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nateraw/gradio-blocks-demo.ipynb

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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "gradio-blocks-demo.ipynb",
"provenance": [],
"authorship_tag": "ABX9TyPRUprPOfdoYeyHX8K2djOq",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/nateraw/147d1bd360263022ac3639ddd961fec0/gradio-blocks-demo.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"source": [
"! pip install gradio==2.8.0a100"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "Z4-LfOTZuMUI",
"outputId": "7e37a7a5-bffb-4134-b887-53717e6be8af"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Collecting gradio==2.8.0a100\n",
" Downloading gradio-2.8.0a100-py3-none-any.whl (1.0 MB)\n",
"\u001b[K |████████████████████████████████| 1.0 MB 13.0 MB/s \n",
"\u001b[?25hCollecting markdown-it-py[linkify,plugins]\n",
" Downloading markdown_it_py-2.0.1-py3-none-any.whl (84 kB)\n",
"\u001b[K |████████████████████████████████| 84 kB 2.4 MB/s \n",
"\u001b[?25hCollecting aiohttp\n",
" Downloading aiohttp-3.8.1-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl (1.1 MB)\n",
"\u001b[K |████████████████████████████████| 1.1 MB 34.8 MB/s \n",
"\u001b[?25hRequirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from gradio==2.8.0a100) (1.21.5)\n",
"Collecting paramiko\n",
" Downloading paramiko-2.9.2-py2.py3-none-any.whl (210 kB)\n",
"\u001b[K |████████████████████████████████| 210 kB 60.9 MB/s \n",
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"Collecting python-multipart\n",
" Downloading python-multipart-0.0.5.tar.gz (32 kB)\n",
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"\u001b[K |████████████████████████████████| 53 kB 1.9 MB/s \n",
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"\u001b[K |████████████████████████████████| 2.0 MB 69.3 MB/s \n",
"\u001b[?25hCollecting analytics-python\n",
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"Requirement already satisfied: pandas in /usr/local/lib/python3.7/dist-packages (from gradio==2.8.0a100) (1.3.5)\n",
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" Downloading fastapi-0.74.1-py3-none-any.whl (53 kB)\n",
"\u001b[K |████████████████████████████████| 53 kB 1.9 MB/s \n",
"\u001b[?25hCollecting aiosignal>=1.1.2\n",
" Downloading aiosignal-1.2.0-py3-none-any.whl (8.2 kB)\n",
"Requirement already satisfied: charset-normalizer<3.0,>=2.0 in /usr/local/lib/python3.7/dist-packages (from aiohttp->gradio==2.8.0a100) (2.0.12)\n",
"Collecting yarl<2.0,>=1.0\n",
" Downloading yarl-1.7.2-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl (271 kB)\n",
"\u001b[K |████████████████████████████████| 271 kB 77.6 MB/s \n",
"\u001b[?25hCollecting multidict<7.0,>=4.5\n",
" Downloading multidict-6.0.2-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (94 kB)\n",
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" Downloading asynctest-0.13.0-py3-none-any.whl (26 kB)\n",
"Collecting frozenlist>=1.1.1\n",
" Downloading frozenlist-1.3.0-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl (144 kB)\n",
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" Downloading starlette-0.17.1-py3-none-any.whl (58 kB)\n",
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"\u001b[?25hCollecting pydantic!=1.7,!=1.7.1,!=1.7.2,!=1.7.3,!=1.8,!=1.8.1,<2.0.0,>=1.6.2\n",
" Downloading pydantic-1.9.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (10.9 MB)\n",
"\u001b[K |████████████████████████████████| 10.9 MB 54.1 MB/s \n",
"\u001b[?25hCollecting anyio<4,>=3.0.0\n",
" Downloading anyio-3.5.0-py3-none-any.whl (79 kB)\n",
"\u001b[K |████████████████████████████████| 79 kB 7.4 MB/s \n",
"\u001b[?25hCollecting sniffio>=1.1\n",
