Demo.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "803b037a-183e-46e4-bfde-a144dc779cf0",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-12-29T07:03:01.120935Z",
     "iopub.status.busy": "2022-12-29T07:03:01.120639Z",
     "iopub.status.idle": "2022-12-29T07:03:03.538100Z",
     "shell.execute_reply": "2022-12-29T07:03:03.537115Z",
     "shell.execute_reply.started": "2022-12-29T07:03:01.120878Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting tensorboardX\n",
      "  Downloading tensorboardX-2.5.1-py2.py3-none-any.whl (125 kB)\n",
      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m125.4/125.4 kB\u001b[0m \u001b[31m23.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
      "\u001b[?25hRequirement already satisfied: numpy in /usr/local/lib/python3.9/dist-packages (from tensorboardX) (1.23.1)\n",
      "Requirement already satisfied: protobuf<=3.20.1,>=3.8.0 in /usr/local/lib/python3.9/dist-packages (from tensorboardX) (3.19.4)\n",
      "Installing collected packages: tensorboardX\n",
      "Successfully installed tensorboardX-2.5.1\n",
      "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n",
      "\u001b[0m"
     ]
    }
   ],
   "source": [
    "!pip install tensorboardX av torchgeometry flask flask-ngrok iglovikov_helper_functions cloths_segmentation albumentations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "756d9b98-41d4-4f4f-85bc-51c77b99507c",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-12-29T07:07:46.679818Z",
     "iopub.status.busy": "2022-12-29T07:07:46.679527Z",
     "iopub.status.idle": "2022-12-29T07:10:34.279721Z",
     "shell.execute_reply": "2022-12-29T07:10:34.278988Z",
     "shell.execute_reply.started": "2022-12-29T07:07:46.679796Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting git+https://github.com/facebookresearch/detectron2.git\n",
      "  Cloning https://github.com/facebookresearch/detectron2.git to /tmp/pip-req-build-llo0z_rd\n",
      "  Running command git clone --filter=blob:none --quiet https://github.com/facebookresearch/detectron2.git /tmp/pip-req-build-llo0z_rd\n",
      "  Resolved https://github.com/facebookresearch/detectron2.git to commit 857d5de21a7789d1bba46694cf608b1cb2ea128a\n",
      "  Preparing metadata (setup.py) ... \u001b[?25ldone\n",
      "\u001b[?25hRequirement already satisfied: Pillow>=7.1 in /usr/local/lib/python3.9/dist-packages (from detectron2==0.6) (9.2.0)\n",
      "Requirement already satisfied: matplotlib in /usr/local/lib/python3.9/dist-packages (from detectron2==0.6) (3.5.2)\n",
      "Collecting pycocotools>=2.0.2\n",
      "  Downloading pycocotools-2.0.6.tar.gz (24 kB)\n",
      "  Installing build dependencies ... \u001b[?25ldone\n",
      "\u001b[?25h  Getting requirements to build wheel ... \u001b[?25ldone\n",
      "\u001b[?25h  Preparing metadata (pyproject.toml) ... \u001b[?25ldone\n",
      "\u001b[?25hRequirement already satisfied: termcolor>=1.1 in /usr/local/lib/python3.9/dist-packages (from detectron2==0.6) (1.1.0)\n",
      "Collecting yacs>=0.1.8\n",
      "  Downloading yacs-0.1.8-py3-none-any.whl (14 kB)\n",
      "Collecting tabulate\n",
      "  Downloading tabulate-0.9.0-py3-none-any.whl (35 kB)\n",
      "Requirement already satisfied: cloudpickle in /usr/local/lib/python3.9/dist-packages (from detectron2==0.6) (2.1.0)\n",
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      "Requirement already satisfied: tensorboard in /usr/local/lib/python3.9/dist-packages (from detectron2==0.6) (2.9.1)\n",
      "Collecting fvcore<0.1.6,>=0.1.5\n",
      "  Downloading fvcore-0.1.5.post20221221.tar.gz (50 kB)\n",
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      "\u001b[?25h  Preparing metadata (setup.py) ... \u001b[?25ldone\n",
      "\u001b[?25hCollecting iopath<0.1.10,>=0.1.7\n",
      "  Downloading iopath-0.1.9-py3-none-any.whl (27 kB)\n",
      "Collecting omegaconf>=2.1\n",
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      "\u001b[?25hCollecting hydra-core>=1.1\n",
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      "\u001b[?25hCollecting black\n",
