SkinRashApp1.ipynb

{"cells":[{"metadata":{"trusted":true},"cell_type":"code","source":"!pip install -Uqq fastbook\n!pip install graphviz","execution_count":1,"outputs":[{"output_type":"stream","text":"\u001b[31mERROR: voila 0.2.6 has requirement nbconvert<7,>=6.0.0, but you'll have nbconvert 5.6.1 which is incompatible.\u001b[0m\nRequirement already satisfied: graphviz in /srv/conda/envs/notebook/lib/python3.7/site-packages (0.16)\n","name":"stdout"}]},{"metadata":{"trusted":true},"cell_type":"code","source":"import fastbook\nfastbook.setup_book()\nfrom fastbook import *\nfrom fastai.vision.widgets import *\nfrom ipywidgets import *","execution_count":2,"outputs":[{"output_type":"stream","text":"/srv/conda/envs/notebook/lib/python3.7/site-packages/torch/cuda/__init__.py:52: UserWarning: CUDA initialization: Found no NVIDIA driver on your system. Please check that you have an NVIDIA GPU and installed a driver from http://www.nvidia.com/Download/index.aspx (Triggered internally at  /pytorch/c10/cuda/CUDAFunctions.cpp:100.)\n  return torch._C._cuda_getDeviceCount() > 0\n","name":"stderr"}]},{"metadata":{"trusted":true},"cell_type":"code","source":"path = Path()\nlearn_inf = load_learner(path/'export.pkl',cpu=True)","execution_count":3,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"btn_upload = widgets.FileUpload()","execution_count":4,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"btn_run = widgets.Button(description='Classify')\nlbl_pred = widgets.Label()","execution_count":5,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"def on_click_classify(change):\n    img = PILImage.create(btn_upload.data[-1])\n    out_pl.clear_output()\n    with out_pl: display(img.to_thumb(128,128))\n    pred,pred_idx,probs = learn_inf.predict(img)\n    \n    lbl_pred.value = f'Prediction: {pred}; Probability: {probs[pred_idx]:.04f}'\n\nbtn_run.on_click(on_click_classify)","execution_count":6,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"out_pl = widgets.Output()\nout_pl.clear_output()\n","execution_count":7,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"display(VBox([widgets.Label('Select your rash!'), \n      btn_upload, btn_run, out_pl, lbl_pred]))","execution_count":8,"outputs":[{"output_type":"display_data","data":{"text/plain":"VBox(children=(Label(value='Select your rash!'), FileUpload(value={}, description='Upload'), Button(descriptio…","application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"51e241b7636347c4b82ff5cce1c65323"}},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"!pip install voila\n!jupyter serverextension enable --sys-prefix voila ","execution_count":9,"outputs":[{"output_type":"stream","text":"Requirement already satisfied: voila in /srv/conda/envs/notebook/lib/python3.7/site-packages (0.2.6)\nRequirement already satisfied: jupyter-client<7,>=6.1.3 in /srv/conda/envs/notebook/lib/python3.7/site-packages (from voila) (6.1.6)\nCollecting nbconvert<7,>=6.0.0\n  Using cached nbconvert-6.0.7-py3-none-any.whl (552 kB)\nRequirement already satisfied: nbclient<0.6,>=0.4.0 in /srv/conda/envs/notebook/lib/python3.7/site-packages (from voila) (0.5.1)\nRequirement already satisfied: jupyter-server<2.0.0,>=0.3.0 in /srv/conda/envs/notebook/lib/python3.7/site-packages (from voila) (1.2.1)\nRequirement already satisfied: jupyter-core>=4.6.0 in /srv/conda/envs/notebook/lib/python3.7/site-packages (from jupyter-client<7,>=6.1.3->voila) (4.6.3)\nRequirement already satisfied: traitlets in /srv/conda/envs/notebook/lib/python3.7/site-packages (from jupyter-client<7,>=6.1.3->voila) (4.3.3)\nRequirement already satisfied: pyzmq>=13 in /srv/conda/envs/notebook/lib/python3.7/site-packages (from jupyter-client<7,>=6.1.3->voila) (19.0.1)\nRequirement already satisfied: python-dateutil>=2.1 in /srv/conda/envs/notebook/lib/python3.7/site-packages (from jupyter-client<7,>=6.1.3->voila) (2.8.1)\nRequirement already satisfied: tornado>=4.1 in /srv/conda/envs/notebook/lib/python3.7/site-packages (from jupyter-client<7,>=6.1.3->voila) (6.1)\nRequirement already satisfied: testpath in /srv/conda/envs/notebook/lib/python3.7/site-packages (from nbconvert<7,>=6.0.0->voila) (0.4.4)\nRequirement already satisfied: nbformat>=4.4 in /srv/conda/envs/notebook/lib/python3.7/site-packages (from nbconvert<7,>=6.0.0->voila) (5.0.7)\nRequirement already satisfied: jupyterlab-pygments in /srv/conda/envs/notebook/lib/python3.7/site-packages (from nbconvert<7,>=6.0.0->voila) (0.1.2)\nRequirement already satisfied: pandocfilters>=1.4.1 in /srv/conda/envs/notebook/lib/python3.7/site-packages (from nbconvert<7,>=6.0.0->voila) (1.4.2)\nRequirement already satisfied: mistune<2,>=0.8.1 in /srv/conda/envs/notebook/lib/python3.7/site-packages (from nbconvert<7,>=6.0.0->voila) (0.8.4)\nRequirement already satisfied: pygments>=2.4.1 in /srv/conda/envs/notebook/lib/python3.7/site-packages (from nbconvert<7,>=6.0.0->voila) (2.6.1)\nRequirement already satisfied: bleach in /srv/conda/envs/notebook/lib/python3.7/site-packages (from nbconvert<7,>=6.0.0->voila) (3.1.5)\nRequirement already satisfied: entrypoints>=0.2.2 in /srv/conda/envs/notebook/lib/python3.7/site-packages (from nbconvert<7,>=6.0.0->voila) (0.3)\nRequirement already satisfied: defusedxml in /srv/conda/envs/notebook/lib/python3.7/site-packages (from nbconvert<7,>=6.0.0->voila) (0.6.0)\nRequirement already satisfied: jinja2>=2.4 in /srv/conda/envs/notebook/lib/python3.7/site-packages (from nbconvert<7,>=6.0.0->voila) (2.11.2)\nRequirement already satisfied: nest-asyncio in /srv/conda/envs/notebook/lib/python3.7/site-packages (from nbclient<0.6,>=0.4.0->voila) (1.4.3)\nRequirement already satisfied: async-generator in /srv/conda/envs/notebook/lib/python3.7/site-packages (from nbclient<0.6,>=0.4.0->voila) (1.10)\nRequirement already satisfied: prometheus-client in /srv/conda/envs/notebook/lib/python3.7/site-packages (from jupyter-server<2.0.0,>=0.3.0->voila) (0.8.0)\nRequirement already satisfied: Send2Trash in /srv/conda/envs/notebook/lib/python3.7/site-packages (from jupyter-server<2.0.0,>=0.3.0->voila) (1.5.0)\nRequirement already satisfied: anyio>=2.0.2 in /srv/conda/envs/notebook/lib/python3.7/site-packages (from jupyter-server<2.0.0,>=0.3.0->voila) (2.0.2)\nRequirement already satisfied: terminado>=0.8.3 in /srv/conda/envs/notebook/lib/python3.7/site-packages (from jupyter-server<2.0.0,>=0.3.0->voila) (0.8.3)\nRequirement already satisfied: ipython-genutils in /srv/conda/envs/notebook/lib/python3.7/site-packages (from jupyter-server<2.0.0,>=0.3.0->voila) (0.2.0)\nRequirement already satisfied: six in /srv/conda/envs/notebook/lib/python3.7/site-packages (from traitlets->jupyter-client<7,>=6.1.3->voila) (1.15.0)\nRequirement already satisfied: decorator in /srv/conda/envs/notebook/lib/python3.7/site-packages (from traitlets->jupyter-client<7,>=6.1.3->voila) (4.4.2)\nRequirement already satisfied: jsonschema!