] loss=1.40 avg=1.38\n",
+      "[822 | 1307.86] loss=1.32 avg=1.38\n",
+      "[823 | 1309.29] loss=1.45 avg=1.38\n",
+      "[824 | 1310.70] loss=1.30 avg=1.38\n",
+      "[825 | 1312.13] loss=1.31 avg=1.38\n",
+      "[826 | 1313.55] loss=1.47 avg=1.38\n",
+      "[827 | 1314.98] loss=1.39 avg=1.38\n",
+      "[828 | 1316.40] loss=1.29 avg=1.38\n",
+      "[829 | 1317.83] loss=1.37 avg=1.38\n",
+      "[830 | 1319.26] loss=1.38 avg=1.38\n",
+      "[831 | 1320.69] loss=1.30 avg=1.38\n",
+      "[832 | 1322.11] loss=1.45 avg=1.38\n",
+      "[833 | 1323.55] loss=1.31 avg=1.38\n",
+      "[834 | 1324.98] loss=1.30 avg=1.38\n",
+      "[835 | 1326.42] loss=1.45 avg=1.38\n",
+      "[836 | 1327.87] loss=1.31 avg=1.38\n",
+      "[837 | 1329.31] loss=1.41 avg=1.38\n",
+      "[838 | 1330.74] loss=1.37 avg=1.38\n",
+      "[839 | 1332.18] loss=1.35 avg=1.38\n",
+      "[840 | 1333.62] loss=1.42 avg=1.38\n",
+      "[841 | 1335.05] loss=1.39 avg=1.38\n",
+      "[842 | 1336.48] loss=1.24 avg=1.38\n",
+      "[843 | 1337.90] loss=1.36 avg=1.38\n",
+      "[844 | 1339.33] loss=1.34 avg=1.38\n",
+      "[845 | 1340.76] loss=1.35 avg=1.38\n",
+      "[846 | 1342.19] loss=1.36 avg=1.38\n",
+      "[847 | 1343.62] loss=1.36 avg=1.38\n",
+      "[848 | 1345.05] loss=1.34 avg=1.38\n",
+      "[849 | 1346.48] loss=1.55 avg=1.38\n",
+      "[850 | 1347.90] loss=1.26 avg=1.38\n",
+      "[851 | 1349.33] loss=1.32 avg=1.38\n",
+      "[852 | 1350.76] loss=1.40 avg=1.38\n",
+      "[853 | 1352.19] loss=1.28 avg=1.37\n",
+      "[854 | 1353.61] loss=1.45 avg=1.38\n",
+      "[855 | 1355.04] loss=1.41 avg=1.38\n",
+      "[856 | 1356.47] loss=1.35 avg=1.38\n",
+      "[857 | 1357.91] loss=1.31 avg=1.37\n",
+      "[858 | 1359.35] loss=1.37 avg=1.37\n",
+      "[859 | 1360.78] loss=1.41 avg=1.38\n",
+      "[860 | 1362.21] loss=1.43 avg=1.38\n",
+      "[861 | 1363.64] loss=1.35 avg=1.38\n",
+      "[862 | 1365.07] loss=1.38 avg=1.38\n",
+      "[863 | 1366.51] loss=1.39 avg=1.38\n",
+      "[864 | 1367.94] loss=1.48 avg=1.38\n",
+      "[865 | 1369.37] loss=1.43 avg=1.38\n",
+      "[866 | 1370.80] loss=1.31 avg=1.38\n",
+      "[867 | 1372.22] loss=1.43 avg=1.38\n",
+      "[868 | 1373.65] loss=1.43 avg=1.38\n",
+      "[869 | 1375.08] loss=1.38 avg=1.38\n",
+      "[870 | 1376.51] loss=1.34 avg=1.38\n",
+      "[871 | 1377.94] loss=1.29 avg=1.38\n",
+      "[872 | 1379.36] loss=1.39 avg=1.38\n",
+      "[873 | 1380.80] loss=1.33 avg=1.38\n",
+      "[874 | 1382.22] loss=1.33 avg=1.38\n",
+      "[875 | 1383.65] loss=1.45 avg=1.38\n",
+      "[876 | 1385.07] loss=1.45 avg=1.38\n",
+      "[877 | 1386.50] loss=1.43 avg=1.38\n",
+      "[878 | 1387.93] loss=1.31 avg=1.38\n",
+      "[879 | 1389.36] loss=1.37 avg=1.38\n",
+      "[880 | 1390.79] loss=1.36 avg=1.38\n",
+      "[881 | 1392.22] loss=1.33 avg=1.38\n",
+      "[882 | 1393.65] loss=1.38 avg=1.38\n",
+      "[883 | 1395.11] loss=1.34 avg=1.38\n",
+      "[884 | 1396.55] loss=1.31 avg=1.38\n",
