Deploy_webapp.ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"Deploy webapp.ipynb","provenance":[],"collapsed_sections":[],"machine_shape":"hm"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"},"accelerator":"GPU","gpuClass":"standard"},"cells":[{"cell_type":"code","source":["!pip install -r requirements.txt"],"metadata":{"id":"GkVeO4nRjJ6V","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1659148696718,"user_tz":-420,"elapsed":11331,"user":{"displayName":"Nguyen Son","userId":"12638499436909749549"}},"outputId":"e13d7f88-76d3-4a7a-d26e-d6cdc047e898"},"execution_count":3,"outputs":[{"output_type":"stream","name":"stdout","text":["Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n","Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 2)) (1.21.6)\n","Requirement already satisfied: torch>=1.7 in 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kB)\n","Collecting ninja\n","  Downloading ninja-1.10.2.3-py2.py3-none-manylinux_2_5_x86_64.manylinux1_x86_64.whl (108 kB)\n","\u001b[K     |████████████████████████████████| 108 kB 15.4 MB/s \n","\u001b[?25hRequirement already satisfied: tabulate in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 12)) (0.8.10)\n","Requirement already satisfied: tensorboard in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 13)) (2.8.0)\n","Collecting onnx==1.8.1\n","  Downloading onnx-1.8.1-cp37-cp37m-manylinux2010_x86_64.whl (14.5 MB)\n","\u001b[K     |████████████████████████████████| 14.5 MB 7.8 MB/s \n","\u001b[?25hCollecting onnxruntime==1.8.0\n","  Downloading onnxruntime-1.8.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (4.5 MB)\n","\u001b[K     |████████████████████████████████| 4.5 MB 50.7 MB/s \n","\u001b[?25hCollecting onnx-simplifier==0.3.5\n","  Downloading onnx-simplifier-0.3.5.tar.gz (13 kB)\n","Collecting dash\n","  Downloading dash-2.6.0-py3-none-any.whl (9.8 MB)\n","\u001b[K     |████████████████████████████████| 9.8 MB 65.9 MB/s \n","\u001b[?25hCollecting dash-bootstrap-components\n","  Downloading dash_bootstrap_components-1.2.0-py3-none-any.whl (216 kB)\n","\u001b[K     |████████████████████████████████| 216 kB 81.5 MB/s \n","\u001b[?25hRequirement already satisfied: six in /usr/local/lib/python3.7/dist-packages (from onnx==1.8.1->-r requirements.txt (line 16)) (1.15.0)\n","Requirement already satisfied: protobuf in /usr/local/lib/python3.7/dist-packages (from onnx==1.8.1->-r requirements.txt (line 16)) (3.17.3)\n","Requirement already satisfied: typing-extensions>=3.6.2.1 in /usr/local/lib/python3.7/dist-packages (from onnx==1.8.1->-r requirements.txt (line 16)) (4.1.1)\n","Requirement already satisfied: flatbuffers in /usr/local/lib/python3.7/dist-packages (from onnxruntime==1.8.0->-r requirements.txt (line 17)) (2.0)\n","Collecting onnxoptimizer>=0.2.5\n","  Downloading onnxoptimizer-0.2.7-cp37-cp37m-manylinux2014_x86_64.whl (498 kB)\n","\u001b[K     |████████████████████████████████| 498 kB 60.4 MB/s \n","\u001b[?25hRequirement already satisfied: networkx>=2.0 in /usr/local/lib/python3.7/dist-packages (from scikit-image->-r requirements.txt (line 6)) (2.6.3)\n","Requirement already satisfied: scipy>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from scikit-image->-r requirements.txt (line 6)) (1.7.3)\n","Requirement already satisfied: tifffile>=2019.7.26 in /usr/local/lib/python3.7/dist-packages (from scikit-image->-r requirements.txt (line 6)) (2021.11.2)\n","Requirement already satisfied: PyWavelets>=1.1.1 in /usr/local/lib/python3.7/dist-packages (from scikit-image->-r requirements.txt (line 6)) (1.3.0)\n","Requirement already satisfied: imageio>=2.3.0 in /usr/local/lib/python3.7/dist-packages (from scikit-image->-r requirements.txt (line 6)) (2.4.1)\n","Requirement already satisfied: matplotlib!