install_requirements.ipynb

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 "cells": [
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Requirement already satisfied: torch==1.7.0 in /opt/conda/lib/python3.7/site-packages (from -r requirements.txt (line 1)) (1.7.0)\n",
      "Requirement already satisfied: torchvision==0.8.1 in /opt/conda/lib/python3.7/site-packages (from -r requirements.txt (line 2)) (0.8.1)\n",
      "Requirement already satisfied: tensorboard==2.4.1 in /opt/conda/lib/python3.7/site-packages (from -r requirements.txt (line 3)) (2.4.1)\n",
      "Requirement already satisfied: pandas==1.1.5 in /opt/conda/lib/python3.7/site-packages (from -r requirements.txt (line 4)) (1.1.5)\n",
      "Requirement already satisfied: opencv-python==4.5.1.48 in /opt/conda/lib/python3.7/site-packages (from -r requirements.txt (line 5)) (4.5.1.48)\n",
      "Requirement already satisfied: scikit-learn~=0.24.1 in /opt/conda/lib/python3.7/site-packages (from -r requirements.txt (line 6)) (0.24.1)\n",
      "Requirement already satisfied: matplotlib==3.2.1 in /opt/conda/lib/python3.7/site-packages (from -r requirements.txt (line 7)) (3.2.1)\n",
      "Requirement already satisfied: numpy in /opt/conda/lib/python3.7/site-packages (from torch==1.7.0->-r requirements.txt (line 1)) (1.18.5)\n",
      "Requirement already satisfied: typing-extensions in /opt/conda/lib/python3.7/site-packages (from torch==1.7.0->-r requirements.txt (line 1)) (3.7.4.3)\n",
      "Requirement already satisfied: dataclasses in /opt/conda/lib/python3.7/site-packages (from torch==1.7.0->-r requirements.txt (line 1)) (0.6)\n",
      "Requirement already satisfied: future in /opt/conda/lib/python3.7/site-packages (from torch==1.7.0->-r requirements.txt (line 1)) (0.18.2)\n",
      "Requirement already satisfied: pillow>=4.1.1 in /opt/conda/lib/python3.7/site-packages (from torchvision==0.8.1->-r requirements.txt (line 2)) (7.2.0)\n",
      "Requirement already satisfied: protobuf>=3.6.0 in /opt/conda/lib/python3.7/site-packages (from tensorboard==2.4.1->-r requirements.txt (line 3)) (3.15.6)\n",
      "Requirement already satisfied: tensorboard-plugin-wit>=1.6.0 in /opt/conda/lib/python3.7/site-packages (from tensorboard==2.4.1->-r requirements.txt (line 3)) (1.8.0)\n",
      "Requirement already satisfied: six>=1.10.0 in /opt/conda/lib/python3.7/site-packages (from tensorboard==2.4.1->-r requirements.txt (line 3)) (1.14.0)\n",
      "Requirement already satisfied: setuptools>=41.0.0 in /opt/conda/lib/python3.7/site-packages (from tensorboard==2.4.1->-r requirements.txt (line 3)) (46.4.0.post20200518)\n",
      "Requirement already satisfied: werkzeug>=0.11.15 in /opt/conda/lib/python3.7/site-packages (from tensorboard==2.4.1->-r requirements.txt (line 3)) (1.0.1)\n",
      "Requirement already satisfied: markdown>=2.6.8 in /opt/conda/lib/python3.7/site-packages (from tensorboard==2.4.1->-r requirements.txt (line 3)) (3.3.4)\n",
      "Requirement already satisfied: wheel>=0.26; python_version >= \"3\" in /opt/conda/lib/python3.7/site-packages (from tensorboard==2.4.1->-r requirements.txt (line 3)) (0.34.2)\n",
      "Requirement already satisfied: google-auth<2,>=1.6.3 in /opt/conda/lib/python3.7/site-packages (from tensorboard==2.4.1->-r requirements.txt (line 3)) (1.28.0)\n",
      "Requirement already satisfied: absl-py>=0.4 in /opt/conda/lib/python3.7/site-packages (from tensorboard==2.4.1->-r requirements.txt (line 3)) (0.12.0)\n",
      "Requirement already satisfied: grpcio>=1.24.3 in /opt/conda/lib/python3.7/site-packages (from tensorboard==2.4.1->-r requirements.txt (line 3)) (1.36.1)\n",
      "Requirement already satisfied: google-auth-oauthlib<0.5,>=0.4.1 in /opt/conda/lib/python3.7/site-packages (from tensorboard==2.4.1->-r requirements.txt (line 3)) (0.4.3)\n",
      "Requirement already satisfied: requests<3,>=2.21.0 in /opt/conda/lib/python3.7/site-packages (from tensorboard==2.4.1->-r requirements.txt (line 3)) (2.23.0)\n",
      "Requirement already satisfied: python-dateutil>=2.7.3 in /opt/conda/lib/python3.7/site-packages (from pandas==1.1.5->-r requirements.txt (line 4)) (2.8.1)\n",
      "Requirement already satisfied: pytz>=2017.2 in /opt/conda/lib/python3.7/site-packages (from pandas==1.1.5->-r requirements.txt (line 4)) (2020.1)\n",
      "Requirement already satisfied: threadpoolctl>=2.0.0 in /opt/conda/lib/python3.7/site-packages (from scikit-learn~=0.24.1->-r requirements.txt (line 6)) (2.1.0)\n",
      "Requirement already satisfied: joblib>=0.11 in /opt/conda/lib/python3.7/site-packages (from scikit-learn~=0.24.1->-r requirements.txt (line 6)) (1.0.1)\n",