+      "[885 | 1397.98] loss=1.50 avg=1.38\n",
+      "[886 | 1399.41] loss=1.46 avg=1.38\n",
+      "[887 | 1400.84] loss=1.38 avg=1.38\n",
+      "[888 | 1402.28] loss=1.33 avg=1.38\n",
+      "[889 | 1403.71] loss=1.33 avg=1.38\n",
+      "[890 | 1405.14] loss=1.41 avg=1.38\n",
+      "[891 | 1406.56] loss=1.24 avg=1.38\n",
+      "[892 | 1407.99] loss=1.39 avg=1.38\n",
+      "[893 | 1409.42] loss=1.29 avg=1.37\n",
+      "[894 | 1410.85] loss=1.25 avg=1.37\n",
+      "[895 | 1412.27] loss=1.39 avg=1.37\n",
+      "[896 | 1413.71] loss=1.38 avg=1.37\n",
+      "[897 | 1415.14] loss=1.45 avg=1.37\n",
+      "[898 | 1416.57] loss=1.35 avg=1.37\n",
+      "[899 | 1417.99] loss=1.36 avg=1.37\n",
+      "[900 | 1419.42] loss=1.30 avg=1.37\n",
+      "======== SAMPLE 1 ========\n",
+      " till on top of chicken.\n",
+      "Dot with butter; brown chicken.\n",
+      "Pour off fat.\n",
+      "Place chicken between layers of chicken.\n",
+      "Place on top of chicken.\n",
+      "Mix sugar and salt. Cook at 375\\u00b0 for 1 hour, stirring occasionally.\n",
+      "Bake for 45 minutes.\n",
+      "TITLE\n",
+      "Hot Chicken And Dumplings\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "1 1/4 c. boiling water\n",
+      "3 Tbsp. cornstarch\n",
+      "2 Tbsp. lemon juice\n",
+      "1 Tbsp. water\n",
+      "3 Tbsp. sugar\n",
+      "pinch of salt\n",
+      "DIRECTIONS\n",
+      "Heat oven to 350\\u00b0.\n",
+      "Add cornstarch, sugar and salt and bake for 35 minutes.\n",
+      "Cool.\n",
+      "When ready to serve, add lemon juice and water.\n",
+      "Return to oven to serve.\n",
+      "Serves 10 to 12.\n",
+      "TITLE\n",
+      "Lemon Slaw\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "1/3 c. milk\n",
+      "1/4 c. sugar\n",
+      "2 eggs\n",
+      "1 egg yolk\n",
+      "1/2 tsp. salt\n",
+      "DIRECTIONS\n",
+      "Mix first 2 ingredients in a large bowl.\n",
+      "Add next 2 ingredients and beat well. Fill bowl about 3/8 full with milk and then add next 1/2 of the mixture. Let mixture cool, but don't add sugar. Sprinkle in nutmeg.\n",
+      "Add nutmeg and salt.\n",
+      "Bake until golden in a 400\\u00b0 oven for 1 1/2 hours or until set. Makes 6 servings.\n",
+      "TITLE\n",
+      "Rye Lemon Cake\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "2 c. sugar\n",
+      "1 1/2 c. flour\n",
+      "2 tsp. baking soda\n",
+      "1/2 tsp. salt\n",
+      "1/2 c. cocoa\n",
+      "1/4 c. tapioca\n",
+      "1/4 c. buttermilk\n",
+      "1/2 c. Wesson oil\n",
+      "1/4 c. vinegar\n",
+      "DIRECTIONS\n",
+      "In a 2-quart casserole dish, combine sugar, flour and baking soda; stir over medium heat to blend. Stir in cocoa; cook on high 3 minutes. Stir in buttermilk and vinegar. Cover and cook on medium 3 minutes.\n",
+      "TITLE\n",
+      "Overnight Biscuits\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "1 medium onion, chopped fine\n",