=3.0.0,>=2.0.0 in 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requests->torchvision->-r requirements.txt (line 8)) (1.24.3)\n","Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests->torchvision->-r requirements.txt (line 8)) (2022.6.15)\n","Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests->torchvision->-r requirements.txt (line 8)) (3.0.4)\n","Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests->torchvision->-r requirements.txt (line 8)) (2.10)\n","Requirement already satisfied: oauthlib>=3.0.0 in /usr/local/lib/python3.7/dist-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<0.5,>=0.4.1->tensorboard->-r requirements.txt (line 13)) (3.2.0)\n","Collecting dash-table==5.0.0\n","  Downloading dash_table-5.0.0-py3-none-any.whl (3.9 kB)\n","Requirement already satisfied: plotly>=5.0.0 in /usr/local/lib/python3.7/dist-packages (from dash->-r requirements.txt (line 21)) (5.5.0)\n","Requirement already satisfied: Flask>=1.0.4 in /usr/local/lib/python3.7/dist-packages (from dash->-r requirements.txt (line 21)) (1.1.4)\n","Collecting dash-core-components==2.0.0\n","  Downloading dash_core_components-2.0.0-py3-none-any.whl (3.8 kB)\n","Collecting flask-compress\n","  Downloading Flask_Compress-1.12-py3-none-any.whl (7.9 kB)\n","Collecting dash-html-components==2.0.0\n","  Downloading dash_html_components-2.0.0-py3-none-any.whl (4.1 kB)\n","Requirement already satisfied: itsdangerous<2.0,>=0.24 in /usr/local/lib/python3.7/dist-packages (from Flask>=1.0.4->dash->-r requirements.txt (line 21)) (1.1.0)\n","Requirement already satisfied: Jinja2<3.0,>=2.10.1 in /usr/local/lib/python3.7/dist-packages (from Flask>=1.0.4->dash->-r requirements.txt (line 21)) (2.11.3)\n","Requirement already satisfied: click<8.0,>=5.1 in /usr/local/lib/python3.7/dist-packages (from Flask>=1.0.4->dash->-r requirements.txt (line 21)) (7.1.2)\n","Requirement already satisfied: MarkupSafe>=0.23 in /usr/local/lib/python3.7/dist-packages (from Jinja2<3.0,>=2.10.1->Flask>=1.0.4->dash->-r requirements.txt (line 21)) (2.0.1)\n","Requirement already satisfied: tenacity>=6.2.0 in /usr/local/lib/python3.7/dist-packages (from plotly>=5.0.0->dash->-r requirements.txt (line 21)) (8.0.1)\n","Collecting brotli\n","  Downloading Brotli-1.0.9-cp37-cp37m-manylinux1_x86_64.whl (357 kB)\n","\u001b[K     |████████████████████████████████| 357 kB 92.0 MB/s \n","\u001b[?25hBuilding wheels for collected packages: onnx-simplifier\n","  Building wheel for onnx-simplifier (setup.py) ... \u001b[?25l\u001b[?25hdone\n","  Created wheel for onnx-simplifier: filename=onnx_simplifier-0.3.5-py3-none-any.whl size=12878 sha256=d847bd31f3f589c332579ba49344be2ccd7a669442609432b4cdcb4bd260257f\n","  Stored in directory: /root/.cache/pip/wheels/8a/b4/1b/6acdd4eb854b215cd4aa1c18ca79399f9d34728edaff47ecce\n","Successfully built onnx-simplifier\n","Installing collected packages: brotli, onnx, flask-compress, dash-table, dash-html-components, dash-core-components, onnxruntime, onnxoptimizer, dash, thop, onnx-simplifier, ninja, loguru, dash-bootstrap-components\n","Successfully installed brotli-1.0.9 dash-2.6.0 dash-bootstrap-components-1.2.0 dash-core-components-2.0.0 dash-html-components-2.0.0 dash-table-5.0.0 flask-compress-1.12 loguru-0.6.0 ninja-1.10.2.3 onnx-1.8.1 onnx-simplifier-0.3.5 onnxoptimizer-0.2.7 onnxruntime-1.8.0 thop-0.1.1.post2207130030\n"]}]},{"cell_type":"code","source":["# !pip install flask_cloudflared"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"TWSydclkq4PS","executionInfo":{"status":"ok","timestamp":1659148700168,"user_tz":-420,"elapsed":3454,"user":{"displayName":"Nguyen