      "Requirement already satisfied: scipy>=0.19.1 in /opt/conda/lib/python3.7/site-packages (from scikit-learn~=0.24.1->-r requirements.txt (line 6)) (1.6.2)\n",
      "Requirement already satisfied: cycler>=0.10 in /opt/conda/lib/python3.7/site-packages (from matplotlib==3.2.1->-r requirements.txt (line 7)) (0.10.0)\n",
      "Requirement already satisfied: kiwisolver>=1.0.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib==3.2.1->-r requirements.txt (line 7)) (1.3.1)\n",
      "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib==3.2.1->-r requirements.txt (line 7)) (2.4.7)\n",
      "Requirement already satisfied: importlib-metadata; python_version < \"3.8\" in /opt/conda/lib/python3.7/site-packages (from markdown>=2.6.8->tensorboard==2.4.1->-r requirements.txt (line 3)) (3.9.0)\n",
      "Requirement already satisfied: rsa<5,>=3.1.4; python_version >= \"3.6\" in /opt/conda/lib/python3.7/site-packages (from google-auth<2,>=1.6.3->tensorboard==2.4.1->-r requirements.txt (line 3)) (4.7.2)\n",
      "Requirement already satisfied: pyasn1-modules>=0.2.1 in /opt/conda/lib/python3.7/site-packages (from google-auth<2,>=1.6.3->tensorboard==2.4.1->-r requirements.txt (line 3)) (0.2.8)\n",
      "Requirement already satisfied: cachetools<5.0,>=2.0.0 in /opt/conda/lib/python3.7/site-packages (from google-auth<2,>=1.6.3->tensorboard==2.4.1->-r requirements.txt (line 3)) (4.2.1)\n",
      "Requirement already satisfied: requests-oauthlib>=0.7.0 in /opt/conda/lib/python3.7/site-packages (from google-auth-oauthlib<0.5,>=0.4.1->tensorboard==2.4.1->-r requirements.txt (line 3)) (1.3.0)\n",
      "Requirement already satisfied: idna<3,>=2.5 in /opt/conda/lib/python3.7/site-packages (from requests<3,>=2.21.0->tensorboard==2.4.1->-r requirements.txt (line 3)) (2.9)\n",
      "Requirement already satisfied: chardet<4,>=3.0.2 in /opt/conda/lib/python3.7/site-packages (from requests<3,>=2.21.0->tensorboard==2.4.1->-r requirements.txt (line 3)) (3.0.4)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /opt/conda/lib/python3.7/site-packages (from requests<3,>=2.21.0->tensorboard==2.4.1->-r requirements.txt (line 3)) (2020.6.20)\n",
      "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /opt/conda/lib/python3.7/site-packages (from requests<3,>=2.21.0->tensorboard==2.4.1->-r requirements.txt (line 3)) (1.25.8)\n",
      "Requirement already satisfied: zipp>=0.5 in /opt/conda/lib/python3.7/site-packages (from importlib-metadata; python_version < \"3.8\"->markdown>=2.6.8->tensorboard==2.4.1->-r requirements.txt (line 3)) (3.4.1)\n",
      "Requirement already satisfied: pyasn1>=0.1.3 in /opt/conda/lib/python3.7/site-packages (from rsa<5,>=3.1.4; python_version >= \"3.6\"->google-auth<2,>=1.6.3->tensorboard==2.4.1->-r requirements.txt (line 3)) (0.4.8)\n",
      "Requirement already satisfied: oauthlib>=3.0.0 in /opt/conda/lib/python3.7/site-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<0.5,>=0.4.1->tensorboard==2.4.1->-r requirements.txt (line 3)) (3.1.0)\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip install -r requirements.txt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Requirement already satisfied: timm in /opt/conda/lib/python3.7/site-packages (0.4.5)\n",
      "Requirement already satisfied: torch>=1.4 in /opt/conda/lib/python3.7/site-packages (from timm) (1.7.0)\n",
      "Requirement already satisfied: torchvision in /opt/conda/lib/python3.7/site-packages (from timm) (0.8.1)\n",
      "Requirement already satisfied: numpy in /opt/conda/lib/python3.7/site-packages (from torch>=1.4->timm) (1.18.5)\n",
      "Requirement already satisfied: typing-extensions in /opt/conda/lib/python3.7/site-packages (from torch>=1.4->timm) (3.7.4.3)\n",
      "Requirement already satisfied: dataclasses in /opt/conda/lib/python3.7/site-packages (from torch>=1.4->timm) (0.6)\n",
      "Requirement already satisfied: future in /opt/conda/lib/python3.7/site-packages (from torch>=1.4->timm) (0.18.2)\n",
      "Requirement already satisfied: pillow>=4.1.1 in /opt/conda/lib/python3.7/site-packages (from torchvision->timm) (7.2.0)\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip install timm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Requirement already satisfied: albumentations in /opt/conda/lib/python3.7/site-packages (0.5.2)\n",
      "Requirement already satisfied: numpy>=1.11.1 in /opt/conda/lib/python3.7/site-packages (from albumentations) (1.18.5)\n",
      "Requirement already satisfied: PyYAML in /opt/conda/lib/python3.7/site-packages (from albumentations) (5.3.1)\n",
