--- a +++ b/demo_model/data/Modelling.ipynb @@ -0,0 +1,578 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "686303bb-1f55-4261-98b6-037d0fc819bc", + "metadata": {}, + "outputs": [], + "source": [ + "from fastai.vision.all import *" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "aaa28d96-c292-484d-b35d-dd36cd2c0da6", + "metadata": {}, + "outputs": [], + "source": [ + "path = \"/home/tkrsh/demo/demo_model/data/hemorrhage\"" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "51139f62-c034-49e4-a989-2add07950658", + "metadata": {}, + "outputs": [], + "source": [ + "files = get_image_files(\"/home/tkrsh/demo/demo_model/data/hemorrhage\")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "bdd97d56-d9ca-4506-b3ca-0eb117cbe12c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "device(type='cuda', index=0)" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "device = torch.device(\"cpu\")\n", + "default_device()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "b15ff54e-c2a1-449e-bead-bbb7fe11743c", + "metadata": {}, + "outputs": [], + "source": [ + "classes = [\"Hemorrhage\",\"Normal\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "58580268-38f8-4eaf-9e7b-1a0c76b53cd7", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/tkrsh/.local/lib/python3.8/site-packages/torch/_tensor.py:1051: UserWarning: torch.solve is deprecated in favor of torch.linalg.solveand will be removed in a future PyTorch release.\n", + "torch.linalg.solve has its arguments reversed and does not return the LU factorization.\n", + "To get the LU factorization see torch.lu, which can be used with torch.lu_solve or torch.lu_unpack.\n", + "X = torch.solve(B, A).solution\n", + "should be replaced with\n", + "X = torch.linalg.solve(A, B) (Triggered internally at ../aten/src/ATen/native/BatchLinearAlgebra.cpp:766.)\n", + " ret = func(*args, **kwargs)\n" + ] + } + ], + "source": [ + "data = ImageDataLoaders.from_folder(path, train=\"train\",test=\"test\", valid_pct=0.2, bs=12, batch_tfms=[*aug_transforms(size=(120,120)), \n", + " Normalize.from_stats(*imagenet_stats)]\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8b1b01ca", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "efecb530-875e-4846-b523-207bbe2ec4fa", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 648x648 with 9 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "data.show_batch()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "c11bb56a-a65b-4faa-a75f-783cdf80fda5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "device(type='cuda', index=0)" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "default_device()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "eeb5b67c", + "metadata": {}, + "outputs": [], + "source": [ + "learn = cnn_learner(data, models.resnet50, metrics=accuracy)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "a60a654e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: left;\">\n", + " <th>epoch</th>\n", + " <th>train_loss</th>\n", + " <th>valid_loss</th>\n", + " <th>accuracy</th>\n", + " <th>time</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <td>0</td>\n", + " <td>1.133127</td>\n", + " <td>0.779849</td>\n", + " <td>0.620000</td>\n", + " <td>00:19</td>\n", + " </tr>\n", + " <tr>\n", + " <td>1</td>\n", + " <td>1.052139</td>\n", + " <td>0.821505</td>\n", + " <td>0.614000</td>\n", + " <td>00:17</td>\n", + " </tr>\n", + " <tr>\n", + " <td>2</td>\n", + " <td>1.054328</td>\n", + " <td>0.778811</td>\n", + " <td>0