      "  Downloading black-22.12.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.6 MB)\n",
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      "\u001b[?25hCollecting timm\n",
      "  Downloading timm-0.6.12-py3-none-any.whl (549 kB)\n",
      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m549.1/549.1 kB\u001b[0m \u001b[31m51.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
      "\u001b[?25hRequirement already satisfied: packaging in /usr/local/lib/python3.9/dist-packages (from detectron2==0.6) (21.3)\n",
      "Requirement already satisfied: numpy in /usr/local/lib/python3.9/dist-packages (from fvcore<0.1.6,>=0.1.5->detectron2==0.6) (1.23.1)\n",
      "Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.9/dist-packages (from fvcore<0.1.6,>=0.1.5->detectron2==0.6) (5.4.1)\n",
      "Collecting antlr4-python3-runtime==4.9.*\n",
      "  Downloading antlr4-python3-runtime-4.9.3.tar.gz (117 kB)\n",
      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m117.0/117.0 kB\u001b[0m \u001b[31m28.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
      "\u001b[?25h  Preparing metadata (setup.py) ... \u001b[?25ldone\n",
      "\u001b[?25hCollecting portalocker\n",
      "  Downloading portalocker-2.6.0-py2.py3-none-any.whl (15 kB)\n",
      "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.9/dist-packages (from matplotlib->detectron2==0.6) (0.11.0)\n",
      "Requirement already satisfied: pyparsing>=2.2.1 in /usr/local/lib/python3.9/dist-packages (from matplotlib->detectron2==0.6) (3.0.9)\n",
      "Requirement already satisfied: python-dateutil>=2.7 in /usr/local/lib/python3.9/dist-packages (from matplotlib->detectron2==0.6) (2.8.2)\n",
      "Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.9/dist-packages (from matplotlib->detectron2==0.6) (4.34.4)\n",
      "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.9/dist-packages (from matplotlib->detectron2==0.6) (1.4.3)\n",
      "Collecting mypy-extensions>=0.4.3\n",
      "  Downloading mypy_extensions-0.4.3-py2.py3-none-any.whl (4.5 kB)\n",
      "Collecting pathspec>=0.9.0\n",
      "  Downloading pathspec-0.10.3-py3-none-any.whl (29 kB)\n",
      "Collecting platformdirs>=2\n",
      "  Downloading platformdirs-2.6.2-py3-none-any.whl (14 kB)\n",
      "Requirement already satisfied: click>=8.0.0 in /usr/local/lib/python3.9/dist-packages (from black->detectron2==0.6) (8.1.3)\n",
      "Collecting tomli>=1.1.0\n",
      "  Downloading tomli-2.0.1-py3-none-any.whl (12 kB)\n",
      "Requirement already satisfied: typing-extensions>=3.10.0.0 in /usr/local/lib/python3.9/dist-packages (from black->detectron2==0.6) (4.3.0)\n",
      "Requirement already satisfied: tensorboard-data-server<0.7.0,>=0.6.0 in /usr/local/lib/python3.9/dist-packages (from tensorboard->detectron2==0.6) (0.6.1)\n",
      "Requirement already satisfied: werkzeug>=1.0.1 in /usr/local/lib/python3.9/dist-packages (from tensorboard->detectron2==0.6) (2.2.2)\n",
      "Requirement already satisfied: tensorboard-plugin-wit>=1.6.0 in /usr/local/lib/python3.9/dist-packages (from tensorboard->detectron2==0.6) (1.8.1)\n",
      "Requirement already satisfied: markdown>=2.6.8 in /usr/local/lib/python3.9/dist-packages (from tensorboard->detectron2==0.6) (3.3.7)\n",
      "Requirement already satisfied: protobuf<3.20,>=3.9.2 in /usr/local/lib/python3.9/dist-packages (from tensorboard->detectron2==0.6) (3.19.4)\n",
      "Requirement already satisfied: setuptools>=41.0.0 in /usr/local/lib/python3.9/dist-packages (from tensorboard->detectron2==0.6) (63.1.0)\n",
      "Requirement already satisfied: requests<3,>=2.21.0 in /usr/local/lib/python3.9/dist-packages (from tensorboard->detectron2==0.6) (2.28.1)\n",
      "Requirement already satisfied: google-auth-oauthlib<0.5,>=0.4.1 in /usr/local/lib/python3.9/dist-packages (from tensorboard->detectron2==0.6) (0.4.6)\n",
      "Requirement already satisfied: google-auth<3,>=1.6.3 in /usr/local/lib/python3.9/dist-packages (from tensorboard->detectron2==0.6) (2.9.0)\n",
      "Requirement already satisfied: grpcio>=1.24.3 in /usr/local/lib/python3.9/dist-packages (from tensorboard->detectron2==0.6) (1.47.0)\n",