      "Requirement already satisfied: opencv-python-headless>=4.1.1 in /opt/conda/lib/python3.7/site-packages (from albumentations) (4.5.1.48)\n",
      "Requirement already satisfied: scikit-image>=0.16.1 in /opt/conda/lib/python3.7/site-packages (from albumentations) (0.18.1)\n",
      "Requirement already satisfied: scipy in /opt/conda/lib/python3.7/site-packages (from albumentations) (1.6.2)\n",
      "Requirement already satisfied: imgaug>=0.4.0 in /opt/conda/lib/python3.7/site-packages (from albumentations) (0.4.0)\n",
      "Requirement already satisfied: tifffile>=2019.7.26 in /opt/conda/lib/python3.7/site-packages (from scikit-image>=0.16.1->albumentations) (2021.3.31)\n",
      "Requirement already satisfied: pillow!=7.1.0,!=7.1.1,>=4.3.0 in /opt/conda/lib/python3.7/site-packages (from scikit-image>=0.16.1->albumentations) (7.2.0)\n",
      "Requirement already satisfied: matplotlib!=3.0.0,>=2.0.0 in /opt/conda/lib/python3.7/site-packages (from scikit-image>=0.16.1->albumentations) (3.2.1)\n",
      "Requirement already satisfied: networkx>=2.0 in /opt/conda/lib/python3.7/site-packages (from scikit-image>=0.16.1->albumentations) (2.5)\n",
      "Requirement already satisfied: PyWavelets>=1.1.1 in /opt/conda/lib/python3.7/site-packages (from scikit-image>=0.16.1->albumentations) (1.1.1)\n",
      "Requirement already satisfied: imageio>=2.3.0 in /opt/conda/lib/python3.7/site-packages (from scikit-image>=0.16.1->albumentations) (2.9.0)\n",
      "Requirement already satisfied: six in /opt/conda/lib/python3.7/site-packages (from imgaug>=0.4.0->albumentations) (1.14.0)\n",
      "Requirement already satisfied: Shapely in /opt/conda/lib/python3.7/site-packages (from imgaug>=0.4.0->albumentations) (1.7.1)\n",
      "Requirement already satisfied: opencv-python in /opt/conda/lib/python3.7/site-packages (from imgaug>=0.4.0->albumentations) (4.5.1.48)\n",
      "Requirement already satisfied: kiwisolver>=1.0.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib!=3.0.0,>=2.0.0->scikit-image>=0.16.1->albumentations) (1.3.1)\n",
      "Requirement already satisfied: python-dateutil>=2.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib!=3.0.0,>=2.0.0->scikit-image>=0.16.1->albumentations) (2.8.1)\n",
      "Requirement already satisfied: cycler>=0.10 in /opt/conda/lib/python3.7/site-packages (from matplotlib!=3.0.0,>=2.0.0->scikit-image>=0.16.1->albumentations) (0.10.0)\n",
      "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /opt/conda/lib/python3.7/site-packages (from matplotlib!=3.0.0,>=2.0.0->scikit-image>=0.16.1->albumentations) (2.4.7)\n",
      "Requirement already satisfied: decorator>=4.3.0 in /opt/conda/lib/python3.7/site-packages (from networkx>=2.0->scikit-image>=0.16.1->albumentations) (4.4.2)\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip install albumentations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Looking in links: https://download.pytorch.org/whl/torch_stable.html\n",
      "Collecting torch==1.7.1+cu101\n",
      "  Downloading https://download.pytorch.org/whl/cu101/torch-1.7.1%2Bcu101-cp37-cp37m-linux_x86_64.whl (735.4 MB)\n",
      "\u001b[K     |████████████████████████████████| 735.4 MB 14 kB/s \n",
      "\u001b[?25hCollecting torchvision==0.8.2+cu101\n",
      "  Downloading https://download.pytorch.org/whl/cu101/torchvision-0.8.2%2Bcu101-cp37-cp37m-linux_x86_64.whl (12.8 MB)\n",
      "\u001b[K     |████████████████████████████████| 12.8 MB 18.7 MB/s \n",
      "\u001b[?25hRequirement already satisfied: torchaudio==0.7.2 in /opt/conda/lib/python3.7/site-packages (0.7.2)\n",
      "Requirement already satisfied: typing-extensions in /opt/conda/lib/python3.7/site-packages (from torch==1.7.1+cu101) (3.7.4.3)\n",
      "Requirement already satisfied: numpy in /opt/conda/lib/python3.7/site-packages (from torch==1.7.1+cu101) (1.18.5)\n",
      "Requirement already satisfied: pillow>=4.1.1 in /opt/conda/lib/python3.7/site-packages (from torchvision==0.8.2+cu101) (7.2.0)\n",
      "Installing collected packages: torch, torchvision\n",
      "  Attempting uninstall: torch\n",
      "    Found existing installation: torch 1.7.0\n",
      "    Uninstalling torch-1.7.0:\n",
      "      Successfully uninstalled torch-1.7.0\n",
      "  Attempting uninstall: torchvision\n",
      "    Found existing installation: torchvision 0.8.1\n",
      "    Uninstalling torchvision-0.8.1:\n",
      "      Successfully uninstalled torchvision-0.8.1\n",
