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Created October 8, 2018 04:32
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RSNA Pneumonia Detection Challenge - Initial Model
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{
"cells": [
{
"metadata": {},
"cell_type": "markdown",
"source": "# RSNA Pneumonia Detection Challenge\n\n[Kaggle](https://www.kaggle.com/c/rsna-pneumonia-detection-challenge)"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "%reload_ext autoreload\n%autoreload 2\n%matplotlib inline",
"execution_count": 1,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "import glob, pylab, pandas as pd\nimport pydicom, numpy as np",
"execution_count": 2,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "from fastai.imports import *\nfrom fastai.torch_imports import *\nfrom fastai.transforms import *\nfrom fastai.conv_learner import *\nfrom fastai.model import *\nfrom fastai.dataset import *\nfrom fastai.sgdr import *\nfrom fastai.plots import *",
"execution_count": 3,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "torch.cuda.set_device(0)",
"execution_count": 4,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "PATH = \"data/pneumonia/\"\nsz = 224\narch = resnet34\nbs = 64",
"execution_count": 5,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "label_csv = f'{PATH}stage_1_detailed_class_info.csv'\nn = len(list(open(label_csv))) - 1 # header is not counted (-1)\nval_idxs = get_cv_idxs(n) # random 20% data for validation set",
"execution_count": 6,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Initial Exploration"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "!ls {PATH}",
"execution_count": 8,
"outputs": [
{
"output_type": "stream",
"text": "GCP Credits Request Link - RSNA.txt stage_1_test_images.zip\r\nmodels\t\t\t\t stage_1_train_images\r\nstage_1_detailed_class_info.csv stage_1_train_images.zip\r\nstage_1_sample_submission.csv\t stage_1_train_labels.csv\r\nstage_1_test_images\t\t tmp\r\n",
"name": "stdout"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "label_df = pd.read_csv(label_csv)",
"execution_count": 9,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "label_df.head()",
"execution_count": 10,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 10,
"data": {
"text/plain": " patientId class\n0 0004cfab-14fd-4e49-80ba-63a80b6bddd6 No Lung Opacity / Not Normal\n1 00313ee0-9eaa-42f4-b0ab-c148ed3241cd No Lung Opacity / Not Normal\n2 00322d4d-1c29-4943-afc9-b6754be640eb No Lung Opacity / Not Normal\n3 003d8fa0-6bf1-40ed-b54c-ac657f8495c5 Normal\n4 00436515-870c-4b36-a041-de91049b9ab4 Lung Opacity",