+      "4 slices bacon, cut fine\n",
+      "1/2 c. water\n",
+      "1/2 c. vinegar\n",
+      "1 c. sugar, divided\n",
+      "2 eggs\n",
+      "DIRECTIONS\n",
+      "Cook onion in a large fat frypan until brown.\n",
+      "Do not boil.\n",
+      "Remove from heat.\n",
+      "Combine next 5 ingredients, add 2 more eggs and salt.\n",
+      "Add to onions, stirring and mix thoroughly with spoon.\n",
+      "Pour 1 tablespoon mixture in buttered casserole dish. Sprinkle dry ingredients over crumbs, then pour on eggs.\n",
+      "Bake at 350\\u00b0 for 20 to 25 minutes.\n",
+      "Serves 2 to 3.\n",
+      "TITLE\n",
+      "Baked Onion Souffle\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "16 oz. can blueberry jam\n",
+      "2 sticks butter\n",
+      "2 eggs, well beaten\n",
+      "1 1/2 c. sugar\n",
+      "DIRECTIONS\n",
+      "Mix\n",
+      "jello\n",
+      "mixed\n",
+      "with 3 1/2\n",
+      "oz. strawberries.\n",
+      "Let cool and crumble.\n",
+      "Add jam and sugar together and beat with wire whisk.\n",
+      "Makes a soft ball and very hard ball.\n",
+      "It can be mixed real quick and you can put in jars.\n",
+      "TITLE\n",
+      "Jam Mousse\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "1 box lime jello\n",
+      "grape pods (if possible)\n",
+      "graham crackers\n",
+      "1 stick margarine\n",
+      "DIRECTIONS\n",
+      "Prepare\n",
+      "juice and margarine and spread on cake. Let cool. Add crackers if needed. Cover and bring to a full boil. Cool to lukewarm before removing from lukewarm and add margarine. Stir. If you want, add 1/4 cup melted margarine. Pour over cake. Pour in the refrigerator. Let cool and frost.\n",
+      "TITLE\n",
+      "Cafe Casserole\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "3/4 c. finely chopped onion\n",
+      "1 c. finely sliced celery\n",
+      "1 c. finely chopped green bell pepper\n",
+      "3/4 c. finely chopped carrots\n",
+      "1/4 tsp. salt\n",
+      "1/2 tsp. pepper\n",
+      "1/4 tsp. celery seed\n",
+      "1/4 tsp. Worcestershire\n",
+      "DIRECT\n",
+      "\n",
+      "[901 | 1434.62] loss=1.39 avg=1.37\n",
+      "[902 | 1436.03] loss=1.34 avg=1.37\n",
+      "[903 | 1437.44] loss=1.32 avg=1.37\n",
+      "[904 | 1438.85] loss=1.43 avg=1.37\n",
+      "[905 | 1440.26] loss=1.28 avg=1.37\n",
+      "[906 | 1441.68] loss=1.33 avg=1.37\n",
+      "[907 | 1443.09] loss=1.48 avg=1.37\n",
+      "[908 | 1444.51] loss=1.36 avg=1.37\n",
+      "[909 | 1445.93] loss=1.43 avg=1.37\n",
+      "[910 | 1447.35] loss=1.44 avg=1.37\n",
+      "[911 | 1448.79] loss=1.28 avg=1.37\n",
+      "[912 | 1450.21] loss=1.32 avg=1.37\n",
+      "[913 | 1451.63] loss=1.42 avg=1.37\n",
+      "[914 | 1453.06] loss=1.45 avg=1.37\n",
+      "[915 | 1454.48] loss=1.41 avg=1.37\n",
+      "[916 | 1455.91] loss=1.42 avg=1.37\n",
+      "[917 | 1457.33] loss=1.35 avg=1.37\n",
+      "[918 | 1458.76] loss=1.33 avg=1.37\n",