      "Successfully installed torch-1.7.1+cu101 torchvision-0.8.2+cu101\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip install torch==1.7.1+cu101 torchvision==0.8.2+cu101 torchaudio==0.7.2 -f https://download.pytorch.org/whl/torch_stable.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Collecting torch-mtcnn\n",
      "  Downloading torch_mtcnn-0.0.7-py3-none-any.whl (9.6 kB)\n",
      "Requirement already satisfied: numpy in /opt/conda/lib/python3.7/site-packages (from torch-mtcnn) (1.18.5)\n",
      "Requirement already satisfied: torch in /opt/conda/lib/python3.7/site-packages (from torch-mtcnn) (1.7.1+cu101)\n",
      "Requirement already satisfied: torchvision in /opt/conda/lib/python3.7/site-packages (from torch-mtcnn) (0.8.2+cu101)\n",
      "Requirement already satisfied: typing-extensions in /opt/conda/lib/python3.7/site-packages (from torch->torch-mtcnn) (3.7.4.3)\n",
      "Requirement already satisfied: pillow>=4.1.1 in /opt/conda/lib/python3.7/site-packages (from torchvision->torch-mtcnn) (7.2.0)\n",
      "Installing collected packages: torch-mtcnn\n",
      "Successfully installed torch-mtcnn-0.0.7\n"
     ]
    }
   ],
   "source": [
    "!pip install torch-mtcnn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Collecting facenet-pytorch\n",
      "  Downloading facenet_pytorch-2.5.2-py3-none-any.whl (1.9 MB)\n",
      "\u001b[K     |████████████████████████████████| 1.9 MB 1.9 MB/s \n",
      "\u001b[?25hRequirement already satisfied: pillow in /opt/conda/lib/python3.7/site-packages (from facenet-pytorch) (7.2.0)\n",
      "Requirement already satisfied: requests in /opt/conda/lib/python3.7/site-packages (from facenet-pytorch) (2.23.0)\n",
      "Requirement already satisfied: torchvision in /opt/conda/lib/python3.7/site-packages (from facenet-pytorch) (0.8.2+cu101)\n",
      "Requirement already satisfied: numpy in /opt/conda/lib/python3.7/site-packages (from facenet-pytorch) (1.18.5)\n",
      "Requirement already satisfied: chardet<4,>=3.0.2 in /opt/conda/lib/python3.7/site-packages (from requests->facenet-pytorch) (3.0.4)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /opt/conda/lib/python3.7/site-packages (from requests->facenet-pytorch) (2020.6.20)\n",
      "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /opt/conda/lib/python3.7/site-packages (from requests->facenet-pytorch) (1.25.8)\n",
      "Requirement already satisfied: idna<3,>=2.5 in /opt/conda/lib/python3.7/site-packages (from requests->facenet-pytorch) (2.9)\n",
      "Requirement already satisfied: torch==1.7.1 in /opt/conda/lib/python3.7/site-packages (from torchvision->facenet-pytorch) (1.7.1+cu101)\n",
      "Requirement already satisfied: typing-extensions in /opt/conda/lib/python3.7/site-packages (from torch==1.7.1->torchvision->facenet-pytorch) (3.7.4.3)\n",
      "Installing collected packages: facenet-pytorch\n",
      "Successfully installed facenet-pytorch-2.5.2\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip install facenet-pytorch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Collecting ipywidgets\n",
      "  Downloading ipywidgets-7.6.3-py2.py3-none-any.whl (121 kB)\n",
      "\u001b[K     |████████████████████████████████| 121 kB 539 kB/s \n",
      "\u001b[?25hRequirement already satisfied: traitlets>=4.3.1 in /opt/conda/lib/python3.7/site-packages (from ipywidgets) (4.3.3)\n",
      "Requirement already satisfied: ipykernel>=4.5.1 in /opt/conda/lib/python3.7/site-packages (from ipywidgets) (5.5.0)\n",
      "Collecting jupyterlab-widgets>=1.0.0; python_version >= \"3.6\"\n",
      "  Downloading jupyterlab_widgets-1.0.0-py3-none-any.whl (243 kB)\n",
      "\u001b[K     |████████████████████████████████| 243 kB 2.3 MB/s \n",
      "\u001b[?25hRequirement already satisfied: nbformat>=4.2.0 in /opt/conda/lib/python3.7/site-packages (from ipywidgets) (5.1.2)\n",
      "Collecting widgetsnbextension~=3.5.0\n",
      "  Downloading widgetsnbextension-3.5.1-py2.py3-none-any.whl (2.2 MB)\n",
      "\u001b[K     |████████████████████████████████| 2.2 MB 2.6 MB/s \n",
      "\u001b[?25hRequirement already satisfied: ipython>=4.0.0; python_version >= \"3.3\" in /opt/conda/lib/python3.7/site-packages (from ipywidgets) (7.16.1)\n",
      "Requirement already satisfied: decorator in /opt/conda/lib/python3.7/site-packages (from traitlets>=4.3.1->ipywidgets) (4.4.2)\n",
      "Requirement already satisfied: six in /opt/conda/lib/python3.7/site-packages (from traitlets>=4.3.1->ipywidgets) (1.14.0)\n",
      "Requirement already satisfied: ipython-genutils in /opt/conda/lib/python3.7/site-packages (from traitlets>=4.3.1->ipywidgets) (0.2.0)\n",