      "Requirement already satisfied: wheel>=0.26 in /usr/local/lib/python3.9/dist-packages (from tensorboard->detectron2==0.6) (0.35.1)\n",
      "Requirement already satisfied: absl-py>=0.4 in /usr/local/lib/python3.9/dist-packages (from tensorboard->detectron2==0.6) (1.1.0)\n",
      "Requirement already satisfied: torchvision in /usr/local/lib/python3.9/dist-packages (from timm->detectron2==0.6) (0.13.0+cu116)\n",
      "Requirement already satisfied: huggingface-hub in /usr/local/lib/python3.9/dist-packages (from timm->detectron2==0.6) (0.8.1)\n",
      "Requirement already satisfied: torch>=1.7 in /usr/local/lib/python3.9/dist-packages (from timm->detectron2==0.6) (1.12.0+cu116)\n",
      "Requirement already satisfied: pyasn1-modules>=0.2.1 in /usr/local/lib/python3.9/dist-packages (from google-auth<3,>=1.6.3->tensorboard->detectron2==0.6) (0.2.8)\n",
      "Requirement already satisfied: cachetools<6.0,>=2.0.0 in /usr/local/lib/python3.9/dist-packages (from google-auth<3,>=1.6.3->tensorboard->detectron2==0.6) (5.2.0)\n",
      "Requirement already satisfied: six>=1.9.0 in /usr/lib/python3/dist-packages (from google-auth<3,>=1.6.3->tensorboard->detectron2==0.6) (1.14.0)\n",
      "Requirement already satisfied: rsa<5,>=3.1.4 in /usr/lib/python3/dist-packages (from google-auth<3,>=1.6.3->tensorboard->detectron2==0.6) (4.0)\n",
      "Requirement already satisfied: requests-oauthlib>=0.7.0 in /usr/local/lib/python3.9/dist-packages (from google-auth-oauthlib<0.5,>=0.4.1->tensorboard->detectron2==0.6) (1.3.1)\n",
      "Requirement already satisfied: importlib-metadata>=4.4 in /usr/local/lib/python3.9/dist-packages (from markdown>=2.6.8->tensorboard->detectron2==0.6) (4.12.0)\n",
      "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /usr/local/lib/python3.9/dist-packages (from requests<3,>=2.21.0->tensorboard->detectron2==0.6) (1.26.10)\n",
      "Requirement already satisfied: charset-normalizer<3,>=2 in /usr/local/lib/python3.9/dist-packages (from requests<3,>=2.21.0->tensorboard->detectron2==0.6) (2.1.0)\n",
      "Requirement already satisfied: idna<4,>=2.5 in /usr/lib/python3/dist-packages (from requests<3,>=2.21.0->tensorboard->detectron2==0.6) (2.8)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /usr/lib/python3/dist-packages (from requests<3,>=2.21.0->tensorboard->detectron2==0.6) (2019.11.28)\n",
      "Requirement already satisfied: MarkupSafe>=2.1.1 in /usr/local/lib/python3.9/dist-packages (from werkzeug>=1.0.1->tensorboard->detectron2==0.6) (2.1.1)\n",
      "Requirement already satisfied: filelock in /usr/local/lib/python3.9/dist-packages (from huggingface-hub->timm->detectron2==0.6) (3.7.1)\n",
      "Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.9/dist-packages (from importlib-metadata>=4.4->markdown>=2.6.8->tensorboard->detectron2==0.6) (3.8.1)\n",
      "Requirement already satisfied: pyasn1<0.5.0,>=0.4.6 in /usr/local/lib/python3.9/dist-packages (from pyasn1-modules>=0.2.1->google-auth<3,>=1.6.3->tensorboard->detectron2==0.6) (0.4.8)\n",
      "Requirement already satisfied: oauthlib>=3.0.0 in /usr/local/lib/python3.9/dist-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<0.5,>=0.4.1->tensorboard->detectron2==0.6) (3.2.0)\n",
      "Building wheels for collected packages: detectron2, fvcore, antlr4-python3-runtime, pycocotools\n",
      "  Building wheel for detectron2 (setup.py) ... \u001b[?25ldone\n",
      "\u001b[?25h  Created wheel for detectron2: filename=detectron2-0.6-cp39-cp39-linux_x86_64.whl size=5889223 sha256=ed1f701e1bc42d870d0d6fafd338e2a8e663f2847c8960619ecf38a4db0338ad\n",
      "  Stored in directory: /tmp/pip-ephem-wheel-cache-bzzpgw82/wheels/59/b4/83/84bfca751fa4dcc59998468be8688eb50e97408a83af171d42\n",
      "  Building wheel for fvcore (setup.py) ... \u001b[?25ldone\n",
      "\u001b[?25h  Created wheel for fvcore: filename=fvcore-0.1.5.post20221221-py3-none-any.whl size=61406 sha256=669c4db5ec6509578bb39829693a8e5438fde1d0116ec668be64bf0261e0eb9f\n",
      "  Stored in directory: /root/.cache/pip/wheels/83/42/02/66178d16e5c44dc26d309931834956baeda371956e86fbd876\n",