+      "[919 | 1460.18] loss=1.44 avg=1.37\n",
+      "[920 | 1461.61] loss=1.41 avg=1.37\n",
+      "[921 | 1463.04] loss=1.39 avg=1.37\n",
+      "[922 | 1464.47] loss=1.45 avg=1.38\n",
+      "[923 | 1465.89] loss=1.37 avg=1.38\n",
+      "[924 | 1467.31] loss=1.32 avg=1.38\n",
+      "[925 | 1468.74] loss=1.32 avg=1.37\n",
+      "[926 | 1470.17] loss=1.39 avg=1.37\n",
+      "[927 | 1471.60] loss=1.33 avg=1.37\n",
+      "[928 | 1473.02] loss=1.32 avg=1.37\n",
+      "[929 | 1474.45] loss=1.46 avg=1.37\n",
+      "[930 | 1475.88] loss=1.33 avg=1.37\n",
+      "[931 | 1477.31] loss=1.40 avg=1.37\n",
+      "[932 | 1478.73] loss=1.32 avg=1.37\n",
+      "[933 | 1480.16] loss=1.29 avg=1.37\n",
+      "[934 | 1481.60] loss=1.30 avg=1.37\n",
+      "[935 | 1483.03] loss=1.42 avg=1.37\n",
+      "[936 | 1484.46] loss=1.28 avg=1.37\n",
+      "[937 | 1485.89] loss=1.32 avg=1.37\n",
+      "[938 | 1487.32] loss=1.38 avg=1.37\n",
+      "[939 | 1488.74] loss=1.36 avg=1.37\n",
+      "[940 | 1490.17] loss=1.29 avg=1.37\n",
+      "[941 | 1491.60] loss=1.40 avg=1.37\n",
+      "[942 | 1493.02] loss=1.43 avg=1.37\n",
+      "[943 | 1494.45] loss=1.22 avg=1.37\n",
+      "[944 | 1495.88] loss=1.39 avg=1.37\n",
+      "[945 | 1497.31] loss=1.37 avg=1.37\n",
+      "[946 | 1498.73] loss=1.41 avg=1.37\n",
+      "[947 | 1500.16] loss=1.48 avg=1.37\n",
+      "[948 | 1501.59] loss=1.26 avg=1.37\n",
+      "[949 | 1503.01] loss=1.42 avg=1.37\n",
+      "[950 | 1504.43] loss=1.30 avg=1.37\n",
+      "[951 | 1505.86] loss=1.32 avg=1.37\n",
+      "[952 | 1507.29] loss=1.32 avg=1.37\n",
+      "[953 | 1508.72] loss=1.38 avg=1.37\n",
+      "[954 | 1510.15] loss=1.39 avg=1.37\n",
+      "[955 | 1511.57] loss=1.31 avg=1.37\n",
+      "[956 | 1513.01] loss=1.35 avg=1.37\n",
+      "[957 | 1514.44] loss=1.48 avg=1.37\n",
+      "[958 | 1515.87] loss=1.37 avg=1.37\n",
+      "[959 | 1517.29] loss=1.37 avg=1.37\n",
+      "[960 | 1518.73] loss=1.43 avg=1.37\n",
+      "[961 | 1520.16] loss=1.48 avg=1.37\n",
+      "[962 | 1521.58] loss=1.45 avg=1.37\n",
+      "[963 | 1523.01] loss=1.28 avg=1.37\n",
+      "[964 | 1524.44] loss=1.30 avg=1.37\n",
+      "[965 | 1525.87] loss=1.34 avg=1.37\n",
+      "[966 | 1527.30] loss=1.40 avg=1.37\n",
+      "[967 | 1528.73] loss=1.49 avg=1.37\n",
+      "[968 | 1530.16] loss=1.25 avg=1.37\n",
+      "[969 | 1531.59] loss=1.41 avg=1.37\n",
+      "[970 | 1533.02] loss=1.37 avg=1.37\n",
+      "[971 | 1534.45] loss=1.27 avg=1.37\n",
+      "[972 | 1535.88] loss=1.39 avg=1.37\n",
+      "[973 | 1537.31] loss=1.31 avg=1.37\n",
+      "[974 | 1538.74] loss=1.40 avg=1.37\n",
+      "[975 | 1540.17] loss=1.37 avg=1.37\n",
+      "[976 | 1541.60] loss=1.37 avg=1.37\n",
+      "[977 | 1543.02] loss=1.30 avg=1.37\n",
+      "[978 | 1544.46] loss=1.23 avg=1.37\n",
+      "[979 | 1545.88] loss=1.43 avg=1.37\n",
+      "[980 | 1547.31] loss=1.32 avg=1.37\n",
+      "[981 | 1548.74] loss=1.25 avg=1.37\n",