Son","userId":"12638499436909749549"}},"outputId":"8ff5fa8b-24e5-4c66-810e-d582ac0e2c30"},"execution_count":4,"outputs":[{"output_type":"stream","name":"stdout","text":["Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n","Collecting flask_cloudflared\n","  Downloading flask_cloudflared-0.0.10-py3-none-any.whl (5.9 kB)\n","Requirement already satisfied: Flask>=0.8 in /usr/local/lib/python3.7/dist-packages (from flask_cloudflared) (1.1.4)\n","Requirement already satisfied: requests in /usr/local/lib/python3.7/dist-packages (from flask_cloudflared) (2.23.0)\n","Requirement already satisfied: Jinja2<3.0,>=2.10.1 in /usr/local/lib/python3.7/dist-packages (from Flask>=0.8->flask_cloudflared) (2.11.3)\n","Requirement already satisfied: Werkzeug<2.0,>=0.15 in /usr/local/lib/python3.7/dist-packages (from Flask>=0.8->flask_cloudflared) (1.0.1)\n","Requirement already satisfied: click<8.0,>=5.1 in /usr/local/lib/python3.7/dist-packages (from Flask>=0.8->flask_cloudflared) (7.1.2)\n","Requirement already satisfied: itsdangerous<2.0,>=0.24 in /usr/local/lib/python3.7/dist-packages (from Flask>=0.8->flask_cloudflared) (1.1.0)\n","Requirement already satisfied: MarkupSafe>=0.23 in /usr/local/lib/python3.7/dist-packages (from Jinja2<3.0,>=2.10.1->Flask>=0.8->flask_cloudflared) (2.0.1)\n","Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests->flask_cloudflared) (2022.6.15)\n","Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests->flask_cloudflared) (3.0.4)\n","Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests->flask_cloudflared) (1.24.3)\n","Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests->flask_cloudflared) (2.10)\n","Installing collected packages: flask-cloudflared\n","Successfully installed flask-cloudflared-0.0.10\n"]}]},{"cell_type":"code","source":["# !pip install pyyaml==3.13"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"x4TWzseprVUI","executionInfo":{"status":"ok","timestamp":1659148702301,"user_tz":-420,"elapsed":2137,"user":{"displayName":"Nguyen Son","userId":"12638499436909749549"}},"outputId":"6917c6c6-5387-48e1-f14e-99ddd9406fd8"},"execution_count":5,"outputs":[{"output_type":"stream","name":"stdout","text":["Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n","Requirement already satisfied: pyyaml==3.13 in /usr/local/lib/python3.7/dist-packages (3.13)\n"]}]},{"cell_type":"code","source":["!pip install dash flask dash_bootstrap_components plotly pandas"],"metadata":{"id":"xXrWajG3V7BN","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1659148705729,"user_tz":-420,"elapsed":3435,"user":{"displayName":"Nguyen Son","userId":"12638499436909749549"}},"outputId":"550d3c27-11ee-4f45-8d99-7d607be8f6da"},"execution_count":6,"outputs":[{"output_type":"stream","name":"stdout","text":["Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n","Requirement already satisfied: dash in /usr/local/lib/python3.7/dist-packages (2.6.0)\n","Requirement already satisfied: flask in /usr/local/lib/python3.7/dist-packages (1.1.4)\n","Requirement already satisfied: dash_bootstrap_components in /usr/local/lib/python3.7/dist-packages (1.2.0)\n","Requirement already satisfied: plotly in /usr/local/lib/python3.7/dist-packages (5.5.0)\n","Requirement already satisfied: pandas in /usr/local/lib/python3.7/dist-packages (1.3.5)\n","Requirement already satisfied: flask-compress in /usr/local/lib/python3.7/dist-packages (from dash) (1.12)\n","Requirement already satisfied: dash-core-components==2.0.0 in /usr/local/lib/python3.7/dist-packages (from dash) (2.0.0)\n","Requirement