      "  Building wheel for antlr4-python3-runtime (setup.py) ... \u001b[?25ldone\n",
      "\u001b[?25h  Created wheel for antlr4-python3-runtime: filename=antlr4_python3_runtime-4.9.3-py3-none-any.whl size=144554 sha256=ddfc41c7e0307f85e68b773551e1be87484cbe4ac68ba04bd4e2dc501dfb6c95\n",
      "  Stored in directory: /root/.cache/pip/wheels/23/cf/80/f3efa822e6ab23277902ee9165fe772eeb1dfb8014f359020a\n",
      "  Building wheel for pycocotools (pyproject.toml) ... \u001b[?25ldone\n",
      "\u001b[?25h  Created wheel for pycocotools: filename=pycocotools-2.0.6-cp39-cp39-linux_x86_64.whl size=400228 sha256=a356c0450d2148ac9d590e3a6adc7b6e913d050be851a84ec830219795200de9\n",
      "  Stored in directory: /root/.cache/pip/wheels/2f/58/25/e78f1f766e904a9071266661d20d0bc6644df86bcd160aba11\n",
      "Successfully built detectron2 fvcore antlr4-python3-runtime pycocotools\n",
      "Installing collected packages: mypy-extensions, antlr4-python3-runtime, yacs, tomli, tabulate, portalocker, platformdirs, pathspec, omegaconf, iopath, hydra-core, black, timm, pycocotools, fvcore, detectron2\n",
      "Successfully installed antlr4-python3-runtime-4.9.3 black-22.12.0 detectron2-0.6 fvcore-0.1.5.post20221221 hydra-core-1.3.1 iopath-0.1.9 mypy-extensions-0.4.3 omegaconf-2.3.0 pathspec-0.10.3 platformdirs-2.6.2 portalocker-2.6.0 pycocotools-2.0.6 tabulate-0.9.0 timm-0.6.12 tomli-2.0.1 yacs-0.1.8\n",
      "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n",
      "\u001b[0m"
     ]
    }
   ],
   "source": [
    "!python -m pip install 'git+https://github.com/facebookresearch/detectron2.git'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "ba6c8b48-7243-4602-8c62-862f7a8f00cb",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-12-29T07:03:17.515189Z",
     "iopub.status.busy": "2022-12-29T07:03:17.514793Z",
     "iopub.status.idle": "2022-12-29T07:03:21.008057Z",
     "shell.execute_reply": "2022-12-29T07:03:21.006831Z",
     "shell.execute_reply.started": "2022-12-29T07:03:17.515153Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting pyngrok==4.1.1\n",
      "  Downloading pyngrok-4.1.1.tar.gz (18 kB)\n",
      "  Preparing metadata (setup.py) ... \u001b[?25ldone\n",
      "\u001b[?25hRequirement already satisfied: future in /usr/lib/python3/dist-packages (from pyngrok==4.1.1) (0.18.2)\n",
      "Requirement already satisfied: PyYAML in /usr/local/lib/python3.9/dist-packages (from pyngrok==4.1.1) (5.4.1)\n",
      "Building wheels for collected packages: pyngrok\n",
      "  Building wheel for pyngrok (setup.py) ... \u001b[?25ldone\n",
      "\u001b[?25h  Created wheel for pyngrok: filename=pyngrok-4.1.1-py3-none-any.whl size=15965 sha256=3669af38b11fcc66e95001ad9cdd77ad1da63d79252e42fe38331b06321ef59d\n",
      "  Stored in directory: /root/.cache/pip/wheels/89/2d/c2/abe6bcfde6bce368c00ecd73310c11edb672c3eda09a090cfa\n",
      "Successfully built pyngrok\n",
      "Installing collected packages: pyngrok\n",
      "Successfully installed pyngrok-4.1.1\n",
      "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n",
      "\u001b[0m"
     ]
    }
   ],
   "source": [
    "!pip install pyngrok==4.1.1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "e163eab2-841c-4372-8f75-3d60cbbe247a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-12-29T07:03:21.010722Z",
     "iopub.status.busy": "2022-12-29T07:03:21.009782Z",
     "iopub.status.idle": "2022-12-29T07:03:22.584809Z",
     "shell.execute_reply": "2022-12-29T07:03:22.583859Z",
     "shell.execute_reply.started": "2022-12-29T07:03:21.010677Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Authtoken saved to configuration file: /root/.ngrok2/ngrok.yml                                      \n"
     ]
    }
   ],
   "source": [
    "!ngrok authtoken yourtoken"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "70b46c0a-7f56-4cb0-a84c-836caf911ca4",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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    "name": "ipython",
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