+      "[982 | 1550.17] loss=1.30 avg=1.37\n",
+      "[983 | 1551.59] loss=1.25 avg=1.36\n",
+      "[984 | 1553.02] loss=1.35 avg=1.36\n",
+      "[985 | 1554.46] loss=1.30 avg=1.36\n",
+      "[986 | 1555.88] loss=1.36 avg=1.36\n",
+      "[987 | 1557.31] loss=1.38 avg=1.36\n",
+      "[988 | 1558.74] loss=1.31 avg=1.36\n",
+      "[989 | 1560.17] loss=1.34 avg=1.36\n",
+      "[990 | 1561.62] loss=1.22 avg=1.36\n",
+      "[991 | 1563.05] loss=1.33 avg=1.36\n",
+      "[992 | 1564.47] loss=1.36 avg=1.36\n",
+      "[993 | 1565.91] loss=1.26 avg=1.36\n",
+      "[994 | 1567.34] loss=1.40 avg=1.36\n",
+      "[995 | 1568.77] loss=1.34 avg=1.36\n",
+      "[996 | 1570.20] loss=1.34 avg=1.36\n",
+      "[997 | 1571.63] loss=1.37 avg=1.36\n",
+      "[998 | 1573.06] loss=1.28 avg=1.36\n",
+      "[999 | 1574.49] loss=1.33 avg=1.36\n",
+      "[1000 | 1575.92] loss=1.31 avg=1.36\n",
+      "Saving Recipe-Creator/weights/run1\\model-1000\n",
+      "======== SAMPLE 1 ========\n",
+      " soup to boiling water; set aside.\n",
+      "Place cornbread in casserole dish.\n",
+      "Combine cornbread and soup; set aside. Place chicken strips on top.\n",
+      "Fold in reserved cornbread and soup.\n",
+      "Season to taste with salt and pepper.\n",
+      "Place strips on top of chicken.\n",
+      "Pour over cornbread strips. Pour remaining soup, soup and croutons onto top.\n",
+      "Bake in preheated 425\\u00b0 oven for 30 minutes or until set and hot and bubbly.\n",
+      "Serve hot.\n",
+      "TITLE\n",
+      "Rice Chicken\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "1 c. milk\n",
+      "2 sticks margarine\n",
+      "1 c. sugar\n",
+      "6 eggs, separated\n",
+      "1/2 c. plain flour\n",
+      "1 Tbsp. baking powder\n",
+      "DIRECTIONS\n",
+      "Put hot milk in pot and stir. Heat until thick and clear.\n",
+      "Boil 5 minutes but do not boil.\n",
+      "Add sugar and beat vigorously.\n",
+      "Add eggs and beat until thick and clear.\n",
+      "Cut with toothpicks; drop by tablespoon onto waxed paper. Roll in flour and bake at 425\\u00b0 for 8 minutes.\n",
+      "TITLE\n",
+      "Mama'S Pecan Cookies\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "2 c. flour (self-rising)\n",
+      "1 1/2 tsp. baking powder\n",
+      "3/4 tsp. salt\n",
+      "DIRECTIONS\n",
+      "Mix ingredients together. Make 2 balls; mix well.\n",
+      "Roll into small balls.\n",
+      "Cut in 1/2-inch pieces and roll into 1/2-inch pieces.\n",
+      "Place in buttered and greased loaf pan.\n",
+      "Bake at 425\\u00b0 for 12 to 14 minutes.\n",
+      "TITLE\n",
+      "Pizza Brownies\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "2 c. self-rising flour\n",
+      "1 c. sugar\n",
+      "1 Tbsp. baking powder\n",
+      "1/4 c. oil\n",
+      "1 c. chopped pecans\n",
+      "DIRECTIONS\n",
+      "Preheat oven to 375\\u00b0.\n",
+      "TITLE\n",