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>patientId</th>\n <th>class</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>0004cfab-14fd-4e49-80ba-63a80b6bddd6</td>\n <td>No Lung Opacity / Not Normal</td>\n </tr>\n <tr>\n <th>1</th>\n <td>00313ee0-9eaa-42f4-b0ab-c148ed3241cd</td>\n <td>No Lung Opacity / Not Normal</td>\n </tr>\n <tr>\n <th>2</th>\n <td>00322d4d-1c29-4943-afc9-b6754be640eb</td>\n <td>No Lung Opacity / Not Normal</td>\n </tr>\n <tr>\n <th>3</th>\n <td>003d8fa0-6bf1-40ed-b54c-ac657f8495c5</td>\n <td>Normal</td>\n </tr>\n <tr>\n <th>4</th>\n <td>00436515-870c-4b36-a041-de91049b9ab4</td>\n <td>Lung Opacity</td>\n </tr>\n </tbody>\n</table>\n</div>"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "label_df.pivot_table(index=\"class\", aggfunc=len).sort_values('patientId', ascending=False)",
"execution_count": 11,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 11,
"data": {
"text/plain": " patientId\nclass \nNo Lung Opacity / Not Normal 11500\nLung Opacity 8964\nNormal 8525",
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>patientId</th>\n </tr>\n <tr>\n <th>class</th>\n <th></th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>No Lung Opacity / Not Normal</th>\n <td>11500</td>\n </tr>\n <tr>\n <th>Lung Opacity</th>\n <td>8964</td>\n </tr>\n <tr>\n <th>Normal</th>\n <td>8525</td>\n </tr>\n </tbody>\n</table>\n</div>"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Overview of DICOM files and medical images"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "patientId = label_df['patientId'][0]\ndcm_file = f'{PATH}/stage_1_train_images/%s.dcm' % patientId\ndcm_data = pydicom.read_file(dcm_file)\n\nprint(dcm_data)",
"execution_count": 12,
"outputs": [
{
"output_type": "stream",
"text": "(0008, 0005) Specific Character Set CS: 'ISO_IR 100'\n(0008, 0016) SOP Class UID UI: Secondary Capture Image Storage\n(0008, 0018) SOP Instance UID UI: 1.2.276.0.7230010.3.1.4.8323329.28530.1517874485.775526\n(0008, 0020) Study Date DA: '19010101'\n(0008, 0030) Study Time TM: '000000.00'\n(0008, 0050) Accession Number SH: ''\n(0008, 0060) Modality CS: 'CR'\n(0008, 0064) Conversion Type CS: 'WSD'\n(0008, 0090) Referring Physician's Name PN: ''\n(0008, 103e) Series Description LO: 'view: PA'\n(0010, 0010) Patient's Name PN: '0004cfab-14fd-4e49-80ba-63a80b6bddd6'\n(0010, 0020) Patient ID LO: '0004cfab-14fd-4e49-80ba-63a80b6bddd6'\n(0010, 0030) Patient's Birth Date DA: ''\n(0010, 0040) Patient's Sex CS: 'F'\n(0010, 1010) Patient's Age AS: '51'\n(0018, 0015) Body Part Examined CS: 'CHEST'\n(0018, 5101) View Position CS: 'PA'\n(0020, 000d) Study Instance UID UI: 1.2.276.0.7230010.3.1.2.8323329.28530.1517874485.775525\n(0020, 000e) Series Instance UID UI: 1.2.276.0.7230010.3.1.3.8323329.28530.1517874485.775524\n(0020, 0010) Study ID SH: ''\n(0020, 0011) Series Number IS: \"1\"\n(0020, 0013) Instance Number IS: \"1\"\n(0020, 0020) Patient Orientation CS: ''\n(0028, 0002) Samples per Pixel US: 1\n(0028, 0004) Photometric Interpretation