{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "6f8f2ed1-afc0-46cf-b1f3-d5c076cdbdf9",
"metadata": {},
"outputs": [],
"source": [
"#|default_exp app"
]
},
{
"cell_type": "markdown",
"id": "cb0fb20a-12e8-4505-a6f9-1108f7f31608",
"metadata": {},
"source": [
"# Indian Art Classifier"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "5be439b5-16f6-42c3-8ac6-e03d9cfb26e9",
"metadata": {},
"outputs": [],
"source": [
"#|export\n",
"import timm\n",
"from fastai.vision.all import *\n",
"import gradio as gr\n",
"\n",
"\n",
"def add_image_label(x):\n",
" names = [\"gond\", \"kalighat\", \"kangra\", \"madhubani\", \"mandana\", \"pichwai\", \"warli\"]\n",
" for name in names:\n",
" if name in Path(x).name:\n",
" return name\n",
" elif \"kerala\" in Path(x).name:\n",
" return \"kerala mural\"\n",
" return \"unknown\""
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "cf4dcccf-bfd9-419b-93ad-006c877de014",
"metadata": {},
"outputs": [
{
"data": {
"image/jpeg": 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Vd8NX1xZa7YJBJhJLqNWVhleWUHj1x360KXvag4e57p7HfanZaFp8t8N7OjAJaKh3TOfuoDj5s4544APHpwPhjQT8QtX1VdXa5j1OZvknZgsURHVNhwzOAOFHQZJ6VP4JvNc8aeP9Ja6miki09jc7JR8iqvcAdWJIwT6VuahZpZ/FaY+J78QaVaTfb4DCGAdiMqDySoHJOP8A2atb3OdJx06nl+k3+o6RqK39kHE1rkyfKSoXIUh8dAeBz3xXs9nd2uv6bBe2qBoJckbhh426Muf7wOP97gfXh7CSe98PeM9Ue3sp7IsIzKUAlwZCQy45IGU6+3XFYPhHxFqGj6glpbTMILyWNJUXHUkAFSeh5wcdqmL5Xr1LmudO26Nfxz4YOlM2pG5UyTPkocKZPfb1DcjPbuK9N+D5x4HiUHI+0ynP414drmp3GoarcCV/3aTOEC/7xAJPc8nk+pr2/wCEClPA0OVADTykY7jNR9vQJpqlZmn8TCB4C1AH1jx9dwr57OK+gfiif+KEvv8AfjP/AI8K+fCcAknGBRU3Kw/wmp4d8P3fiTWYrK1iaUAq84VgGWLcAzDPfB4qDXLFdO1q6tUtLi2jjkYRxXJBkCDpkjgn6V2XhnQtQ8PeGbjx1aX9tJNFat9ntojvPzkIWk9NvJxzyOTXJx+IbxYJEaK3maU7pXnUybz3YqTt3HucZpOKS1KUm3dGSD3Nbvhm1t4vEFiur2Ur2Nw2x1B2ghtwwSf908cHg1kyXSyRMptrVQRw6RlWH612keka54k0yw0OaW3luLWPz4bZWInhiJ+bKdGyORzn/vqpilcqUtNTkrjTp7m1uNVtrSaOwD/Kz4OMsRyQAM5B4HT8qtaHdabBdw3Wp6ba3Vlb8TxmRg8g7BVDAFuevTjmpfEU11prv4dF9HPYWjKdscHlr5g+83zDcGySCe+PSqcmg3KaK+ryS24iSURlBMjOSQCvAJPILf8AfJp7PQXTUNe1y51vUJHkkcWiORa22f3cEf8ACqr0GFxUGjX50zV7e7WPzNjYKdyDxx71SRHlkVIxudztUepNeneEfCEdhIl5dh2fOzcFBDNgnah9Pl5b9aIJzdwm4wiUtb8a6ld6G1ppr6kqSMGbEBVQO56YOenFcbAur6pO4hNzNJHy5ViAn1PAFe+SadpIvHf7DCA53b1BGAPbd169vftWX9ghsdQlzCsttK3mYDKrOAMMhxj5lAyM9fzraUG92c8ayirJHl9h4gvdLlk0zWUka3KgbJVyQOx9xjv+tWfGOtfadNsYNPk/4l9yrMzg4LsuAVbpkjI/76rQ13RtF1+SS80K8Loq7URnJZAP4cd+9cr9nkl0OS0ZR58d6ApJwBnauM9h85NQ00mjaPK2pD9B0STVmQ3UkotlbKICcNgHJA7AcDp3OPf0vQp/DmjafNYLbrPexKygzSoFibOemSTzzkZ6CuM1G4GheGo0gwLib5N8RICjtz3OATj61xlrbrd3cNt50UXmyKnmS8KuSBlj2A70c3LoJx9pe+x0fjjVrTUb62htPLdrdXDyocgkkcA9wMZ7/eNUPDGr6Xo109xf6U17MrpJbusm0xFc5+uSR+VdT4n8K6ZYeHbQW1xCjjCxXRCsLxt2D908YJ6jIHAPrXn7W05vGtCu2cSGMqxwAw7H6c0STUi4OLhY7XRfFXhfQtTj1HTdEv7e7jBCv5+9QCMH5Swqe78RaLrDXV3daTrFwJ8yXEjKGCocDKnfwPlA6kcHpWVL4Nl1W7lbQUMumwHbd3byqUtyBli3RsAZPvzitnxnr3hu70+aTQQ9s022ONI2H7xQMM7KR+7yOODk98c5q7tqZOMW1YoNqfgdtLeyW11KJHK42p8+NwJJO45Pyr+Qqvbt4Jt763