      "Requirement already satisfied: jupyter-client in /opt/conda/lib/python3.7/site-packages (from ipykernel>=4.5.1->ipywidgets) (6.1.12)\n",
      "Requirement already satisfied: tornado>=4.2 in /opt/conda/lib/python3.7/site-packages (from ipykernel>=4.5.1->ipywidgets) (6.1)\n",
      "Requirement already satisfied: jupyter-core in /opt/conda/lib/python3.7/site-packages (from nbformat>=4.2.0->ipywidgets) (4.7.1)\n",
      "Requirement already satisfied: jsonschema!=2.5.0,>=2.4 in /opt/conda/lib/python3.7/site-packages (from nbformat>=4.2.0->ipywidgets) (3.2.0)\n",
      "Requirement already satisfied: notebook>=4.4.1 in /opt/conda/lib/python3.7/site-packages (from widgetsnbextension~=3.5.0->ipywidgets) (6.3.0)\n",
      "Requirement already satisfied: pickleshare in /opt/conda/lib/python3.7/site-packages (from ipython>=4.0.0; python_version >= \"3.3\"->ipywidgets) (0.7.5)\n",
      "Requirement already satisfied: jedi>=0.10 in /opt/conda/lib/python3.7/site-packages (from ipython>=4.0.0; python_version >= \"3.3\"->ipywidgets) (0.17.1)\n",
      "Requirement already satisfied: setuptools>=18.5 in /opt/conda/lib/python3.7/site-packages (from ipython>=4.0.0; python_version >= \"3.3\"->ipywidgets) (46.4.0.post20200518)\n",
      "Requirement already satisfied: pygments in /opt/conda/lib/python3.7/site-packages (from ipython>=4.0.0; python_version >= \"3.3\"->ipywidgets) (2.6.1)\n",
      "Requirement already satisfied: backcall in /opt/conda/lib/python3.7/site-packages (from ipython>=4.0.0; python_version >= \"3.3\"->ipywidgets) (0.2.0)\n",
      "Requirement already satisfied: prompt-toolkit!=3.0.0,!=3.0.1,<3.1.0,>=2.0.0 in /opt/conda/lib/python3.7/site-packages (from ipython>=4.0.0; python_version >= \"3.3\"->ipywidgets) (3.0.5)\n",
      "Requirement already satisfied: pexpect; sys_platform != \"win32\" in /opt/conda/lib/python3.7/site-packages (from ipython>=4.0.0; python_version >= \"3.3\"->ipywidgets) (4.8.0)\n",
      "Requirement already satisfied: python-dateutil>=2.1 in /opt/conda/lib/python3.7/site-packages (from jupyter-client->ipykernel>=4.5.1->ipywidgets) (2.8.1)\n",
      "Requirement already satisfied: pyzmq>=13 in /opt/conda/lib/python3.7/site-packages (from jupyter-client->ipykernel>=4.5.1->ipywidgets) (22.0.3)\n",
      "Requirement already satisfied: pyrsistent>=0.14.0 in /opt/conda/lib/python3.7/site-packages (from jsonschema!=2.5.0,>=2.4->nbformat>=4.2.0->ipywidgets) (0.17.3)\n",
      "Requirement already satisfied: attrs>=17.4.0 in /opt/conda/lib/python3.7/site-packages (from jsonschema!=2.5.0,>=2.4->nbformat>=4.2.0->ipywidgets) (20.3.0)\n",
      "Requirement already satisfied: importlib-metadata; python_version < \"3.8\" in /opt/conda/lib/python3.7/site-packages (from jsonschema!=2.5.0,>=2.4->nbformat>=4.2.0->ipywidgets) (3.9.0)\n",
      "Requirement already satisfied: jinja2 in /opt/conda/lib/python3.7/site-packages (from notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets) (2.11.2)\n",
      "Requirement already satisfied: argon2-cffi in /opt/conda/lib/python3.7/site-packages (from notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets) (20.1.0)\n",
      "Requirement already satisfied: nbconvert in /opt/conda/lib/python3.7/site-packages (from notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets) (6.0.7)\n",
      "Requirement already satisfied: prometheus-client in /opt/conda/lib/python3.7/site-packages (from notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets) (0.9.0)\n",
      "Requirement already satisfied: Send2Trash>=1.5.0 in /opt/conda/lib/python3.7/site-packages (from notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets) (1.5.0)\n",
      "Requirement already satisfied: terminado>=0.8.3 in /opt/conda/lib/python3.7/site-packages (from notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets) (0.9.3)\n",
      "Requirement already satisfied: parso<0.8.0,>=0.7.0 in /opt/conda/lib/python3.7/site-packages (from jedi>=0.10->ipython>=4.0.0; python_version >= \"3.3\"->ipywidgets) (0.7.0)\n",
      "Requirement already satisfied: wcwidth in /opt/conda/lib/python3.7/site-packages (from prompt-toolkit!=3.0.0,!=3.0.1,<3.1.0,>=2.0.0->ipython>=4.0.0; python_version >= \"3.3\"->ipywidgets) (0.2.5)\n",
      "Requirement already satisfied: ptyprocess>=0.5 in /opt/conda/lib/python3.7/site-packages (from pexpect; sys_platform != \"win32\"->ipython>=4.0.0; python_version >= \"3.3\"->ipywidgets) (0.6.0)\n",
      "Requirement already satisfied: zipp>=0.5 in /opt/conda/lib/python3.7/site-packages (from importlib-metadata; python_version < \"3.8\"->jsonschema!=2.5.0,>=2.4->nbformat>=4.2.0->ipywidgets) (3.4.1)\n",
