{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "north-steering",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pip 20.3.4 from /usr/lib/python3/dist-packages/pip (python 3.9)\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip -V"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ranking-bottom",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting tensorflow==1.15.5\n",
      "  Using cached tensorflow-1.15.5-cp36-cp36m-manylinux2010_x86_64.whl (110.5 MB)\n",
      "Collecting gast==0.2.2\n",
      "  Using cached gast-0.2.2-py3-none-any.whl\n",
      "Collecting keras-preprocessing>=1.0.5\n",
      "  Using cached Keras_Preprocessing-1.1.2-py2.py3-none-any.whl (42 kB)\n",
      "Collecting h5py<=2.10.0\n",
      "  Using cached h5py-2.10.0-cp36-cp36m-manylinux1_x86_64.whl (2.9 MB)\n",
      "Collecting opt-einsum>=2.3.2\n",
      "  Using cached opt_einsum-3.3.0-py3-none-any.whl (65 kB)\n",
      "Collecting protobuf>=3.6.1\n",
      "  Using cached protobuf-3.19.6-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.1 MB)\n",
      "Collecting tensorboard<1.16.0,>=1.15.0\n",
      "  Using cached tensorboard-1.15.0-py3-none-any.whl (3.8 MB)\n",
      "Collecting tensorflow-estimator==1.15.1\n",
      "  Using cached tensorflow_estimator-1.15.1-py2.py3-none-any.whl (503 kB)\n",
      "Collecting astor>=0.6.0\n",
      "  Using cached astor-0.8.1-py2.py3-none-any.whl (27 kB)\n",
      "Collecting absl-py>=0.7.0\n",
      "  Using cached absl_py-1.3.0-py3-none-any.whl (124 kB)\n",
      "Collecting termcolor>=1.1.0\n",
      "  Using cached termcolor-1.1.0.tar.gz (3.9 kB)\n",
      "  Preparing metadata (setup.py) ... \u001b[?25ldone\n",
      "\u001b[?25hCollecting wheel>=0.26\n",
      "  Downloading wheel-0.37.1-py2.py3-none-any.whl (35 kB)\n",
      "Requirement already satisfied: six>=1.10.0 in ./pocket/lib/python3.6/site-packages (from tensorflow==1.15.5) (1.16.0)\n",
      "Collecting grpcio>=1.8.6\n",
      "  Using cached grpcio-1.48.2-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (4.6 MB)\n",
      "Collecting keras-applications>=1.0.8\n",
      "  Using cached Keras_Applications-1.0.8-py3-none-any.whl (50 kB)\n",
      "Collecting numpy<1.19.0,>=1.16.0\n",
      "  Downloading numpy-1.18.5-cp36-cp36m-manylinux1_x86_64.whl (20.1 MB)\n",
      "     |████████████████████████████████| 20.1 MB 14.0 MB/s            \n",
      "\u001b[?25hCollecting google-pasta>=0.1.6\n",
      "  Using cached google_pasta-0.2.0-py3-none-any.whl (57 kB)\n",
      "Collecting wrapt>=1.11.1\n",
      "  Using cached wrapt-1.14.1-cp36-cp36m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl (74 kB)\n",
      "Collecting markdown>=2.6.8\n",
      "  Using cached Markdown-3.3.7-py3-none-any.whl (97 kB)\n",
      "Collecting setuptools>=41.0.0\n",
      "  Using cached setuptools-59.6.0-py3-none-any.whl (952 kB)\n",
      "Collecting werkzeug>=0.11.15\n",
      "  Downloading Werkzeug-2.0.3-py3-none-any.whl (289 kB)\n",
      "     |████████████████████████████████| 289 kB 14.3 MB/s            \n",
      "\u001b[?25hRequirement already satisfied: importlib-metadata>=4.4 in ./pocket/lib/python3.6/site-packages (from markdown>=2.6.8->tensorboard<1.16.0,>=1.15.0->tensorflow==1.15.5) (4.8.3)\n",
      "Requirement already satisfied: dataclasses in ./pocket/lib/python3.6/site-packages (from werkzeug>=0.11.15->tensorboard<1.16.0,>=1.15.0->tensorflow==1.15.5) (0.8)\n",
      "Requirement already satisfied: typing-extensions>=3.6.4 in ./pocket/lib/python3.6/site-packages (from importlib-metadata>=4.4->markdown>=2.6.8->tensorboard<1.16.0,>=1.15.0->tensorflow==1.15.5) (4.1.1)\n",
      "Requirement already satisfied: zipp>=0.5 in ./pocket/lib/python3.6/site-packages (from importlib-metadata>=4.4->markdown>=2.6.8->tensorboard<1.16.0,>=1.15.0->tensorflow==1.15.5) (3.6.0)\n",
      "Using legacy 'setup.py install' for termcolor, since package 'wheel' is not installed.\n",
      "Installing collected packages: numpy, wheel, werkzeug, setuptools, protobuf, markdown, h5py, grpcio, absl-py, wrapt, termcolor, tensorflow-estimator, tensorboard, opt-einsum, keras-preprocessing, keras-applications, google-pasta, gast, astor, tensorflow\n",
      "  Attempting uninstall: setuptools\n",
      "    Found existing installation: setuptools 39.0.1\n",
      "    Uninstalling setuptools-39.0.1:\n",