u4rnV42gmSQJIgKna2eSFJ7VyH+eaPf8Kz5zZU0upr69DoyTJPpGoyXRmaRpY5Iipj5BHJAznJ7dq9r+EAZPA0Oc83MpHbvXz8uAeTgelfQvwoct4GtC23/Wy8Dt81EX7xnWVqZd+KQJ8B3uOzx/8AoQrwK3ufsru4jjdyu1TIoYIfXB4J+te+/E1seBb4/wC1H/6EK8L0bTZ9Z1qCxtokkkl3EiRiqhQCSSV5AAHbmnP4hUbezdyquo3sVybpbhlnZPLLcYK9NpXGCvtjFJdy20rq9tA8ORl1LZG49Qvoo7d67PXfh49lotjfWt7pcsk5kyLa5zCyIu7Ku5+ZuDx39sc8Fv3AEHipldaM1i4vVHofhfw94c1FoVt76S4ultjcTZHzxSgqqhRgAqCSTnJyBnjrpaJHq+kr4y8UaeRcCNngillALE7su4wOdo4//VXD6boyS6Jc63LqHkxWj7JIYiBM5YfLt54BJwSRwPWum8KeLb/RdCtbCS5jFndzGKBAFURpz5jM3bqMA89D0rSLWhjNN3tqYi65b6xqUH2nT4pL65j8mS7kYsS5QqGC9M5KnP1rlVPyjpnvitG2UQeIbdVdCEu4/mVgRjeO446VnlGjYxOpV0JVlPUEcEVkzZJHb+CtCtp7VtX1CaGGHzGjR5mVVyB2LcbiePpXoQv9PIW2F3YxiMlRH9oizF97IxuB6+2a8HIeVI4gS0fIQEkqCcZx2H4V2sfgW98S3OoXemXlrJOLm7d7VgfMVVlIBGAd24k4+nvWsJWWiMalNN3kz1NbmCWDzFktzuYjHD88dw3SnXVu2pafcWnmyROx3xTK5UoQFIPH0P614M3hvUWkmS2spbswbvO8iBz5WOoY7Rg9eOtQWlrNbaiI5YNkqRyllK9P3bd/+BA/jVe1ezRKoJ/Czdngn0LxqhcbWmYs64OBknI9+RkY9a27jTbVrq7muTH5ZUSPuIUKzFduRjn/AFbn8Oc1wX9o3T/YxLL5gtABCG7DIOCe44rb8Vamb6zspIQ0UNxGu5CTltqKRn1wZG596hSVmaSg7pFDxHqyapqRMZ3QRjbG23bkeuPwH1o8OaTaa3qYs7jUI7Njgp5qkIw5LbpOkYwByQetYvTuT9as2d9NYtK0DujSRmMsjlSM45BH0rNSXNdmvK+WyPZtd0SOP4cwfZ7N4dZsRHbJIzMyQB8bvJb7pBAHzjJyeSK8PyCCynjr1rtvh34xTw3r1xNqtxO+nTW8vnQli4kfAK/KTgsSMZPr1rN8SX+k3niW6lXRks4C4aNbVto2lQV+XgDIIJA5yetaSakrmVNODcSrpPiCTRNNvLeyRvNvYvLmkd/lA3ZAC98e/c+nBqaRpN1rd59jtAnnbS4DuBuA7D1PtVDI6V6XoWj2Nn4dtdQuIPKlgiNwbvkAE8gFhyB0GOalLm0Zc5ezV0jL8PaTY26y22q21uuorOqp9ok4ZGHG0dGOQQcdMjNLFbaLqfjCS3T7M8Yt/JjhEexXm3bSBjGSBk59q7axsrDxhDBK8sK3sTB8q6tuYfxKQeT1B9e4BHOHc+CbjSo7i8UCznnR1NxMQREGLbiMkDJBC+wBPetbWWhhz3bu9Tk/FfhmLQpVltp90LybPJkYb1PXH+0P8RXrnwjXZ4Eth1zNMf8Ax+uA0LTbOSz3yXFnq1zGTbtIWZxHHj5VG9eP4un90c16J8LYvI8FW8fHyXE659cORmlZc10E5Nwsyz8UjjwHfD/bjH/j4ryb4e67a6B4tS8ubWW4d4zBCI8fKzEDcc9BjOSM16x8UcN4Cvv99P8A0IV4Bb3ctrMZYioJVkIZQQVIwQc+1RJ2kVSV6bRvahd6Ne3OoXNnG8OnXMgmewchJImz96I/MG6sMYHB7DBrBvFt0vp0tZ3ntw5EUrpsLr2JHY1pN4ZvV0Earj9wykg44PGcbvXHOK3fDPh+FLdL7VICGllTyoSQrbFdlkHzYGSWiA7/ADcdDSalJ2ZfNGC0OLDssZTeQjHJUMQD9R3phAwc856+9dJ4ztIbHWzbRRpG6hmdVlWQgE8KxHcf56VzlRJNOxrF3VxDz1JNbXg/SU17xZp2mzRiSKSRmdC+0OAC23ODjJGPxqlZaPqOp211cWNlNcQ2ihrhol3eWDnBI6/wn8jVe3urmwvIbq1meG5gfdHIvDIw70LRpsUrNNLc9M1a20+71b7RrDvoMdhcoyWDxFoYclS4QqqryVHOWByOlW7TxHLa2yQW3i3w9LAuVxMs0ZK9ecd8mvNL26k1HWpAL2SUXjxLLISx3vhQSQeSd2Tj8q2fE/w91rw1dqkgiuYpS3kNG4DyYxn5M5zz0BJ/ptzvojD2a2kz0CDxekllJbya7obxTI0Tqt/NgqRg5DxH9Kw9W0/Sr+zhW31fSoJ4oJYY1N7uRQ4HAOAT09BjNeXOrqzJIrKwJVlYYIIPQjsabgZzgZ+lT7Xo0UqFtUy7q+mNpNwtubu0uiybvMtZRIgGSME+vFW/ESSR/wBnK+dhtVZMjHB7/p+lULHT5r6ZYYFJZtwU7SQzBS23gHkgcVVYOjFZAyuOoYYNTfRm3VEkNrcXEcskMLyJCu+VlGQi+p9qh47VbsNSutNeVrd12yxmOWNxlXQ9QRWr4d8PJ4s1OPS7Ke3sL1lZkWdnKSgDOAeSG68dCPpylG60Bytvsc8emMkD61YurhrmYNJGkbbVX5UIzhQAT+Arv9H+H+g2fiCex8XeJtPgaAqDaW8xBc9cNIwwvbjr9KxvFiWti93ZLZxxTxSmGC4jBkS5tgcptckjIGMkdeB9L5HbUj2ibsjkR09/Wu28KeGtM1TSJbq6uJlVt0Uih8KHx8pwOW7HBz29a4r8av6brF9pJlNlLsMq7T8ucHsRnoamLsypptWTO00a/tvDWrLpdskZurZwJLmeEK8rFgFVF5yOQdxJ4zxXU+J/FNxrEDosKEWsYkdIh+8YElS65zyCpGPoP4vl5Hw1qelWumBVuYnvXkEsj3CAuJDkE89sZAIPr60kQs7HxfbxackcKXFiYpxBJk7mbBOc8HkH8q3ucrjeV7FfUNANtFeTvqt1Dd7TNIuNiEEfKCBg57fXPFepfC8lvAlkxJJLSkknk5Y14dfeIb7U7G3srmQeXHyxA5c9s/4V7d8LCf8AhBLEH+/J/wCh1Cd5aDqJqGpZ+KR/4oO+Ged8Y/8AHhXz7EVMyh9wXPzFeoHcjg/yNfQPxLha58H3MCYDSTxKCe2WryS68H3dmfPsp3lMVv8AasrhH2joVIJ5J49c+tTOLctB0pJQO/RS39nxwyrJH5cUhDgOj/JId+1f9ZnCnCkKxXnb8wGXpF5fzT2n7meKYRyot29wqJGqsqJI5AO9iJE+6VB3d+MGn6tbXjTW9sRHc2kZa8tLmMQxsw/dnJU7W+ZgdowGPVTWldXW64givJJbdwgxbYJkCjYMnbkLnYnzZkxzx3rZNGT0OI1/w3b2mmy6o175s0sjyDfIS7DdgEg+oOQepxVbwjp2iyXq3viW5MGlxtjZjInfH3Tg5A6Hj354qz441i+nnS2ktI7a0AJjJCuznuSxQEHkdMe9dSnhPRLz4OxXFq8kmqeWJ14CM0uSChU4+XBI3Z565PSsuXmk7G6k4wSb3IdG8RaDovjqRrkuNJll/wBCjjT/AI9lPQvgfMhPRRuweeD14PxbbLaeMtctkOUjvZNvPq27H612fgfTY9Blh1jXtHlYWjMsZZc+SMhvMABILZZgAR24IOM8JrN3JrOv6rqMSsyS3ElwTjG2Mt8pPpwVoqL3R07c5n7tvzbtpHII7e9ezXOkeIvFngy2vvEcDwS6IJboy3KgNchUY7Ag4x8sfzHk/N+Pi5IwfpXs/wAPPG174m87Rden05NOitmWRncRPOGyuzk9MEnIHGPeppdh107JroeLtI0hMjsWdyWYk5JJ5ya0dE0WbXNQis4JoYpJpVijMxO0uwYgcA4+6eaZrumjRtevtNFxHcC2maNZUbIYdj9cdffNXtCvNPtRa73mS+F2JhISFRNiP5Qz6FyufalFe9qaSk+W6Ov8L+B77w/4sjPie/g0a0ijLnN6iG7HI2rzyOeT2rjfFWlT6Zrl1vuReW7yHyL1WVhMuARyOhAK5HH0qprOrS67ey6jetI9/MQZXZ9yNgY4GPl+mSPpVe51CWeMwglYPkKx9cbFKjn6E/p6CqbTVkRGMr8zII08yRY9yruYDc3QfWtW9tJdFvLK/sLpR92SGW3k3NHIMg88HhlPbtjnvq6J8Pr/AF3RrnVU1LTbW0tc/aWnkbdBgbvmAB7HgfhWrqWu+Gdd8PWGhWelTWttpgUR6lPIqOWdwrEqAQQSSxBPbtjNOK0FOd5WOR1rVLfWLlrr7IsVzMfMnkHGXOd3A4IJ5zgEdOetUnvbmS1S1aVvKUYxnsDkA+oHb0yagCkUc+hqHJs1UV2HBtoUhQ2OcHv7H1ro/FOi6fpgtLux1CKdb1DKYIcFLfqCoYtubkHBKjjue9Hw/oUniK9k0+1Lm/aIvbRhMrIy8kM38PGcHpnrVG+s5rC+ltbrHnQt5bqDkA+maa0RO8tyDqP1rb8H8eIozx93uM/xpVuxs9AvPCV1Grs3iAN5kUJkZFKqOeWGNwBJwDz+GKp+DyB4gjJPGwf+hpTSs0KUrpmKp47CvoP4Vj/igbLP9+T/ANDrxXQvDVzrcdzdI6JZWSl7t93zRoBnIXv6fWvbfhioTwFp20nB8wjPX75pwjZ3M6rTjYPihI0Xgu6kU4KTwsPweuM07UxqejwzWd1aR6hDlniV9uw5BWQ+a4yMgEgBhxXZfFMf8UPef9dIv/Qq8R0TWbrRb1Z7aZkycFS5CN/vY6im5csrGcIc1PTc6/WPDD3mpbtPUm2v3TcGbcxMYYtHn1wIz7k9629M06C3sWstKtlaFQVub1k3BkDHBbpgEKpxkMeMDFUbLxppUupW1jYxSia9UQSSFPKijZsAABtzHnABOMEJ2GK5DVvFdzfaedMhtjaW5YvMrOHd29CQqgAdNuOMdaq6Wocs5aHW2baZ4o8Y6hfFGnh021aQO7s5mlJwD8w+uBg9O+Kd/wAJLPJdu8qu0IIaSCOUoe/BI5bjuT371lfDTzG/tqNIxIWgj4ZsfKC2e3pxXVWel61paJLps9sI36TRFWJDAHBYg47ngkU46q4p6SsU/wC2EtdUNqkz3ljMgUecMvtOM7s8Z5xg8cDrXKeK0tNMv9ZtbSIo00UTmRWwoUsMgL6k989unNdtb+GL26uYbi+IkZiTtdizOeAMkd84+lUZPDlvqev+JfEGpafJc6Vo8Kwi237PPdQC4yOyqSfTJFD1CEkmzy29tXsb2W1eRJGRgAyH5WBAIIz6gipIrmK3spAkZN1LmN2cZAiI/h9z0Oc9sY5r07xJo/gB49Phju7q2u7qNlQyszS2x2gRpImOOSBhj0zg15PLFJBI0MqFHXgisnHl1R0xkpou3l8L2zsRLJPJcwI0bPI2QV3EgA9eMgc4xjiqAwBirMOnXk1stwkLC33rGZm4RSSQMnoBlTz7Vp+J4NFtbm2g0d3fZCq3EjBgryjG4qGUHaTnBz07Ck03qUpWdkYWamtGtUu43vY5JLZTl0jOC3tmut8FeCP+Ev0XXpY5BHd2Sxm2LN8rMdxKkD1C4yeOelcTyQCe4zS5bagpKTaNnTddntRqcbytHHqC/vVUBkLBtwDIfvLyw9t2e1Zkk8t1LnYod9o8uJNqk9AAo79vXmmRQyzzRwwRPLI5CpGgyzHsAK9k8D+BBobJqGqRrJqTqpRNpZYA2RjGOX46546D1NxVyJyjBXW5meF/h3b2lu934ihWWdlGyzdsCPJ/jA6t6DIArof+EH8MytxpcR2nLCPeMDPHQ9wD+Pp0PSiJz5TxlguQTtjw3OD3z6n/AOv0qNvMJUl04wT5j468HgYyP89DgbcqORzk3e5454h0DUfBt/8AbtLnuBZSMAsgPzxYfIST1GRwe+Ox4rD0WS0k1+3fVIri5glkxIISpdixx/F1zn1B5617qbeOZXjnhSSK5jVJI0j3qw5LA56/eXv6fWvHvFnhGXQZUuLZZH06cgK7jBicj7jZ/QnqOtZyjbY3pT5tHuZviQ6dL4kvY9IiMNgkpihDsCMA4zn079/WtrRvD19o2pJLqUDQNLbb4lJ5OZAuevT5Sfpj1FZ+s+H7jQo9KuLi2ikW4hSVoxMJA7EkgEKcgEAex5wa0dH1PUdS1LUZtRlZ5I7N/LBTaI9pyEAGMKCMBe3SklrqVKXu6HL2uoXdpBJHBcSxxygK4RjhuDgEdOhb9a+hPh0mzwJpCgY/cnj6sa8Z1jxFYXXhy00Oy08H7OUZtRkULJMQuPuY4GOOvQc817P8PuPA+k8/8svXP8Roja5NVvlKvxXP/FC3f/XWL/0IV4Bn731r3z4tMR4Gnx/z2iz7/NXnPhDSNGtvD83ijXbK91Gyt7v7O0FuBtj4B8yQEgkZOMDjpnNTKN5WFSly07s4fJDAq2CDnIPQjoavapdx6jq99e2tqYIp5WlEK87M8n9c12vjvWNC1VYV0uG2toLxVngkaxdZwQSpUbRgJkds81H4JutP8Ja/rkGsabLqQjh8hmto/MCnOWG1sHDdM47Ghw6F891e2p0Hw88NXmiwy393Mhiv4Imj8hBIyggnncuP4h69xXX5uhFDLNEiNFCYnnkCy5OV6KY+MgZ44GTXhc6QQ6lfXJgih3QGSK2IIeMlR1GBjuc/lWQl7eKQy3lyrD7rCVsj9avnUdDN03N81z6NEsMeBsIM0QVgijAK4IU4ChhksSSPzzXC+INT1nw7vH9o/wDEs1K+2TRxkFIYmTDqRjqwy2R0245zXn1rN4ju4vPtbrUpEWVIQy3MgzI5wqD5uSfSoL061Pef2ZfzX8lzHLt+zXErsVk6Y2sev+PvQ5hGkr6srXE8jKLUzieGI4jbk4HoCece3Stm3SLX7dEnl8q4iIR5uuBk8kdx149frWDcwS2k7wXETxSpgMjjawJGRkdq3LX+xNKj0+4uJtRe4eFZZoYgqo2WJA3E5xwM8VCv1N5baHUX/hvVoLCy0q0vYpfC0s6lruRDClzKzd87m3Y4GOBWde283iiO51PV77S9PWxhdbaCFl8yYI2MBM54AxuPJ6+tdzovirVvFfw9uYrjSxLcQXMa2zhQscm1t4UnoCoXGR7fj53r/wBl0q2v9NvtKjTVnm3wXUeB/o5OVB4ILZzk8HgDNaWRzxbvY3PgrqNraeLri0vLnyje23lQIT8skm7O0++N2Kx/Hmm6LHrWoy6EPs8FtMY5IhnZvBVX2g8qQzDjoQe2DWX4O1aPSPE1rNcXU9rayN5U88BAdEYjkEg4wQCcc4zW78UpNOs/E02j6YGdIDvup3k3tLMzM559Bv6fT0FSmuU0aftdDjLO/u9PZprOd7d2XaZIztbHfDDkfUVraprurLJbxf2rfqotIsgXUnOVzk8+9YBz+hrqJPDuoaxqjrp8G63tba28+djhYVaNfmb2HzE+wNSr20NJWWrN2G38R/8ACCyauNbuWuIbhF8p7zJELJkDaQcsevXoPauaTxl4kQnZrV0u7qQVyfxx7VtaTquhWnhy/wBEuVury+aceVPbYJ+QuFEI/iXBc/NjO/p6cpc6dJZanNYzsu62YrI0REioPUlc9O/vxVSv0IhZt8yOi07xF45vbK8u7HU7yS2sYxJMQFwi8D07Yz7VteH/ABfFqmnXOm+KZUe3vJEhinKhQhAJO7GOOV57HuOopeD5tDg0TxBaXVvNqEslspUxO8SuS4RYz0wNzI24j1rndZ086VaratJv2Xcx3YxkGKFlyPXDDPuTT1WpL5W2rWOg1Hwpf6LqsN1KJdVjhwYVZtjEg5UcZyAc/KME9ql/tyPxDfajdDTYtM+z6cY3jThQ28kknAPcnnJ69cVoaTda74c0iIeJLd49MBWJXMmJoUYAplf40OeMZKkdsVevfDcNzpOp3WnzrM95ACjZLFhngZ7jH40yL9Geb33h/UNL0+0v7lF8i6B8l423qwHGdw455468dK+g/BkfleE9JTbtxapkehxXzxcHUSw065kk22pKrA7/ACxnAHA9+K+ifCRceGNL8zJf7Mm7Prioj8RdZvkRifFogeCpCRkC6iJGcZ56VyWjeNtP8JeH7nQrTRp9QmvJWk8m4cFFR1ACNgbmOOq4B9+9dp8TbaW88IzwxR+ZJ5yEAex614n/AGZ5MQne4NqY8EbtwkLA/wAIAz+PHSiUmpCpwUoal5fFWqTzWz2MDpeRKY4VhZmRFydoSMdwOMnPSrmnKumavZx2t9rcBvmC3ss2n5JkJyoCEkvyT3zz+FQaT4ksdC8S6ZrYsmuriCNxdRgmJJHIIDDI4JU8jGCe9dVrfjePx3Fa6PoWnPpuoCcXImeVIx8gJA3DvkjH0qk11Y3ddDhfEFzJcaxqUMt49wYZDFHJLF5TMiseNn8PJzj2rE4HXpWhrcl6+t3n9pzpPfCU+dKjKyu3qCOD9apwSLFcRyPEJVRwxjPG4A5Iz2z0/GspO7NY6I7bwrLrfhq4spbucQaUGXUfsbyLicYAD4HQYxySORgZNXvEl9feJ7fR/iBFp0Fj5F2trL5r71ZlcFJG4Hy5JU59BUHxI8c6T4ttdNg0u2uLcW+WkMoCAAjCoFBwQvPPQdupqfW/FNyvgOPw1Z21itlFCqyswKybMgo4BOA7NuJHJHvjJ1