" Downloading sniffio-1.2.0-py3-none-any.whl (10 kB)\n",
"Collecting mdurl~=0.1\n",
" Downloading mdurl-0.1.0-py3-none-any.whl (11 kB)\n",
"Collecting linkify-it-py~=1.0\n",
" Downloading linkify_it_py-1.0.3-py3-none-any.whl (19 kB)\n",
"Collecting mdit-py-plugins\n",
" Downloading mdit_py_plugins-0.3.0-py3-none-any.whl (43 kB)\n",
"\u001b[K |████████████████████████████████| 43 kB 2.0 MB/s \n",
"\u001b[?25hCollecting uc-micro-py\n",
" Downloading uc_micro_py-1.0.1-py3-none-any.whl (6.2 kB)\n",
"Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.7/dist-packages (from matplotlib->gradio==2.8.0a100) (0.11.0)\n",
"Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->gradio==2.8.0a100) (3.0.7)\n",
"Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->gradio==2.8.0a100) (1.3.2)\n",
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"Collecting bcrypt>=3.1.3\n",
" Downloading bcrypt-3.2.0-cp36-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_24_x86_64.whl (61 kB)\n",
"\u001b[K |████████████████████████████████| 61 kB 409 kB/s \n",
"\u001b[?25hCollecting pynacl>=1.0.1\n",
" Downloading PyNaCl-1.5.0-cp36-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_24_x86_64.whl (856 kB)\n",
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"\u001b[?25hCollecting cryptography>=2.5\n",
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"Requirement already satisfied: pycparser in /usr/local/lib/python3.7/dist-packages (from cffi>=1.1->bcrypt>=3.1.3->paramiko->gradio==2.8.0a100) (2.21)\n",
"Collecting h11>=0.8\n",
" Downloading h11-0.13.0-py3-none-any.whl (58 kB)\n",
"\u001b[K |████████████████████████████████| 58 kB 4.5 MB/s \n",
"\u001b[?25hCollecting asgiref>=3.4.0\n",
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"Requirement already satisfied: click>=7.0 in /usr/local/lib/python3.7/dist-packages (from uvicorn->gradio==2.8.0a100) (7.1.2)\n",
"Building wheels for collected packages: ffmpy, python-multipart\n",
" Building wheel for ffmpy (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
" Created wheel for ffmpy: filename=ffmpy-0.3.0-py3-none-any.whl size=4712 sha256=fbecaf5e17233322984026ba0bcbbb4f95b02ac8410d2fab4affcb12006c0b31\n",
" Stored in directory: /root/.cache/pip/wheels/13/e4/6c/e8059816e86796a597c6e6b0d4c880630f51a1fcfa0befd5e6\n",
" Building wheel for python-multipart (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
" Created wheel for python-multipart: filename=python_multipart-0.0.5-py3-none-any.whl size=31678 sha256=3701c08b4cc56ce656d6cb24ed2b0aae4a9f28450b1f8c1189d7369550a1672c\n",
" Stored in directory: /root/.cache/pip/wheels/2c/41/7c/bfd1c180534ffdcc0972f78c5758f89881602175d48a8bcd2c\n",
"Successfully built ffmpy python-multipart\n",
"Installing collected packages: sniffio, mdurl, uc-micro-py, multidict, markdown-it-py, frozenlist, anyio, yarl, starlette, pynacl, pydantic, monotonic, mdit-py-plugins, linkify-it-py, h11, cryptography, bcrypt, backoff, asynctest, async-timeout, asgiref, aiosignal, uvicorn, python-multipart, pydub, pycryptodome, paramiko, ffmpy, fastapi, analytics-python, aiohttp, gradio\n",
"Successfully installed aiohttp-3.8.1 aiosignal-1.2.0 analytics-python-1.4.0 anyio-3.5.0 asgiref-3.5.0 async-timeout-4.0.2 asynctest-0.13.0 backoff-1.10.0 bcrypt-3.2.0 cryptography-36.0.1 fastapi-0.74.1 ffmpy-0.3.0 frozenlist-1.3.0 gradio-2.8.0a100 h11-0.13.0 linkify-it-py-1.0.3 markdown-it-py-2.0.1 mdit-py-plugins-0.3.0 mdurl-0.1.0 monotonic-1.6 multidict-6.0.2 paramiko-2.9.2 pycryptodome-3.14.1 pydantic-1.9.0 pydub-0.25.1 pynacl-1.5.0 python-multipart-0.0.5 sniffio-1.2.0 starlette-0.17.1 uc-micro-py-1.0.1 uvicorn-0.17.5 yarl-1.7.2\n"
]
}
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 375
},
"id": "CDM3M5equLpC",