already satisfied: dash-html-components==2.0.0 in /usr/local/lib/python3.7/dist-packages (from dash) (2.0.0)\n","Requirement already satisfied: dash-table==5.0.0 in /usr/local/lib/python3.7/dist-packages (from dash) (5.0.0)\n","Requirement already satisfied: click<8.0,>=5.1 in /usr/local/lib/python3.7/dist-packages (from flask) (7.1.2)\n","Requirement already satisfied: Jinja2<3.0,>=2.10.1 in /usr/local/lib/python3.7/dist-packages (from flask) (2.11.3)\n","Requirement already satisfied: Werkzeug<2.0,>=0.15 in /usr/local/lib/python3.7/dist-packages (from flask) (1.0.1)\n","Requirement already satisfied: itsdangerous<2.0,>=0.24 in /usr/local/lib/python3.7/dist-packages (from flask) (1.1.0)\n","Requirement already satisfied: tenacity>=6.2.0 in /usr/local/lib/python3.7/dist-packages (from plotly) (8.0.1)\n","Requirement already satisfied: six in /usr/local/lib/python3.7/dist-packages (from plotly) (1.15.0)\n","Requirement already satisfied: MarkupSafe>=0.23 in /usr/local/lib/python3.7/dist-packages (from Jinja2<3.0,>=2.10.1->flask) (2.0.1)\n","Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.7/dist-packages (from pandas) (2.8.2)\n","Requirement already satisfied: pytz>=2017.3 in /usr/local/lib/python3.7/dist-packages (from pandas) (2022.1)\n","Requirement already satisfied: numpy>=1.17.3 in /usr/local/lib/python3.7/dist-packages (from pandas) (1.21.6)\n","Requirement already satisfied: brotli in /usr/local/lib/python3.7/dist-packages (from flask-compress->dash) (1.0.9)\n"]}]},{"cell_type":"markdown","source":["#NGROK"],"metadata":{"id":"xgJ04tp7Vz-F"}},{"cell_type":"code","source":["# # How to run a Dash app in Google Colab\n","import time\n","!wget -nc https://bin.equinox.io/c/4VmDzA7iaHb/ngrok-stable-linux-amd64.zip\n","!unzip -n ngrok-stable-linux-amd64.zip "],"metadata":{"id":"9-19_X8dPCgE","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1659148721758,"user_tz":-420,"elapsed":389,"user":{"displayName":"Nguyen Son","userId":"12638499436909749549"}},"outputId":"5c40b0a9-7f25-437f-df5c-91354728b7aa"},"execution_count":14,"outputs":[{"output_type":"stream","name":"stdout","text":["File ‘ngrok-stable-linux-amd64.zip’ already there; not retrieving.\n","\n","Archive:  ngrok-stable-linux-amd64.zip\n"]}]},{"cell_type":"code","source":["!chmod +x ngrok"],"metadata":{"id":"ZNe7fh9SyEoY","executionInfo":{"status":"ok","timestamp":1659148722876,"user_tz":-420,"elapsed":613,"user":{"displayName":"Nguyen Son","userId":"12638499436909749549"}}},"execution_count":15,"outputs":[]},{"cell_type":"code","source":["# Clear the port for dash\n","!killall ngrok\n","! ./ngrok authtoken 2CcpT1azgDcagikZDZc8kPUeXoa_5j8RS9yqyBYkRVmUnQEb8\n","# !ngrok config add-authtoken 2CcpT1azgDcagikZDZc8kPUeXoa_5j8RS9yqyBYkRVmUnQEb8\n","!fuser -k 8050/tcp\n","time.sleep(5)"],"metadata":{"id":"9m3LdPpPWtIA","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1659148729304,"user_tz":-420,"elapsed":5481,"user":{"displayName":"Nguyen Son","userId":"12638499436909749549"}},"outputId":"7f32fa9f-68e0-4246-e62c-4c607f4fc66e"},"execution_count":16,"outputs":[{"output_type":"stream","name":"stdout","text":["ngrok: no process found\n","Authtoken saved to configuration file: /root/.ngrok2/ngrok.yml\n"]}]},{"cell_type":"code","source":["### Get the public URL where you can access the Dash app\n","get_ipython().system_raw('./ngrok http 8050 &')\n"],"metadata":{"id":"h1j27vnnT3uj","executionInfo":{"status":"ok","timestamp":1659148729705,"user_tz":-420,"elapsed":2,"user":{"displayName":"Nguyen Son","userId":"12638499436909749549"}}},"execution_count":17,"outputs":[]},{"cell_type":"code","source":["# If this command line