ujDdpvc5rxje3OsXg1u72RzXbMPJVMBQPfJHJPTP4nrUMWmDVdfTTjcJbiG3RCzZ3AKm5gAAfm5b8qwlkdEZFchG+8oPB+oq1Bqd7a3Ml1BdyRTyljI6/xls5yOhzk1HMmzW1lZHsHiTxpo3h3wnpmlaGmy4gZd9jKCjqhQ5YkdGOc/wBK8n17XZ/EF8lzNHHEI4xEiRjgLknnPU5JqvfapPqENrHPsIto/KV8ZZh/tMTk46D0qnn3pykKnBRNzwdo9lrniizsdTvIbayZt0rSPt3gY+Rfdun5+lafxNtrOLxlPe6bNHPY3yLPHJED5ecAEBuh6DpnGeeeK5zTJbeC78+d9pgXfDlSQZAcrnHOB1/Kmx3u3SprFokfzZVkVyeYyAQcducj8qS2sNr3rlNnCqTjPFey+G2uY/CF62mavFZXqXSedCQpe7X7PHhFJ5BwSR2znPrXluiasmj3M0smn216ssXl7JwPl+YHIyDzxj8a6c/ESJ5C0mhwkFs7fOAXoB02dBgU42RNVSexBpLz3/jjTNLtba20mO3vVmzCFZogvzFmkBJPAxjOBVvx3favLq8tjJLb3Mt7KxaeDaDMgkPlxFgcMF454GeOcVTTxDoF/dKjeEY2uJSFUxzjLNn02dTVy6vtDEsnneEbmWdskyFSwJPIbPf8QKtbaE63TsdJ4c/4Rvw14VurC7ef7ZrDrbNL5RZgcsqFeMbQ6OR7jnpWRPpUfifx5p1tbyf6Ld6lLMHKYzCscJJ2/RcYqgNY0ieRxD4SvmMTDaib2ELD2z15PpjPvWjea1o9otst14T1KzEKM8bRSHKq6jPzBgRyAeTx0p6WIs07ljx1HrHiEiHUpI11C0uniitcKFweNyEZO1sZ55GxuvUc/eLqPhCHVtGj1EzRNbRtIoBVVZ3AOBnIOM+lTf8ACRaBLaSwxxa0EYLJNiTJLAj5smUsBkE9eOPxrTXnhW8jukku9Sje5dC7tGM/Lnk7VOWOefWlK25UU7WZyX8GSB0r6V8JSGTwvpTsfmNrHn/vkV856hHaRX9zFYTPPaK37mWQYZ1x3HH8u1fRXhTA8M6WB0FsgH5VnDRlVvhRsXHQ1ymrDdIeKKKqpsc8Nzl7mLJPFUHt9w5GKKK5mbXIvsi/3F/IUxrVT/APyFFFK7HcYbKM9Y0P1ApPsEX/ADyT/vkUUU7sYfYIDwYE/wC+RSHTLUjm2iP1QUUUrsob/ZVr2tof++B/hTTpVt/z7w/9+x/hRRQ5MBP7ItP+fWH/AL5FJ/Y9n/z6w/8AfAoop8zENOjWf/PrF+C0n9jWf/PrH+VFFK7GC6RaxyK8cCK6kMrDqCOhq2yztIZDLIXbliWPJ9frwKKKfMwsgtxPaW6w280kcQ3HYp4yep+p9abNbm4jaKcmWN1CkHHQHOAew9veiinzMVkWHa5nRke4lZWXbw23j2xjHWqEXhjTC3zQyH6SGiilzO4bG9pvgbQ7gkPBKdw7TEYr0vTYI7S0htoQRHEgVQTngUUVvTMJt7H/2Q==",
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",
"text/plain": [
"PILImage mode=RGB size=192x168"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"im = PILImage.create(\"examples/warli.jpeg\")\n",
"im.thumbnail((192,192))\n",
"im"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "992219dc-1e57-41cf-81df-5f2237938fab",
"metadata": {},
"outputs": [],
"source": [
"#|export\n",
"learn = load_learner(\"model.pkl\")"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "eb9e86aa-7407-4e2a-a941-19a471ebd078",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"('warli',\n",
" tensor(7),\n",
" tensor([6.3227e-05, 1.0666e-07, 1.8307e-06, 1.7449e-06, 3.2422e-06, 1.0928e-03,\n",
" 1.3041e-04, 9.9871e-01]))"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"learn.predict(im)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "8923cb91-586c-40a7-9df7-cf107962fee4",
"metadata": {},
"outputs": [],
"source": [
"#|export\n",
"labels = learn.dls.vocab\n",
"def predict(img):\n",
" img = PILImage.create(img)\n",
" pred,pred_idx,probs = learn.predict(img)\n",
" return {labels[i]: float(probs[i]) for i in range(len(labels))}\n"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "f241a6da-db7d-47e7-8f37-192eeb341923",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"{'gond': 6.322679837467149e-05,\n",
" 'kalighat': 1.066627604018322e-07,\n",
" 'kangra': 1.8306692481928621e-06,\n",