"outputId": "879d558b-1070-4f8b-c073-283ba75deca1"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Colab notebook detected. To show errors in colab notebook, set `debug=True` in `launch()`\n"
]
},
{
"output_type": "error",
"ename": "AttributeError",
"evalue": "ignored",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-2-ca5cdb9cb25a>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m 29\u001b[0m \u001b[0mct_run\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mclick\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mct_model\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minputs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mdisease\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mct_scan\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0moutputs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mct_results\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 30\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 31\u001b[0;31m \u001b[0mblock\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlaunch\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[0;32m/usr/local/lib/python3.7/dist-packages/gradio/launchable.py\u001b[0m in \u001b[0;36mlaunch\u001b[0;34m(self, inline, inbrowser, share, debug, auth, auth_message, private_endpoint, prevent_thread_lock, show_error, server_name, server_port, show_tips, enable_queue, height, width, encrypt, cache_examples, favicon_path, ssl_keyfile, ssl_certfile)\u001b[0m\n\u001b[1;32m 126\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 127\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstrings\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0men\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"RUNNING_LOCALLY\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpath_to_local_server\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 128\u001b[0;31m \u001b[0;32mif\u001b[0m \u001b[0mis_colab\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrequires_permissions\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 129\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstrings\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0men\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"MEDIA_PERMISSIONS_IN_COLAB\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 130\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mAttributeError\u001b[0m: 'Blocks' object has no attribute 'requires_permissions'"
]
}
],
"source": [
"import gradio as gr\n",
"import random\n",
"\n",
"def xray_model(diseases, img): \n",
" return {disease: random.random() for disease in diseases}\n",
"\n",
"def ct_model(diseases, desc):\n",
" return {disease: 0.5 for disease in diseases}\n",
"\n",
"block = gr.Blocks()\n",
"\n",
"with block:\n",
" gr.Markdown(\"Choose the disease(s) to predict:\")\n",
" disease = gr.inputs.CheckboxGroup([\"Covid\", \"Malaria\", \"Lung Cancer\"],\n",
" label=\"Disease to Scan For\")\n",
"\n",
" with gr.Tab(\"X-ray Image\"):\n",
" with gr.Row():\n",
" xray_scan = gr.inputs.Image()\n",
" xray_results = gr.outputs.JSON()\n",
" xray_run = gr.Button(\"Run\")\n",
" xray_run.click(xray_model, inputs=[disease, xray_scan], outputs=xray_results)\n",
"\n",
" with gr.Tab(\"Clinical Notes\"):\n",
" with gr.Row():\n",
" ct_scan = gr.inputs.Textbox(placeholder=\"The patient has reported findings\", lines=7)\n",
" ct_results = gr.outputs.JSON()\n",
" ct_run = gr.Button(\"Run\")\n",
" ct_run.click(ct_model, inputs=[disease, ct_scan], outputs=ct_results)\n",
"\n",
"block.launch()"
]
},
{
"cell_type": "code",
"source": [
""
],
"metadata": {
"id": "MB8erB2huVyi"
},
"execution_count": null,
"outputs": []
}
]
}
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