CS: 'MONOCHROME2'\n(0028, 0010) Rows US: 1024\n(0028, 0011) Columns US: 1024\n(0028, 0030) Pixel Spacing DS: ['0.14300000000000002', '0.14300000000000002']\n(0028, 0100) Bits Allocated US: 8\n(0028, 0101) Bits Stored US: 8\n(0028, 0102) High Bit US: 7\n(0028, 0103) Pixel Representation US: 0\n(0028, 2110) Lossy Image Compression CS: '01'\n(0028, 2114) Lossy Image Compression Method CS: 'ISO_10918_1'\n(7fe0, 0010) Pixel Data OB: Array of 142006 bytes\n",
"name": "stdout"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "im = dcm_data.pixel_array\nprint(type(im))\nprint(im.dtype)\nprint(im.shape)",
"execution_count": 13,
"outputs": [
{
"output_type": "stream",
"text": "<class 'numpy.ndarray'>\nuint8\n(1024, 1024)\n",
"name": "stdout"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Visualizing An Example"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "pylab.imshow(im, cmap=pylab.cm.gist_gray)\npylab.axis('off')",
"execution_count": 14,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 14,
"data": {
"text/plain": "(-0.5, 1023.5, 1023.5, -0.5)"
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 432x288 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Initial Model"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "aug_tfms=transforms_side_on\ntfms = tfms_from_model(arch, sz, aug_tfms=aug_tfms, max_zoom=1.1)\ndata = ImageClassifierData.from_csv(PATH, 'stage_1_train_images', label_csv, test_name='stage_1_test_images', \n val_idxs=val_idxs, \n suffix='.dcm', \n tfms=tfms, # just for fast testing\n bs=bs)\nlearn = ConvLearner.pretrained(arch, data, precompute=True)",
"execution_count": 15,
"outputs": [
{
"output_type": "stream",
"text": "100%|██████████| 363/363 [03:17<00:00, 1.83it/s]\n100%|██████████| 91/91 [00:50<00:00, 3.38it/s]\n100%|██████████| 16/16 [00:10<00:00, 4.15it/s]\n",
"name": "stdout"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "lrf=learn.lr_find()",
"execution_count": 16,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "HBox(children=(IntProgress(value=0, description='Epoch', max=1), HTML(value='')))",
"application/vnd.jupyter.widget-view+json": {
"version_major": 2,
"version_minor": 0,
"model_id": "45307f6d2f974d958df1564e535cf674"
}
},
"metadata": {}
},
{
"output_type": "stream",
"text": " 92%|█████████▏| 334/363 [00:01<00:00, 131.35it/s, loss=0.791]\n \r",
"name": "stdout"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "learn.sched.plot_lr()",
"execution_count": 17,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 432x288 with 1 Axes>",