.670000</td>\n", + " <td>00:18</td>\n", + " </tr>\n", + " <tr>\n", + " <td>3</td>\n", + " <td>0.970482</td>\n", + " <td>0.786093</td>\n", + " <td>0.672000</td>\n", + " <td>00:17</td>\n", + " </tr>\n", + " <tr>\n", + " <td>4</td>\n", + " <td>0.894111</td>\n", + " <td>0.732899</td>\n", + " <td>0.706000</td>\n", + " <td>00:18</td>\n", + " </tr>\n", + " <tr>\n", + " <td>5</td>\n", + " <td>0.803756</td>\n", + " <td>0.612777</td>\n", + " <td>0.720000</td>\n", + " <td>00:18</td>\n", + " </tr>\n", + " <tr>\n", + " <td>6</td>\n", + " <td>0.708540</td>\n", + " <td>0.635761</td>\n", + " <td>0.712000</td>\n", + " <td>00:18</td>\n", + " </tr>\n", + " <tr>\n", + " <td>7</td>\n", + " <td>0.685484</td>\n", + " <td>0.554757</td>\n", + " <td>0.732000</td>\n", + " <td>00:18</td>\n", + " </tr>\n", + " <tr>\n", + " <td>8</td>\n", + " <td>0.588781</td>\n", + " <td>0.577657</td>\n", + " <td>0.730000</td>\n", + " <td>00:18</td>\n", + " </tr>\n", + " <tr>\n", + " <td>9</td>\n", + " <td>0.567161</td>\n", + " <td>0.424601</td>\n", + " <td>0.798000</td>\n", + " <td>00:17</td>\n", + " </tr>\n", + " <tr>\n", + " <td>10</td>\n", + " <td>0.479400</td>\n", + " <td>0.410240</td>\n", + " <td>0.820000</td>\n", + " <td>00:18</td>\n", + " </tr>\n", + " <tr>\n", + " <td>11</td>\n", + " <td>0.478220</td>\n", + " <td>0.405325</td>\n", + " <td>0.808000</td>\n", + " <td>00:18</td>\n", + " </tr>\n", + " <tr>\n", + " <td>12</td>\n", + " <td>0.445869</td>\n", + " <td>0.395160</td>\n", + " <td>0.838000</td>\n", + " <td>00:18</td>\n", + " </tr>\n", + " <tr>\n", + " <td>13</td>\n", + " <td>0.451359</td>\n", + " <td>0.322684</td>\n", + " <td>0.870000</td>\n", + " <td>00:18</td>\n", + " </tr>\n", + " <tr>\n", + " <td>14</td>\n", + " <td>0.424168</td>\n", + " <td>0.373527</td>\n", + " <td>0.856000</td>\n", + " <td>00:17</td>\n", + " </tr>\n", + " <tr>\n", + " <td>15</td>\n", + " <td>0.402097</td>\n", + " <td>0.328066</td>\n", + " <td>0.846000</td>\n", + " <td>00:18</td>\n", + " </tr>\n", + " <tr>\n", + " <td>16</td>\n", + " <td>0.395294</td>\n", + " <td>0.308879</td>\n", + " <td>0.868000</td>\n", + " <td>00:18</td>\n", + " </tr>\n", + " <tr>\n", + " <td>17</td>\n", + " <td>0.342168</td>\n", + " <td>0.296506</td>\n", + " <td>0.886000</td>\n", + " <td>00:18</td>\n", + " </tr>\n", + " <tr>\n", + " <td>18</td>\n", + " <td>0.381124</td>\n", + " <td>0.222527</td>\n", + " <td>0.912000</td>\n", + " <td>00:18</td>\n", + " </tr>\n", + " <tr>\n", + " <td>19</td>\n", + " <td>0.372280</td>\n", + " <td>0.300924</td>\n", + " <td>0.862000</td>\n", + " <td>00:17</td>\n", + " </tr>\n", + " <tr>\n", + " <td>20</td>\n", + " <td>0.322701</td>\n", + " <td>0.336409</td>\n", + " <td>0.876000</td>\n", + " <td>00:17</td>\n", + " </tr>\n", + " <tr>\n", + " <td>21</td>\n", + " <td>0.316921</td>\n", + " <td>0.231621</td>\n", + " <td>0.900000</td>\n", + " <td>00:18</td>\n", + " </tr>\n", + " <tr>\n", + " <td>22</td>\n", + " <td>0.310668</td>\n", + " <td>0.265286</td>\n", + " <td>0.882000</td>\n", + " <td>00:18</td>\n", + " </tr>\n", + " <tr>\n", + " <td>23</td>\n", + " <td>0.322356</td>\n", + " <td>0.241428</td>\n", + " <td>0.898000</td>\n", + " <td>00:17</td>\n", + " </tr>\n", + " <tr>\n", + " <td>24</td>\n", + " <td>0.294842</td>\n", + " <td>0.217108</td>\n", + " <td>0.912000</td>\n", + " <td>00:18</td>\n", + " </tr>\n", + " <tr>\n", + " <td>25</td>\n", + " <td>0.269641</td>\n", + " <td>0.284221</td>\n", + " <td>0.900000</td>\n", + " 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