+      "Pecan Wreath Bread\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "1 c. shortening\n",
+      "1 small can crushed pineapple\n",
+      "1/2 c. sugar\n",
+      "1 c. white or brown sugar\n",
+      "1 Tbsp. cornstarch\n",
+      "1 tsp. mace\n",
+      "1 tsp. vanilla flavoring\n",
+      "3/4 c. boiling water\n",
+      "1 c. chopped nuts\n",
+      "DIRECTIONS\n",
+      "Mix shortening, sugar, pineapple, sugar and cornstarch.\n",
+      "In 4-cup mold, mix drained pineapple, white or brown sugar, white or brown sugar and cornstarch mixture.\n",
+      "Stir remaining ingredients into pineapple mixture.\n",
+      "Stir in remaining nuts (do not spread) if desired.\n",
+      "Pour into mold and chill until firm.\n",
+      "Yields 8 servings.\n",
+      "TITLE\n",
+      "Sugarless Pineapple Salad\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "1 small carton Cool Whip\n",
+      "powdered chocolate\n",
+      "2 large cans orange raspberries\n",
+      "1 pkg. Oreo cookies with crusts (small)\n",
+      "DIRECTIONS\n",
+      "Melt chocolate with a hand spoon. Add Cool Whip.\n",
+      "Put cookies and raspberries in 9 x 13-inch pan that is lined with crusts or you can use an aluminum foil cookie sheet.\n",
+      "Spread in pan.\n",
+      "Top with 2 pkgs. instant pudding.\n",
+      "TITLE\n",
+      "Orange Julius\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "1 (3 oz.) pkg. strawberry jello\n",
+      "1 (5 3/4 oz.) pkg. cranberry sauce\n",
+      "1/3 c. milk\n",
+      "1 tsp. vanilla\n",
+      "DIRECTIONS\n",
+      "Put jello in a saucepan with 1 teaspoon hot water.\n",
+      "Chill.\n",
+      "Pour jello into a serving dish, mixing and putting vanilla.\n",
+      "Cover with 2 small Tbsp. sugar. Pour next 2 cups of jello with remaining jello and mixture.\n",
+      "Add remaining jello and sauce and put in refrigerator until jells for 1 to 2 to 1/2 hour.\n",
+      "TITLE\n",
+      "Sour Cream Jello\n",
+      "<|endoftext|>\n",
+      "<|startoftext|>\n",
+      "INGREDIENTS\n",
+      "1/2 c. cocoa\n",
+      "2/3 c. flour\n",
+      "1/4 c. hot water\n",
+      "2 c. cold milk\n",
+      "2 Tbsp. cocoa or 3 tsp. soda\n",
+      "powdered sugar (optional)\n",
+      "DIRECTIONS\n",
+      "Sift together flour, cocoa, salt, sugar, 2 cups water and 1 cup cocoa.\n",
+      "Add remaining water\n",
+      "\n",
+      "[1001 | 1603.32] loss=1.39 avg=1.36\n",
+      "[1002 | 1604.73] loss=1.30 avg=1.36\n",
+      "Saving Recipe-Creator/weights/run1\\model-1002\n",
+      "WARNING:tensorflow:From C:\\Users\\franz\\.conda\\envs\\Recipe-creator\\lib\\site-packages\\tensorflow_core\\python\\training\\saver.py:963: remove_checkpoint (from tensorflow.python.training.checkpoint_management) is deprecated and will be removed in a future version.\n",
+      "Instructions for updating:\n",
+      "Use standard file APIs to delete files with this prefix.\n"
+     ]
+    }
+   ],
+   "source": [