" 'kerala mural': 1.7448955986765213e-06,\n",
" 'madhubani': 3.242184448026819e-06,\n",
" 'mandana': 0.0010927653638646007,\n",
" 'pichwai': 0.00013041497732046992,\n",
" 'warli': 0.998706579208374}"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"predict(im)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "5ba8b7c3-cd28-4639-89db-7db84efae554",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Running on local URL: http://127.0.0.1:7860\n",
"\n",
"To create a public link, set `share=True` in `launch()`.\n",
"Keyboard interruption in main thread... closing server.\n"
]
},
{
"ename": "KeyboardInterrupt",
"evalue": "",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)",
"File \u001b[0;32m~/.local/lib/python3.10/site-packages/gradio/blocks.py:2507\u001b[0m, in \u001b[0;36mBlocks.block_thread\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 2506\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;28;01mTrue\u001b[39;00m:\n\u001b[0;32m-> 2507\u001b[0m \u001b[43mtime\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msleep\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m0.1\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m 2508\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m (\u001b[38;5;167;01mKeyboardInterrupt\u001b[39;00m, \u001b[38;5;167;01mOSError\u001b[39;00m):\n",
"\u001b[0;31mKeyboardInterrupt\u001b[0m: ",
"\nDuring handling of the above exception, another exception occurred:\n",
"\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)",
"Cell \u001b[0;32mIn[7], line 4\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;66;03m#|export\u001b[39;00m\n\u001b[1;32m 3\u001b[0m examples \u001b[38;5;241m=\u001b[39m [\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mexamples//warli.jpeg\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mexamples//madhubani.jpg\u001b[39m\u001b[38;5;124m\"\u001b[39m]\n\u001b[0;32m----> 4\u001b[0m \u001b[43mgr\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mInterface\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfn\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mpredict\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43minputs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mgr\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mImage\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mtype\u001b[39;49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mpil\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43moutputs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mgr\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mLabel\u001b[49m\u001b[43m(\u001b[49m\u001b[43mnum_top_classes\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m3\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mexamples\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[43mexamples\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtitle\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mIndian Art Classifier\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mlaunch\u001b[49m\u001b[43m(\u001b[49m\u001b[43minline\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdebug\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m)\u001b[49m\n",