doesn't return anything, let execute again from the first commnand line of ngrok\n","!curl -s http://localhost:4040/api/tunnels"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"IrtCW7D2jBJK","outputId":"cfb406a2-aa91-40c8-cbe7-5b8b51914554","executionInfo":{"status":"ok","timestamp":1659148730686,"user_tz":-420,"elapsed":5,"user":{"displayName":"Nguyen Son","userId":"12638499436909749549"}}},"execution_count":18,"outputs":[{"output_type":"stream","name":"stdout","text":["{\"tunnels\":[{\"name\":\"command_line\",\"uri\":\"/api/tunnels/command_line\",\"public_url\":\"https://2baf-35-227-163-116.ngrok.io\",\"proto\":\"https\",\"config\":{\"addr\":\"http://localhost:8050\",\"inspect\":true},\"metrics\":{\"conns\":{\"count\":0,\"gauge\":0,\"rate1\":0,\"rate5\":0,\"rate15\":0,\"p50\":0,\"p90\":0,\"p95\":0,\"p99\":0},\"http\":{\"count\":0,\"rate1\":0,\"rate5\":0,\"rate15\":0,\"p50\":0,\"p90\":0,\"p95\":0,\"p99\":0}}},{\"name\":\"command_line (http)\",\"uri\":\"/api/tunnels/command_line%20%28http%29\",\"public_url\":\"http://2baf-35-227-163-116.ngrok.io\",\"proto\":\"http\",\"config\":{\"addr\":\"http://localhost:8050\",\"inspect\":true},\"metrics\":{\"conns\":{\"count\":0,\"gauge\":0,\"rate1\":0,\"rate5\":0,\"rate15\":0,\"p50\":0,\"p90\":0,\"p95\":0,\"p99\":0},\"http\":{\"count\":0,\"rate1\":0,\"rate5\":0,\"rate15\":0,\"p50\":0,\"p90\":0,\"p95\":0,\"p99\":0}}}],\"uri\":\"/api/tunnels\"}\n"]}]},{"cell_type":"code","source":["# Execute the Command\n","!python dashboard.py 3.mp4"],"metadata":{"id":"tbRH5cqfjCdz","colab":{"base_uri":"https://localhost:8080/"},"outputId":"7ee4f1ac-ae8a-40d0-b635-053ba5c9fe04"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["Dash is running on http://127.0.0.1:8050/\n","\n"," * Serving Flask app \"dashboard\" (lazy loading)\n"," * Environment: production\n","\u001b[31m   WARNING: This is a development server. Do not use it in a production deployment.\u001b[0m\n","\u001b[2m   Use a production WSGI server instead.\u001b[0m\n"," * Debug mode: on\n","/usr/local/lib/python3.7/dist-packages/torch/functional.py:478: UserWarning:\n","\n","torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at  ../aten/src/ATen/native/TensorShape.cpp:2894.)\n","\n","intersection detected\n","intersection detected\n","intersection detected\n","intersection detected\n","intersection detected\n","intersection detected\n","intersection detected\n","intersection detected\n","intersection detected\n","intersection detected\n","intersection detected\n","intersection detected\n","intersection detected\n","intersection detected\n","intersection detected\n","intersection detected\n","intersection detected\n","intersection detected\n","intersection detected\n","intersection detected\n","intersection detected\n","intersection detected\n","intersection detected\n","intersection detected\n","intersection detected\n","intersection detected\n","intersection detected\n","intersection detected\n","intersection detected\n","intersection detected\n","intersection detected\n","intersection detected\n","intersection detected\n","intersection detected\n","intersection detected\n","intersection detected\n","intersection detected\n","intersection detected\n","intersection detected\n","intersection detected\n","intersection detected\n","intersection detected\n","intersection detected\n","intersection detected\n","intersection detected\n","intersection detected\n","intersection detected\n","intersection detected\n","intersection detected\n","intersection detected\n","intersection detected\n","intersection detected\n","intersection detected\n","intersection detected\n","intersection detected\n"]}]}]}