      "      Successfully uninstalled setuptools-39.0.1\n",
      "    Running setup.py install for termcolor ... \u001b[?25ldone\n",
      "\u001b[?25hSuccessfully installed absl-py-1.3.0 astor-0.8.1 gast-0.2.2 google-pasta-0.2.0 grpcio-1.48.2 h5py-2.10.0 keras-applications-1.0.8 keras-preprocessing-1.1.2 markdown-3.3.7 numpy-1.18.5 opt-einsum-3.3.0 protobuf-3.19.6 setuptools-59.6.0 tensorboard-1.15.0 tensorflow-1.15.5 tensorflow-estimator-1.15.1 termcolor-1.1.0 werkzeug-2.0.3 wheel-0.37.1 wrapt-1.14.1\n",
      "Collecting keras==2.2.5\n",
      "  Using cached Keras-2.2.5-py2.py3-none-any.whl (336 kB)\n",
      "Requirement already satisfied: six>=1.9.0 in ./pocket/lib/python3.6/site-packages (from keras==2.2.5) (1.16.0)\n",
      "Requirement already satisfied: h5py in ./pocket/lib/python3.6/site-packages (from keras==2.2.5) (2.10.0)\n",
      "Requirement already satisfied: keras-applications>=1.0.8 in ./pocket/lib/python3.6/site-packages (from keras==2.2.5) (1.0.8)\n",
      "Collecting pyyaml\n",
      "  Downloading PyYAML-6.0-cp36-cp36m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl (603 kB)\n",
      "     |████████████████████████████████| 603 kB 3.3 MB/s            \n",
      "\u001b[?25hRequirement already satisfied: keras-preprocessing>=1.1.0 in ./pocket/lib/python3.6/site-packages (from keras==2.2.5) (1.1.2)\n",
      "Collecting scipy>=0.14\n",
      "  Downloading scipy-1.5.4-cp36-cp36m-manylinux1_x86_64.whl (25.9 MB)\n",
      "     |████████████████████████████████| 25.9 MB 854 kB/s             \n",
      "\u001b[?25hRequirement already satisfied: numpy>=1.9.1 in ./pocket/lib/python3.6/site-packages (from keras==2.2.5) (1.18.5)\n",
      "Installing collected packages: scipy, pyyaml, keras\n",
      "Successfully installed keras-2.2.5 pyyaml-6.0 scipy-1.5.4\n",
      "Collecting pincelate\n",
      "  Using cached pincelate-0.0.1-py3-none-any.whl (12.0 MB)\n",
      "Collecting pronouncing>=0.2.0\n",
      "  Using cached pronouncing-0.2.0-py2.py3-none-any.whl\n",
      "Requirement already satisfied: Keras>=2.2.0 in ./pocket/lib/python3.6/site-packages (from pincelate) (2.2.5)\n",
      "Collecting scikit-learn>=0.20.0\n",
      "  Using cached scikit_learn-0.24.2-cp36-cp36m-manylinux2010_x86_64.whl (22.2 MB)\n",
      "Requirement already satisfied: numpy>=1.9.1 in ./pocket/lib/python3.6/site-packages (from Keras>=2.2.0->pincelate) (1.18.5)\n",
      "Requirement already satisfied: pyyaml in ./pocket/lib/python3.6/site-packages (from Keras>=2.2.0->pincelate) (6.0)\n",
      "Requirement already satisfied: six>=1.9.0 in ./pocket/lib/python3.6/site-packages (from Keras>=2.2.0->pincelate) (1.16.0)\n",
      "Requirement already satisfied: h5py in ./pocket/lib/python3.6/site-packages (from Keras>=2.2.0->pincelate) (2.10.0)\n",
      "Requirement already satisfied: keras-preprocessing>=1.1.0 in ./pocket/lib/python3.6/site-packages (from Keras>=2.2.0->pincelate) (1.1.2)\n",
      "Requirement already satisfied: keras-applications>=1.0.8 in ./pocket/lib/python3.6/site-packages (from Keras>=2.2.0->pincelate) (1.0.8)\n",
      "Requirement already satisfied: scipy>=0.14 in ./pocket/lib/python3.6/site-packages (from Keras>=2.2.0->pincelate) (1.5.4)\n",
      "Collecting cmudict>=0.4.0\n",
      "  Using cached cmudict-1.0.2-py2.py3-none-any.whl (939 kB)\n",
      "Collecting joblib>=0.11\n",
      "  Using cached joblib-1.1.1-py2.py3-none-any.whl (309 kB)\n",
      "Collecting threadpoolctl>=2.0.0\n",
      "  Using cached threadpoolctl-3.1.0-py3-none-any.whl (14 kB)\n",
      "Installing collected packages: threadpoolctl, joblib, cmudict, scikit-learn, pronouncing, pincelate\n",
      "Successfully installed cmudict-1.0.2 joblib-1.1.1 pincelate-0.0.1 pronouncing-0.2.0 scikit-learn-0.24.2 threadpoolctl-3.1.0\n"
     ]
    }
   ],
   "source": [
    "import sys\n",
    "!{sys.executable} -m pip install tensorflow==1.15.5\n",
    "!{sys.executable} -m pip install keras==2.2.5\n",
    "!{sys.executable} -m pip install pincelate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "polar-modeling",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "from pincelate import Pincelate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "9d01f6ee",
   "metadata": {},
   "outputs": [],
   "source": [
    "import ipywidgets as widgets\n",
    "from IPython.display import display,HTML\n",