"image/png": 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ym8qyEt56+qSoo5ywXEbpfNPM3ga0kRl///fu/vjR3mdmJwM/BKYAaWCpu3/rBPOKiORNKu3856u7uXz+JKqryqOOc8JyGqUTFPijFvl+eoHPufvLZlYNLDezx9197bGGFBGJwrJt+2lqP8R/P3ta1FGGxaAF38zaCfrt+79EDtMju/tuYHfwuN3M1pEZzqmCLyKJ8PCq3YysKOWKBcnvzoEhCv5wTotsZrPIzMGzbLg+U0QkTD2pNI++upsrT5/MiIpkj87JyuWg7Qkxs9HAg8Cn3b1tgNeXmFmdmdU1NWlONhGJh+e27Ke5s4frzpoadZRhE2rBN7NyMsX+Xnf/+UDruPtSd69199qammReVEBECs+vVu6iuqqMS+cXTl0KreAH18D9HrDO3f85rO2IiAy3jkO9PLp6N9cunJr4k636CrOFfxHw58AVZrYyuF0b4vZERIbFI6t203k4xXvPOznqKMMqp2GZx8Pdf09mRI+ISKL8rG4np9aMYtHMcVFHGVahH7QVEUmSLU0d1G1v5r21Jyd6KuSBqOCLiPRxf109pSXGDYumRx1l2Kngi4gEelNpHny5nsvnT2JSdTIvVD4UFXwRkcAT6xtpaj/En9TOiDpKKFTwRUQCdz/3GlPHVvHWAplKoT8VfBERYMOedp7bsp8/v+AUykoLszQW5k8lInKM7n7+NSrLSrjpvJlRRwmNCr6IFL3Wzh5+/nI97zpnOhNGVUQdJzQq+CJS9O6r20F3T5oPXjgr6iihUsEXkaLWk0pz93PbOX/2BM6YNuRlPhJPBV9EitovVjTQ0NLFkkvmRB0ldCr4IlK0Umnn9t9t4fSpYwrmqlZDUcEXkaL16OrdbN13kE9eflrBzZszEBV8ESlK7s53n9rCnJpRXLNwStRx8kIFX0SK0pPrG1m3u41PXHYapSWF37oHFXwRKULptPON325g5oSRXH/OtKjj5I0KvogUnV++0sD6Pe3ccvV8ygt0GoWBFM9PKiICdPek+OZvN7Jw+hiu+29To46TVyr4IlJU7nlhOw0tXdx6zemUFEnffZYKvogUjdbOHr7z1GYunjuRt8ydGHWcvFPBF5Gi8c3HNtDW1cOtb18QdZRIqOCLSFF4tb6Ve5Zt5wMXzOLMaWOjjhMJFXwRKXjptPN3v1zNSaMq+exV86KOExkVfBEpePfV7eSVnS186R0LGFNVHnWcyIRW8M3s+2bWaGarw9qGiMjR7Grp4v88so7zZ0/gXedMjzpOpMJs4d8FXBPi54uIDMnd+cKDq0ilndtuPKsoJkgbSmgF392fAQ6E9fkiIkfz4xd38OymfXzx2tM55aRRUceJXOR9+Ga2xMzqzKyuqakp6jgiUiC27z/IP/3nOi6eO5H3n1+4FyY/FpEXfHdf6u617l5bU1MTdRwRKQDdPSk+8eOXKSsxvv4edeVklUUdQERkuP3jw2tZ3dDGnR+oZdq4EVHHiY3IW/giIsPplysbuHfZDj5y6RyuPGNy1HFiJcxhmT8Bngfmm1m9md0c1rZERABWN7Ry64Ovct6s8dxy1fyo48ROaF067v4/wvpsEZH+drd2cfPdLzF+ZDnffd+ioprnPlfqwxeRxDt4qJeb76rj4KEUD3zsAiaNqYo6UizpT6CIJNqh3hQfvWc56/e08e33ncuCKWOijhRbauGLSGL1pNJ88screHbTPm57z1lcPn9S1JFiTS18EUmkVNq55f5XeHztXr5y/Zm897yTo44Ue2rhi0jiHOpN8Zn7VvLIq3v4/DXz+eCFs6KOlAgq+CKSKJ2He/nIj5bz7KZ9/N07TucvL54TdaTEUMEXkcRobO9myQ+Xs6q+hdvec5a6cY6RCr6IJMKaXa381d11NHf2cPv738TVZ06JOlLiqOCLSOz96pVdfOGBVYwbWc79H72AhdOL85q0J0oFX0Riq+twiq8+vIafvLiT2lPG8+/vX8Skap1UdbxU8EUkll6tb+Vz969k494OPn7ZqXz2bfMo03QJJ0QFX0Ri5VBvin97YhN3PL2ViaMruPvDi7l0nq6VMRxU8EUkFtydJ9c38o8Pr+W1/Z38yZtm8HfXncHYEeVRRysYKvgiErnNjR189eG1PLOxiVNrRvHDDy/mErXqh50KvohE5rV9B/nOU5t5aEUDIytK+V/XncEHLjhFUxuHRAVfRPJuc2MHdzy9hYdWNFBWYvzFhbP42GWnMnF0ZdTRCpoKvojkRTrtPLWhkbuee41nN+2jqryED104iyWXztFQyzxRwReRUO3Y38nPV9Tz4Mv17DzQxZQxVdxy1TxuWjxTLfo8U8EXkWHX0NLFf63dy8OrdvHSa82YwQVzTuIL1yzg6jOnqI8+Iir4InLC0mln7e42nljXyGNr97BmVxsAp00azd9ePZ8bzp3OtHEjIk4pKvgicszSaWdTYwfPb9nH81v388LWA7R29WAGi2aO59a3L+BtZ0zm1JrRUUeVPlTwRWRI7k59cxer6ltZVd/CK/UtrG5oo+NQLwAzxo/g6jMnc8GpJ3HRaRN1ADbGVPBFBMhcMnBXSxebGtvZ3NjBpr0dbGrsYHNjx5HiXlFawulTq7nh3OmcffI4zp89gZMnjIw4ueQq1IJvZtcA3wJKgTvd/Wthbk9EBpZOOy1dPTS1H2JfxyH2tHZT39xFfXNn5r6lk90t3fSm/ch7aqormTtpNO9eNJ25k6s5e8ZY5k+pprKsNMKfRE5EaAXfzEqB7wJvA+qBl8zsV+6+NqxtihQ6d6erJ0VbVy9t3T20dvXQ1tVDW3dPZlnwuLmzh30dmeLe1H6I/R2H31DMsyaPqWTG+JEsmjmeGWeP4OTxI5k7eTSn1VQzdqTmsCk0YbbwFwOb3X0rgJn9FHgnoIIvkXJ30p7pwki74w5pd1LuePr1x9nX/mi9dOb9HqzXm3J6005PKk1Pb5qetNPTm6Y3neZwyulNpelJvfFxTypYP5WmuydNV0+K7sMpunqC2+EU3T19n6ePPE8NULj7