      "Requirement already satisfied: typing-extensions>=3.6.4; python_version < \"3.8\" in /opt/conda/lib/python3.7/site-packages (from importlib-metadata; python_version < \"3.8\"->jsonschema!=2.5.0,>=2.4->nbformat>=4.2.0->ipywidgets) (3.7.4.3)\n",
      "Requirement already satisfied: MarkupSafe>=0.23 in /opt/conda/lib/python3.7/site-packages (from jinja2->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets) (1.1.1)\n",
      "Requirement already satisfied: cffi>=1.0.0 in /opt/conda/lib/python3.7/site-packages (from argon2-cffi->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets) (1.14.0)\n",
      "Requirement already satisfied: defusedxml in /opt/conda/lib/python3.7/site-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets) (0.7.1)\n",
      "Requirement already satisfied: pandocfilters>=1.4.1 in /opt/conda/lib/python3.7/site-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets) (1.4.3)\n",
      "Requirement already satisfied: mistune<2,>=0.8.1 in /opt/conda/lib/python3.7/site-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets) (0.8.4)\n",
      "Requirement already satisfied: jupyterlab-pygments in /opt/conda/lib/python3.7/site-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets) (0.1.2)\n",
      "Requirement already satisfied: bleach in /opt/conda/lib/python3.7/site-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets) (3.3.0)\n",
      "Requirement already satisfied: nbclient<0.6.0,>=0.5.0 in /opt/conda/lib/python3.7/site-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets) (0.5.3)\n",
      "Requirement already satisfied: testpath in /opt/conda/lib/python3.7/site-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets) (0.4.4)\n",
      "Requirement already satisfied: entrypoints>=0.2.2 in /opt/conda/lib/python3.7/site-packages (from nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets) (0.3)\n",
      "Requirement already satisfied: pycparser in /opt/conda/lib/python3.7/site-packages (from cffi>=1.0.0->argon2-cffi->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets) (2.20)\n",
      "Requirement already satisfied: packaging in /opt/conda/lib/python3.7/site-packages (from bleach->nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets) (20.9)\n",
      "Requirement already satisfied: webencodings in /opt/conda/lib/python3.7/site-packages (from bleach->nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets) (0.5.1)\n",
      "Requirement already satisfied: nest-asyncio in /opt/conda/lib/python3.7/site-packages (from nbclient<0.6.0,>=0.5.0->nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets) (1.5.1)\n",
      "Requirement already satisfied: async-generator in /opt/conda/lib/python3.7/site-packages (from nbclient<0.6.0,>=0.5.0->nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets) (1.10)\n",
      "Requirement already satisfied: pyparsing>=2.0.2 in /opt/conda/lib/python3.7/site-packages (from packaging->bleach->nbconvert->notebook>=4.4.1->widgetsnbextension~=3.5.0->ipywidgets) (2.4.7)\n",
      "Installing collected packages: jupyterlab-widgets, widgetsnbextension, ipywidgets\n",
      "Successfully installed ipywidgets-7.6.3 jupyterlab-widgets-1.0.0 widgetsnbextension-3.5.1\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip install ipywidgets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "# packages in environment at /opt/conda:\n",
      "#\n",
      "# Name                    Version                   Build  Channel\n",
      "ipython                   7.16.1           py37h5ca1d4c_0  \n",
      "ipython_genutils          0.2.0                    py37_0  \n",
      "\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "conda list ipython"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Requirement already up-to-date: notebook in /opt/conda/lib/python3.7/site-packages (6.3.0)\n",
      "Requirement already satisfied, skipping upgrade: ipykernel in /opt/conda/lib/python3.7/site-packages (from notebook) (5.5.0)\n",
      "Requirement already satisfied, skipping upgrade: ipython-genutils in /opt/conda/lib/python3.7/site-packages (from notebook) (0.2.0)\n",
      "Requirement already satisfied, skipping upgrade: jinja2 in /opt/conda/lib/python3.7/site-packages (from notebook) (2.11.2)\n",
      "Requirement already satisfied, skipping upgrade: argon2-cffi in /opt/conda/lib/python3.7/site-packages (from notebook) (20.1.0)\n",
      "Requirement already satisfied, skipping upgrade: tornado>=6.1 in /opt/conda/lib/python3.7/site-packages (from notebook) (6.1)\n",