"File \u001b[0;32m~/.local/lib/python3.10/site-packages/gradio/blocks.py:2401\u001b[0m, in \u001b[0;36mBlocks.launch\u001b[0;34m(self, inline, inbrowser, share, debug, max_threads, auth, auth_message, prevent_thread_lock, show_error, server_name, server_port, height, width, favicon_path, ssl_keyfile, ssl_certfile, ssl_keyfile_password, ssl_verify, quiet, show_api, allowed_paths, blocked_paths, root_path, app_kwargs, state_session_capacity, share_server_address, share_server_protocol, auth_dependency, _frontend)\u001b[0m\n\u001b[1;32m 2399\u001b[0m \u001b[38;5;66;03m# Block main thread if debug==True\u001b[39;00m\n\u001b[1;32m 2400\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m debug \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mint\u001b[39m(os\u001b[38;5;241m.\u001b[39mgetenv(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mGRADIO_DEBUG\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m0\u001b[39m\u001b[38;5;124m\"\u001b[39m)) \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m1\u001b[39m \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m wasm_utils\u001b[38;5;241m.\u001b[39mIS_WASM:\n\u001b[0;32m-> 2401\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mblock_thread\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 2402\u001b[0m \u001b[38;5;66;03m# Block main thread if running in a script to stop script from exiting\u001b[39;00m\n\u001b[1;32m 2403\u001b[0m is_in_interactive_mode \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mbool\u001b[39m(\u001b[38;5;28mgetattr\u001b[39m(sys, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mps1\u001b[39m\u001b[38;5;124m\"\u001b[39m, sys\u001b[38;5;241m.\u001b[39mflags\u001b[38;5;241m.\u001b[39minteractive))\n",
"File \u001b[0;32m~/.local/lib/python3.10/site-packages/gradio/blocks.py:2511\u001b[0m, in \u001b[0;36mBlocks.block_thread\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 2509\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mKeyboard interruption in main thread... closing server.\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 2510\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mserver:\n\u001b[0;32m-> 2511\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mserver\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mclose\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 2512\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m tunnel \u001b[38;5;129;01min\u001b[39;00m CURRENT_TUNNELS:\n\u001b[1;32m 2513\u001b[0m tunnel\u001b[38;5;241m.\u001b[39mkill()\n",