GlFeytgR5dRUV1IzupIzpo5h4uhKaqorj9xPHlPF1LFVVJWrtV5Mwiz404GdfZ7XA+eHsaHrvv0s3T3pI8/d//gXYsBfkQEW9l+U62cNsBo+wJr91xvofQPJJcfxZhjoswZe70Q+y3NY5+jvG+y9/Rc6fQq7+xuKfJyUWKZAj6goY0RFSeZxeSlV5aWMH1XBtOzzitIjr1VXlTFmRDljqsoZM6IsuC9nTFUZ1VXlVJRpjLsMLMyCbwMs+6PfNjNbAiwBmDlz5nFt6LSa0fSk+n30AFsfKJDZHy/tv2SAVY77swZaaAOslfs2j/Ozcgk24Ofn9lm55Mh1Hw4kl22WGJSUGGZQakaJ2ZFlAz4ecJ1B1it5/XFpiVFRWkJZqVFeWhLc7A33ZdnHJSWUl73+uKQkt59XZDiEWfDrgb6XlJ8B7Oq/krsvBZYC1NbWHlfz619vOvd43iYiUlTC/N/vJWCumc02swrgJuBXIW5PRESGEFoL3917zeyTwG/JDMv8vruvCWt7IiIytFDH4bv7I8AjYW5DRERyo8P5IiJFQgVfRKRIqOCLiBQJFXwRkSKhgi8iUiRsoFPXo2JmTcD243jrRGDfMMcJS5KyQrLyJikrJCtvkrJCsvKeaNZT3L0mlxVjVfCPl5nVuXtt1DlykaSskKy8ScoKycqbpKyQrLz5zKouHRGRIqGCLyJSJAql4C+NOsAxSFJWSFbeJGWFZOVNUlZIVt68ZS2IPnwRETm6Qmnhi4jIUSS64JvZNWa2wcw2m9mtUecZiJm9ZmavmtlKM6sLlk0ws8fNbFNwPz7CfN83s0YzW91n2YD5LOPfgv29yswWxSDrl82sIdi/K83s2j6vfTHIusHMrs5z1pPN7CkzW2dma8zsU8HyuO7bwfLGbv+aWZWZvWhmrwRZvxIsn21my4J9e18wLTtmVhk83xy8PitfWY+S9y4z29Zn354TLA/vu+DB5d+SdiMz5fIWYA5QAbwCnBF1rgFyvgZM7LfsNuDW4PGtwNcjzHcJsAhYfbR8wLXAo2QuVvVmYFkMsn4ZuGWAdc8IvhOVwOzgu1Kax6xTgUXB42pgY5Aprvt2sLyx27/BPhodPC4HlgX77GfATcHyO4CPBY8/DtwRPL4JuC/P+3awvHcBNw6wfmjfhSS38I9cJN3dDwPZi6QnwTuBu4PHdwPviiqIuz8DHOi3eLB87wR+6BkvAOPMbGp+kg6adTDvBH7q7ofcfRuwmcx3Ji/cfbe7vxw8bgfWkbnOc1z37WB5BxPZ/g32UUfwtDy4OXAF8ECwvP++ze7zB4C3Wq7X0hwGQ+QdTGjfhSQX/IEukj7UFzQqDjxmZsstc/1egMnuvhsyv2jApMjSDWywfHHd558M/vX9fp/usdhkDboQziXTsov9vu2XF2K4f82s1MxWAo3A42T+w2hx994B8hzJGrzeCpyUr6wD5XX37L79p2Df/ouZVfbPGxi2fZvkgp/TRdJj4CJ3XwS8HfiEmV0SdaATEMd9fjtwKnAOsBv4v8HyWGQ1s9HAg8Cn3b1tqFUHWBaHvLHcv+6ecvdzyFwrezFw+hB5It+3/fOa2ULgi8AC4DxgAvCFYPXQ8ia54Od0kfSoufuu4L4ReIjMl3Nv9l+04L4xuoQDGixf7Pa5u+8NfpnSwH/werdC5FnNrJxM8bzX3X8eLI7tvh0ob5z3b5CvBfgdmb7ucWaWvYpf3zxHsgavjyX3rsFh1SfvNUE3mrv7IeAH5GHfJrngx/4i6WY2ysyqs4+Bq4DVZHJ+MFjtg8Avo0k4qMHy/Qr4QDCK4M1Aa7Z7Iir9+jZvILN/IZP1pmCExmxgLvBiHnMZ8D1gnbv/c5+XYrlvB8sbx/1rZjVmNi54PAK4kswxh6eAG4PV+u/b7D6/EXjSg6OjEeZd3+cPv5E53tB334bzXcjHUeqwbmSOZm8k03/3pajzDJBvDpmRDK8Aa7IZyfQfPgFsCu4nRJjxJ2T+Ve8h07K4ebB8ZP7V/G6wv18FamOQ9UdBllXBL8rUPut/Kci6AXh7nrO+hcy/4auAlcHt2hjv28Hyxm7/AmcBK4JMq4G/D5bPIfNHZzNwP1AZLK8Knm8OXp+T5307WN4ng327GriH10fyhPZd0Jm2IiJFIsldOiIicgxU8EVEioQKvohIkVDBFxEpEir4IiJFQgVfCoaZPRfczzKz9w3zZ//PgbYlkiQalikFx8wuIzPD43XH8J5Sd08N8XqHu48ejnwiUVELXwqGmWVnJPwacHEwx/hngomrvmFmLwUTVX0kWP8yy8wB/2MyJ7hgZr8IJrpbk53szsy+BowIPu/evtsKzob8hpmttsx1D/60z2f/zsweMLP1ZnZvdoZGM/uama0Nsnwzn/tIilvZ0VcRSZxb6dPCDwp3q7ufF8xI+AczeyxYdzGw0DNT/AJ82N0PBKfAv2RmD7r7rWb2Sc9MftXfu8lMLHY2MDF4zzPBa+cCZ5KZB+UPwEVmtpbMFAUL3N2zp9yL5INa+FIMriIzN8lKMlP+nkRm7heAF/sUe4C/MbNXgBfITGA1l6G9BfiJZyYY2ws8TWb2w+xn13tm4rGVwCygDegG7jSzdwOdJ/zTieRIBV+KgQF/7e7nBLfZ7p5t4R88slKm7/9K4AJ3P5vM/CdVOXz2YA71eZwCyjwzH/tiMrNSvgv4zTH9JCInQAVfClE7mcv0Zf0W+Fgw/S9mNi+YvbS/sUCzu3ea2QIyU+5m9WTf388zwJ8GxwlqyFyGcdBZI4P55se6+yPAp8l0B4nkhfrwpRCtAnqDrpm7gG+R6U55OThw2sTAl5X8DfBRM1tFZgbIF/q8thRYZWYvu/uf9Vn+EHABmRlRHfi8u+8J/mAMpBr4pZlVkfnv4DPH9yOKHDsNyxQRKRLq0hERKRIq+CIiRUIFX0SkSKjgi4gUCRV8EZEioYIvIlIkVPBFRIqECr6ISJH4/0GAeaXOgm3ZAAAAAElFTkSuQmCC\n"