=2.5.0,>=2.4 in /srv/conda/envs/notebook/lib/python3.7/site-packages (from nbformat>=4.4->nbconvert<7,>=6.0.0->voila) (3.2.0)\nRequirement already satisfied: packaging in /srv/conda/envs/notebook/lib/python3.7/site-packages (from bleach->nbconvert<7,>=6.0.0->voila) (20.4)\nRequirement already satisfied: webencodings in /srv/conda/envs/notebook/lib/python3.7/site-packages (from bleach->nbconvert<7,>=6.0.0->voila) (0.5.1)\nRequirement already satisfied: MarkupSafe>=0.23 in /srv/conda/envs/notebook/lib/python3.7/site-packages (from jinja2>=2.4->nbconvert<7,>=6.0.0->voila) (1.1.1)\nRequirement already satisfied: sniffio>=1.1 in /srv/conda/envs/notebook/lib/python3.7/site-packages (from anyio>=2.0.2->jupyter-server<2.0.0,>=0.3.0->voila) (1.2.0)\nRequirement already satisfied: idna>=2.8 in /srv/conda/envs/notebook/lib/python3.7/site-packages (from anyio>=2.0.2->jupyter-server<2.0.0,>=0.3.0->voila) (2.10)\nRequirement already satisfied: typing-extensions; python_version < \"3.8\" in /srv/conda/envs/notebook/lib/python3.7/site-packages (from anyio>=2.0.2->jupyter-server<2.0.0,>=0.3.0->voila) (3.7.4.3)\nRequirement already satisfied: pyrsistent>=0.14.0 in /srv/conda/envs/notebook/lib/python3.7/site-packages (from jsonschema!=2.5.0,>=2.4->nbformat>=4.4->nbconvert<7,>=6.0.0->voila) (0.16.0)\nRequirement already satisfied: setuptools in /srv/conda/envs/notebook/lib/python3.7/site-packages (from jsonschema!=2.5.0,>=2.4->nbformat>=4.4->nbconvert<7,>=6.0.0->voila) (49.2.0.post20200712)\nRequirement already satisfied: attrs>=17.4.0 in /srv/conda/envs/notebook/lib/python3.7/site-packages (from jsonschema!=2.5.0,>=2.4->nbformat>=4.4->nbconvert<7,>=6.0.0->voila) (19.3.0)\nRequirement already satisfied: importlib-metadata; python_version < \"3.8\" in /srv/conda/envs/notebook/lib/python3.7/site-packages (from jsonschema!=2.5.0,>=2.4->nbformat>=4.4->nbconvert<7,>=6.0.0->voila) (1.7.0)\nRequirement already satisfied: pyparsing>=2.0.2 in /srv/conda/envs/notebook/lib/python3.7/site-packages (from packaging->bleach->nbconvert<7,>=6.0.0->voila) (2.4.7)\nRequirement already satisfied: zipp>=0.5 in /srv/conda/envs/notebook/lib/python3.7/site-packages (from importlib-metadata; python_version < \"3.8\"->jsonschema!=2.5.0,>=2.4->nbformat>=4.4->nbconvert<7,>=6.0.0->voila) (3.1.0)\n\u001b[31mERROR: nbdev 1.1.6 has requirement nbconvert<6, but you'll have nbconvert 6.0.7 which is incompatible.\u001b[0m\nInstalling collected packages: nbconvert\n  Attempting uninstall: nbconvert\n    Found existing installation: nbconvert 5.6.1\n    Uninstalling nbconvert-5.6.1:\n      Successfully uninstalled nbconvert-5.6.1\nSuccessfully installed nbconvert-6.0.7\nEnabling: voila\n- Writing config: /srv/conda/envs/notebook/etc/jupyter\n    - Validating...\n      voila 0.2.6 \u001b[32mOK\u001b[0m\n","name":"stdout"}]}],"metadata":{"kernelspec":{"name":"python3","display_name":"Python 3","language":"python"},"language_info":{"name":"python","version":"3.7.8","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat":4,"nbformat_minor":4}