      "Requirement already satisfied, skipping upgrade: nbconvert in /opt/conda/lib/python3.7/site-packages (from notebook) (6.0.7)\n",
      "Requirement already satisfied, skipping upgrade: jupyter-client>=5.3.4 in /opt/conda/lib/python3.7/site-packages (from notebook) (6.1.12)\n",
      "Requirement already satisfied, skipping upgrade: jupyter-core>=4.6.1 in /opt/conda/lib/python3.7/site-packages (from notebook) (4.7.1)\n",
      "Requirement already satisfied, skipping upgrade: traitlets>=4.2.1 in /opt/conda/lib/python3.7/site-packages (from notebook) (4.3.3)\n",
      "Requirement already satisfied, skipping upgrade: terminado>=0.8.3 in /opt/conda/lib/python3.7/site-packages (from notebook) (0.9.3)\n",
      "Requirement already satisfied, skipping upgrade: prometheus-client in /opt/conda/lib/python3.7/site-packages (from notebook) (0.9.0)\n",
      "Requirement already satisfied, skipping upgrade: Send2Trash>=1.5.0 in /opt/conda/lib/python3.7/site-packages (from notebook) (1.5.0)\n",
      "Requirement already satisfied, skipping upgrade: nbformat in /opt/conda/lib/python3.7/site-packages (from notebook) (5.1.2)\n",
      "Requirement already satisfied, skipping upgrade: pyzmq>=17 in /opt/conda/lib/python3.7/site-packages (from notebook) (22.0.3)\n",
      "Requirement already satisfied, skipping upgrade: ipython>=5.0.0 in /opt/conda/lib/python3.7/site-packages (from ipykernel->notebook) (7.16.1)\n",
      "Requirement already satisfied, skipping upgrade: MarkupSafe>=0.23 in /opt/conda/lib/python3.7/site-packages (from jinja2->notebook) (1.1.1)\n",
      "Requirement already satisfied, skipping upgrade: six in /opt/conda/lib/python3.7/site-packages (from argon2-cffi->notebook) (1.14.0)\n",
      "Requirement already satisfied, skipping upgrade: cffi>=1.0.0 in /opt/conda/lib/python3.7/site-packages (from argon2-cffi->notebook) (1.14.0)\n",
      "Requirement already satisfied, skipping upgrade: jupyterlab-pygments in /opt/conda/lib/python3.7/site-packages (from nbconvert->notebook) (0.1.2)\n",
      "Requirement already satisfied, skipping upgrade: nbclient<0.6.0,>=0.5.0 in /opt/conda/lib/python3.7/site-packages (from nbconvert->notebook) (0.5.3)\n",
      "Requirement already satisfied, skipping upgrade: pandocfilters>=1.4.1 in /opt/conda/lib/python3.7/site-packages (from nbconvert->notebook) (1.4.3)\n",
      "Requirement already satisfied, skipping upgrade: pygments>=2.4.1 in /opt/conda/lib/python3.7/site-packages (from nbconvert->notebook) (2.6.1)\n",
      "Requirement already satisfied, skipping upgrade: bleach in /opt/conda/lib/python3.7/site-packages (from nbconvert->notebook) (3.3.0)\n",
      "Requirement already satisfied, skipping upgrade: testpath in /opt/conda/lib/python3.7/site-packages (from nbconvert->notebook) (0.4.4)\n",
      "Requirement already satisfied, skipping upgrade: mistune<2,>=0.8.1 in /opt/conda/lib/python3.7/site-packages (from nbconvert->notebook) (0.8.4)\n",
      "Requirement already satisfied, skipping upgrade: entrypoints>=0.2.2 in /opt/conda/lib/python3.7/site-packages (from nbconvert->notebook) (0.3)\n",
      "Requirement already satisfied, skipping upgrade: defusedxml in /opt/conda/lib/python3.7/site-packages (from nbconvert->notebook) (0.7.1)\n",
      "Requirement already satisfied, skipping upgrade: python-dateutil>=2.1 in /opt/conda/lib/python3.7/site-packages (from jupyter-client>=5.3.4->notebook) (2.8.1)\n",
      "Requirement already satisfied, skipping upgrade: decorator in /opt/conda/lib/python3.7/site-packages (from traitlets>=4.2.1->notebook) (4.4.2)\n",
      "Requirement already satisfied, skipping upgrade: ptyprocess; os_name != \"nt\" in /opt/conda/lib/python3.7/site-packages (from terminado>=0.8.3->notebook) (0.6.0)\n",
      "Requirement already satisfied, skipping upgrade: jsonschema!=2.5.0,>=2.4 in /opt/conda/lib/python3.7/site-packages (from nbformat->notebook) (3.2.0)\n",
      "Requirement already satisfied, skipping upgrade: pickleshare in /opt/conda/lib/python3.7/site-packages (from ipython>=5.0.0->ipykernel->notebook) (0.7.5)\n",
      "Requirement already satisfied, skipping upgrade: pexpect; sys_platform != \"win32\" in /opt/conda/lib/python3.7/site-packages (from ipython>=5.0.0->ipykernel->notebook) (4.8.0)\n",
      "Requirement already satisfied, skipping upgrade: backcall in /opt/conda/lib/python3.7/site-packages (from ipython>=5.0.0->ipykernel->notebook) (0.2.0)\n",
      "Requirement already satisfied, skipping upgrade: setuptools>=18.5 in /opt/conda/lib/python3.7/site-packages (from ipython>=5.0.0->ipykernel->notebook) (46.4.0.post20200518)\n",