},
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"needs_background": "light"
}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "learn.sched.plot()",
"execution_count": 18,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 432x288 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "learn.fit(1e-1, 5)",
"execution_count": 19,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "HBox(children=(IntProgress(value=0, description='Epoch', max=5), HTML(value='')))",
"application/vnd.jupyter.widget-view+json": {
"version_major": 2,
"version_minor": 0,
"model_id": "2e0f04f6589e481297a2c935cabac375"
}
},
"metadata": {}
},
{
"output_type": "stream",
"text": "epoch trn_loss val_loss <lambda> \n 0 0.515097 0.477409 0.75841 \n 1 0.505024 0.473058 0.760968 \n 2 0.490413 0.468506 0.761917 \n 3 0.485198 0.464623 0.76278 \n 4 0.481547 0.464367 0.767121 \n\n",
"name": "stdout"
},
{
"output_type": "execute_result",
"execution_count": 19,
"data": {
"text/plain": "[array([0.46437]), 0.7671209248937942]"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Data Augmentation"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "def get_augs():\n data = ImageClassifierData.from_csv(PATH, 'stage_1_train_images', label_csv, test_name='stage_1_test_images', \n val_idxs=val_idxs, \n suffix='.dcm', \n tfms=tfms, # just for fast testing\n bs=bs)\n x,_ = next(iter(data.aug_dl))\n return data.trn_ds.denorm(x)[1]",
"execution_count": 20,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "ims = np.stack([get_augs() for i in range(6)])",
"execution_count": 21,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "plots(ims, rows=2)",
"execution_count": 22,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 864x432 with 6 Axes>",
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "data = ImageClassifierData.from_csv(PATH, 'stage_1_train_images', label_csv, test_name='stage_1_test_images', \n val_idxs=val_idxs, \n suffix='.dcm', \n tfms=tfms, # just for fast testing\n bs=bs)\nlearn = ConvLearner.pretrained(arch, data, precompute=True)",
"execution_count": 23,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "learn.fit(1e-1, 1)",
"execution_count": 24,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "HBox(children=(IntProgress(value=0, description='Epoch', max=1), HTML(value='')))",
"application/vnd.jupyter.widget-view+json": {
"version_major": 2,
"version_minor": 0,
"model_id": "223d20a779fb4e7f969860cc7646723a"
}
},
"metadata": {}
},
{
"output_type": "stream",
"text": "epoch trn_loss val_loss <lambda> \n 0 0.525226 0.486782 0.749066 \n\n",
"name": "stdout"
},
{
"output_type": "execute_result",