    "from ipywidgets import interact,interactive_output,Layout,HBox,VBox"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "muslim-labor",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:From /home/angeliki/Documents/Any_One_day_future/A_tune_in/pocket/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py:541: The name tf.placeholder is deprecated. Please use tf.compat.v1.placeholder instead.\n",
      "\n",
      "WARNING:tensorflow:From /home/angeliki/Documents/Any_One_day_future/A_tune_in/pocket/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py:66: The name tf.get_default_graph is deprecated. Please use tf.compat.v1.get_default_graph instead.\n",
      "\n",
      "WARNING:tensorflow:From /home/angeliki/Documents/Any_One_day_future/A_tune_in/pocket/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py:4432: The name tf.random_uniform is deprecated. Please use tf.random.uniform instead.\n",
      "\n",
      "WARNING:tensorflow:From /home/angeliki/Documents/Any_One_day_future/A_tune_in/pocket/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py:148: The name tf.placeholder_with_default is deprecated. Please use tf.compat.v1.placeholder_with_default instead.\n",
      "\n",
      "WARNING:tensorflow:From /home/angeliki/Documents/Any_One_day_future/A_tune_in/pocket/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py:3733: calling dropout (from tensorflow.python.ops.nn_ops) with keep_prob is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Please use `rate` instead of `keep_prob`. Rate should be set to `rate = 1 - keep_prob`.\n",
      "WARNING:tensorflow:From /home/angeliki/Documents/Any_One_day_future/A_tune_in/pocket/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py:3239: 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",
      "WARNING:tensorflow:From /home/angeliki/Documents/Any_One_day_future/A_tune_in/pocket/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py:190: The name tf.get_default_session is deprecated. Please use tf.compat.v1.get_default_session instead.\n",
      "\n",
      "WARNING:tensorflow:From /home/angeliki/Documents/Any_One_day_future/A_tune_in/pocket/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py:197: The name tf.ConfigProto is deprecated. Please use tf.compat.v1.ConfigProto instead.\n",
      "\n",
      "WARNING:tensorflow:From /home/angeliki/Documents/Any_One_day_future/A_tune_in/pocket/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py:203: The name tf.Session is deprecated. Please use tf.compat.v1.Session instead.\n",
      "\n",
      "WARNING:tensorflow:From /home/angeliki/Documents/Any_One_day_future/A_tune_in/pocket/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py:207: The name tf.global_variables is deprecated. Please use tf.compat.v1.global_variables instead.\n",
      "\n",
      "WARNING:tensorflow:From /home/angeliki/Documents/Any_One_day_future/A_tune_in/pocket/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py:216: The name tf.is_variable_initialized is deprecated. Please use tf.compat.v1.is_variable_initialized instead.\n",
      "\n",
      "WARNING:tensorflow:From /home/angeliki/Documents/Any_One_day_future/A_tune_in/pocket/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py:223: The name tf.variables_initializer is deprecated. Please use tf.compat.v1.variables_initializer instead.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "pin = Pincelate()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "graphic-appearance",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'espelling'"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pin.manipulate(\"spelling\",temperature=1.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "361fe610",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "b648b5ae",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "a85a8a310b3c41f6be00aa3231989b5f",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(Text(value='any one future died', description='s'), FloatSlider(value=1.2500000000000002…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "@interact(s=\"any one future died\",temp=(0.05,2.5,0.05))\n",
    "def tempadjust(s,temp):\n",
    "    return ' '.join([pin.manipulate(w.lower(),temperature=temp) for w in s.split()])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e4717967",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}