+    "gpt2.finetune(sess,\n",
+    "              file_path+'.txt',\n",
+    "              model_name=model_name,\n",
+    "              checkpoint_dir=checkpoint_dir,   \n",
+    "              steps=1000\n",
+    "              )   "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# test"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "text = \"\"\"INGREDIENTS\n",
+    "1 mango\n",
+    "2 Chile\n",
+    "DIRECTIONS\n",
+    "\"\"\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "INGREDIENTS\n",
+      "1 mango\n",
+      "2 Chile\n",
+      "DIRECTIONS\n",
+      "Mix all ingredients together well.\n",
+      "Bake in a 9 x 13-inch pan.\n",
+      "TITLE\n",
+      "Mango Chutney\n",
+      "\n",
+      "====================\n",
+      "INGREDIENTS\n",
+      "1 mango\n",
+      "2 Chile\n",
+      "DIRECTIONS\n",
+      "Drain mango and cut into small pieces.\n",
+      "In blender, stir and puree in small amount of sugar.\n",
+      "Add other ingredients.\n",
+      "Let mixture stand until it is fully dissolved.\n",
+      "Pour in glasses and enjoy.\n",
+      "TITLE\n",
+      "Gooey Mango Jello\n",
+      "\n",
+      "====================\n",
+      "INGREDIENTS\n",
+      "1 mango\n",
+      "2 Chile\n",
+      "DIRECTIONS\n",
+      "Put into jars and seal.\n",
+      "TITLE\n",
+      "Mango Jello\n",
+      "\n",
+      "====================\n"
+     ]
+    }
+   ],
+   "source": [
+    "gpt2.generate(sess,prefix=text,truncate=sufix,checkpoint_dir=checkpoint_dir,nsamples=3)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Data Tokeniser"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ds = pd.read_csv(file_path+'.csv')\n",
+    "df = ds[['ingredients','directions','title']]\n",
+    "titles = df.keys()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "with open(file_path+'.txt', 'w+') as f:\n",
+    "  for i, row in df.iterrows():\n",
+    "    s=prefix+'\\n'\n",
+    "    for x,item in enumerate(row):\n",
+    "      s2 = str(item)\n",
+    "      s2=re.sub('\\\"\\s?,\\s?\\\"','\\n',s2)\n",
+    "      s2=re.sub('\\\"|\\[|\\]','',s2)\n",
+    "      s+=titles[x].upper()+'\\n'+s2+'\\n'\n",
+    "    s+=sufix+'\\n'\n",
+    "    if(i%10000==0):\n",
+    "      print(s)\n",
+    "    f.write(str(s))\n",
+    "    if ((i+1 )% 500000 )==0 :\n",
+    "      break\n",
+    "f.close()"
+   ]
+  }
+ ],
+ "metadata": {
+  "interpreter": {
+   "hash": "53fbdc69e3e12c371950068c144423682c30d04ec68c2bd46937202e33e0058d"
+  },
+  "kernelspec": {
+   "display_name": "Python 3.7.11 ('receta')",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.11"
+  },
+  "orig_nbformat": 4
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}

Recipe-Creator.yml

@@ -0,0 +1,14 @@
+name: Recipe-Creator
+
+dependencies:
+    - python>=3.7
+    - pip>=19.0
+    - jupyter
+    - pandas   
+    - pip:
+        - gpt-2-simple
+        - tensorflow-estimator==1.15.1
+        - tensorflow-gpu==1.15
+        
+
+