"execution_count": 24,
"data": {
"text/plain": "[array([0.48678]), 0.7490656062901503]"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "learn.precompute=False",
"execution_count": 25,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "learn.fit(1e-1, 3, cycle_len=1, cycle_mult=2)",
"execution_count": 26,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "HBox(children=(IntProgress(value=0, description='Epoch', max=7), HTML(value='')))",
"application/vnd.jupyter.widget-view+json": {
"version_major": 2,
"version_minor": 0,
"model_id": "328b7543c33040ac9f33bf5f691e32a1"
}
},
"metadata": {}
},
{
"output_type": "stream",
"text": "epoch trn_loss val_loss <lambda> \n 0 0.496431 0.467775 0.762578 \n 1 0.505043 0.469189 0.761112 \n 2 0.494268 0.464414 0.764275 \n 3 0.506028 0.472685 0.760796 \n 4 0.496544 0.464476 0.765453 \n 5 0.489485 0.460192 0.768961 \n 6 0.481758 0.459984 0.770456 \n\n",
"name": "stdout"
},
{
"output_type": "execute_result",
"execution_count": 26,
"data": {
"text/plain": "[array([0.45998]), 0.77045598232851]"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "lr = 1e-1",
"execution_count": 27,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "lrs = np.array([lr/9,lr/3,lr])",
"execution_count": 28,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "learn.unfreeze()\nlearn.fit(lrs, 3, cycle_len=1, cycle_mult=2)",
"execution_count": 29,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "HBox(children=(IntProgress(value=0, description='Epoch', max=7), HTML(value='')))",
"application/vnd.jupyter.widget-view+json": {
"version_major": 2,
"version_minor": 0,
"model_id": "3a2900dffe424ce8bac5a5c939453a4e"
}
},
"metadata": {}
},
{
"output_type": "stream",
"text": "epoch trn_loss val_loss <lambda> \n 0 0.424547 0.40205 0.806452 \n 1 0.415978 0.412381 0.794693 \n 2 0.390971 0.384304 0.814416 \n 3 0.40807 0.396749 0.81246 \n 4 0.39432 0.394639 0.813697 \n 5 0.358454 0.379997 0.821172 \n 6 0.340069 0.380039 0.820626 \n\n",
"name": "stdout"
},
{
"output_type": "execute_result",
"execution_count": 29,
"data": {
"text/plain": "[array([0.38004]), 0.820625612576172]"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "learn.save(f'{sz}')",
"execution_count": 30,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "learn.sched.plot_loss()",
"execution_count": 31,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 432x288 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "",
"execution_count": null,
"outputs": []
}
],
"metadata": {
"kernelspec": {
"name": "python3",
"display_name": "Python 3",
"language": "python"
},
"language_info": {
"name": "python",
"version": "3.6.6",
"mimetype": "text/x-python",
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"pygments_lexer": "ipython3",
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