"File \u001b[0;32m~/.local/lib/python3.10/site-packages/gradio/http_server.py:68\u001b[0m, in \u001b[0;36mServer.close\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 66\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mreloader\u001b[38;5;241m.\u001b[39mstop()\n\u001b[1;32m 67\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mwatch_thread\u001b[38;5;241m.\u001b[39mjoin()\n\u001b[0;32m---> 68\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mthread\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mjoin\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtimeout\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m5\u001b[39;49m\u001b[43m)\u001b[49m\n",
"File \u001b[0;32m/usr/lib/python3.10/threading.py:1100\u001b[0m, in \u001b[0;36mThread.join\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m 1096\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_wait_for_tstate_lock()\n\u001b[1;32m 1097\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 1098\u001b[0m \u001b[38;5;66;03m# the behavior of a negative timeout isn't documented, but\u001b[39;00m\n\u001b[1;32m 1099\u001b[0m \u001b[38;5;66;03m# historically .join(timeout=x) for x<0 has acted as if timeout=0\u001b[39;00m\n\u001b[0;32m-> 1100\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_wait_for_tstate_lock\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtimeout\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mmax\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mtimeout\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n",
"File \u001b[0;32m/usr/lib/python3.10/threading.py:1116\u001b[0m, in \u001b[0;36mThread._wait_for_tstate_lock\u001b[0;34m(self, block, timeout)\u001b[0m\n\u001b[1;32m 1113\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m\n\u001b[1;32m 1115\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m-> 1116\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[43mlock\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43macquire\u001b[49m\u001b[43m(\u001b[49m\u001b[43mblock\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtimeout\u001b[49m\u001b[43m)\u001b[49m:\n\u001b[1;32m 1117\u001b[0m lock\u001b[38;5;241m.\u001b[39mrelease()\n\u001b[1;32m 1118\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_stop()\n",
"\u001b[0;31mKeyboardInterrupt\u001b[0m: "
]
}
],
"source": [
"#|export\n",
"\n",
"examples = [\"examples//warli.jpeg\", \"examples//madhubani.jpg\"]\n",
"gr.Interface(fn=predict, inputs=gr.Image(type=\"pil\"), outputs=gr.Label(num_top_classes=3), examples = examples, title = \"Indian Art Classifier\").launch(inline=False, debug=True)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "0d999274-cb17-46e7-9dba-2c53c4e106d0",
"metadata": {},
"outputs": [],
"source": [
"from nbdev.export import nb_export\n",
"nb_export('app.ipynb', '.')"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "471cfd31-4a0e-4a9f-8701-fe99e1025f70",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.12"
}
},
"nbformat": 4,
"nbformat_minor": 5
}