      "Requirement already satisfied, skipping upgrade: prompt-toolkit!=3.0.0,!=3.0.1,<3.1.0,>=2.0.0 in /opt/conda/lib/python3.7/site-packages (from ipython>=5.0.0->ipykernel->notebook) (3.0.5)\n",
      "Requirement already satisfied, skipping upgrade: jedi>=0.10 in /opt/conda/lib/python3.7/site-packages (from ipython>=5.0.0->ipykernel->notebook) (0.17.1)\n",
      "Requirement already satisfied, skipping upgrade: pycparser in /opt/conda/lib/python3.7/site-packages (from cffi>=1.0.0->argon2-cffi->notebook) (2.20)\n",
      "Requirement already satisfied, skipping upgrade: nest-asyncio in /opt/conda/lib/python3.7/site-packages (from nbclient<0.6.0,>=0.5.0->nbconvert->notebook) (1.5.1)\n",
      "Requirement already satisfied, skipping upgrade: async-generator in /opt/conda/lib/python3.7/site-packages (from nbclient<0.6.0,>=0.5.0->nbconvert->notebook) (1.10)\n",
      "Requirement already satisfied, skipping upgrade: webencodings in /opt/conda/lib/python3.7/site-packages (from bleach->nbconvert->notebook) (0.5.1)\n",
      "Requirement already satisfied, skipping upgrade: packaging in /opt/conda/lib/python3.7/site-packages (from bleach->nbconvert->notebook) (20.9)\n",
      "Requirement already satisfied, skipping upgrade: importlib-metadata; python_version < \"3.8\" in /opt/conda/lib/python3.7/site-packages (from jsonschema!=2.5.0,>=2.4->nbformat->notebook) (3.9.0)\n",
      "Requirement already satisfied, skipping upgrade: pyrsistent>=0.14.0 in /opt/conda/lib/python3.7/site-packages (from jsonschema!=2.5.0,>=2.4->nbformat->notebook) (0.17.3)\n",
      "Requirement already satisfied, skipping upgrade: attrs>=17.4.0 in /opt/conda/lib/python3.7/site-packages (from jsonschema!=2.5.0,>=2.4->nbformat->notebook) (20.3.0)\n",
      "Requirement already satisfied, skipping upgrade: wcwidth in /opt/conda/lib/python3.7/site-packages (from prompt-toolkit!=3.0.0,!=3.0.1,<3.1.0,>=2.0.0->ipython>=5.0.0->ipykernel->notebook) (0.2.5)\n",
      "Requirement already satisfied, skipping upgrade: parso<0.8.0,>=0.7.0 in /opt/conda/lib/python3.7/site-packages (from jedi>=0.10->ipython>=5.0.0->ipykernel->notebook) (0.7.0)\n",
      "Requirement already satisfied, skipping upgrade: pyparsing>=2.0.2 in /opt/conda/lib/python3.7/site-packages (from packaging->bleach->nbconvert->notebook) (2.4.7)\n",
      "Requirement already satisfied, skipping upgrade: zipp>=0.5 in /opt/conda/lib/python3.7/site-packages (from importlib-metadata; python_version < \"3.8\"->jsonschema!=2.5.0,>=2.4->nbformat->notebook) (3.4.1)\n",
      "Requirement already satisfied, skipping upgrade: typing-extensions>=3.6.4; python_version < \"3.8\" in /opt/conda/lib/python3.7/site-packages (from importlib-metadata; python_version < \"3.8\"->jsonschema!=2.5.0,>=2.4->nbformat->notebook) (3.7.4.3)\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip install notebook --upgrade"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "pip 20.0.2 from /opt/conda/lib/python3.7/site-packages/pip (python 3.7)\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip --version"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Collecting focal_loss_torch\n",
      "  Downloading focal_loss_torch-0.0.7-py3-none-any.whl (3.1 kB)\n",
      "Requirement already satisfied: torch in /opt/conda/lib/python3.7/site-packages (from focal_loss_torch) (1.7.1+cu101)\n",
      "Requirement already satisfied: numpy in /opt/conda/lib/python3.7/site-packages (from torch->focal_loss_torch) (1.18.5)\n",
      "Requirement already satisfied: typing-extensions in /opt/conda/lib/python3.7/site-packages (from torch->focal_loss_torch) (3.7.4.3)\n",
      "Installing collected packages: focal-loss-torch\n",
      "Successfully installed focal-loss-torch-0.0.7\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip install focal_loss_torch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Collecting adamp\n",
      "  Downloading adamp-0.3.0.tar.gz (5.1 kB)\n",
      "Building wheels for collected packages: adamp\n",
      "  Building wheel for adamp (setup.py) ... \u001b[?25ldone\n",
      "\u001b[?25h  Created wheel for adamp: filename=adamp-0.3.0-py3-none-any.whl size=5998 sha256=a2ed03f542a7c1b91d97fb6e139f118559784ff0b2885c7611da3d4eaa4574e0\n",
      "  Stored in directory: /opt/ml/.cache/pip/wheels/bb/95/21/ced2d2cb9944e3a72e58fece7958973eed3fd8d0aeb6e2e450\n",
      "Successfully built adamp\n",
      "Installing collected packages: adamp\n",
      "Successfully installed adamp-0.3.0\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip install adamp"
   ]
  }
 ]
}