{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Lesson 3 - Plannet\n", "\n", "This is based on a [kaggle dataset](https://www.kaggle.com/c/planet-understanding-the-amazon-from-space) where we are going to analyze a set of sat images.
\n", "In that each image is classified with multiple lables. So, we need to identify them properly.\n", "\n", "## Downloading the dataset\n", "\n", "For that we need to install the kaggle API download data like this:
\n", "First of all, we also need to install 7z support.\n", "\n", "```shell\n", "sudo apt-get -y install p7zip-full unzip\n", "mkdir -p ~/data/planet\n", "cd ~/data/planet\n", "kaggle competitions download -c planet-understanding-the-amazon-from-space -f train_v2.csv\n", "kaggle competitions download -c planet-understanding-the-amazon-from-space -f train-jpg.tar.7z\n", "\n", "unzip train_v2.csv\n", "7z e train-jpg.tar.7z\n", "tar xf train-jpg.tar\n", "```" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "%reload_ext autoreload\n", "%autoreload 2\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "from fastai import *\n", "from fastai.vision import *" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Inspect Data\n", "\n", "Now we symlink this data directory this directory.
\n", "So, we can inspect it." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[PosixPath('data/planet/train-jpg'),\n", " PosixPath('data/planet/submission-train-unfreezed-256-size.csv'),\n", " PosixPath('data/planet/test-jpg-additional'),\n", " PosixPath('data/planet/__MACOSX'),\n", " PosixPath('data/planet/test-jpg.tar.7z'),\n", " PosixPath('data/planet/test-jpg'),\n", " PosixPath('data/planet/test-jpg-additional.tar'),\n", " PosixPath('data/planet/train-jpg.tar'),\n", " PosixPath('data/planet/train_v2.csv.zip'),\n", " PosixPath('data/planet/test-jpg-additional.tar.7z'),\n", " PosixPath('data/planet/models'),\n", " PosixPath('data/planet/submission.csv'),\n", " PosixPath('data/planet/submission-load-data-then-model.csv'),\n", " PosixPath('data/planet/train-jpg.tar.7z'),\n", " PosixPath('data/planet/submission-load-model-then-data.csv'),\n", " PosixPath('data/planet/test-jpg.tar'),\n", " PosixPath('data/planet/train_v2.csv'),\n", " PosixPath('data/planet/submission-train-freezed-256-size.csv')]" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "PATH = Path('data/planet'); PATH.ls()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "image_name,tags\r\n", "train_0,haze primary\r\n", "train_1,agriculture clear primary water\r\n", "train_2,clear primary\r\n", "train_3,clear primary\r\n", "train_4,agriculture clear habitation primary road\r\n", "train_5,haze primary water\r\n", "train_6,agriculture clear cultivation primary water\r\n", "train_7,haze primary\r\n", "train_8,agriculture clear cultivation primary\r\n" ] } ], "source": [ "train_csv_path=PATH/'train_v2.csv'\n", "!head {train_csv_path}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Each images has multiple tags.
\n", "Now let's have a look some image files." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[PosixPath('data/planet/train-jpg/train_9769.jpg'),\n", " PosixPath('data/planet/train-jpg/train_31128.jpg'),\n", " PosixPath('data/planet/train-jpg/train_36771.jpg'),\n", " PosixPath('data/planet/train-jpg/train_14103.jpg'),\n", " PosixPath('data/planet/train-jpg/train_25665.jpg')]" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "train_image_path = PATH/'train-jpg'\n", "train_fnames = train_image_path.ls()\n", "train_fnames[:5]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we've some idea of our data. So, based on that, we can create a DataBunch object and use that inside the learner." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Creating the DataBunch\n", "\n", "Let's create the databunch from the above dataset.
\n", "It's a multiclassification. So, we have a to use a different API([dataBlock](https://docs.fast.ai/data_block.html)) than what we did before." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "# This is a set of transformation which is pretty good for sat images\n", "tfms = get_transforms(flip_vert=True, max_lighting=0.1, max_zoom=1.05, max_warp=0.)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "data = (\n", " ImageItemList\n", " .from_csv(PATH, 'train_v2.csv', folder=\"train-jpg\", suffix=\".jpg\")\n", " .random_split_by_pct(0.2)\n", " .label_from_df(sep=' ')\n", " .transform(tfms, size=128)\n", " .databunch()\n", " .normalize(imagenet_stats)\n", ")" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "data.show_batch(rows=3, figsize=(10, 12))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Initial Model\n", "\n", "Now let's try to build our model." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "# First of all, we need to find some metrics \n", "# Basically these are just for printing only.\n", "# Since this is a multi classification problem, we need to use a threshold for the \n", "# accuracy.\n", "def p_accuracy(pred, act, **kwargs):\n", " return accuracy_thresh(pred, act, thresh=0.2, **kwargs)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "learn = create_cnn(data, models.resnet50, metrics=[p_accuracy])" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "LR Finder is complete, type {learner_name}.recorder.plot() to see the graph.\n" ] } ], "source": [ "learn.lr_find()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "learn.recorder.plot()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total time: 03:15\n", "epoch train_loss valid_loss p_accuracy\n", "1 0.115775 0.102709 0.947353 (00:40)\n", "2 0.109179 0.099059 0.949787 (00:38)\n", "3 0.103648 0.090533 0.953915 (00:39)\n", "4 0.094335 0.086424 0.956560 (00:38)\n", "5 0.087507 0.084721 0.957577 (00:38)\n", "\n" ] } ], "source": [ "lr = 0.01\n", "learn.fit_one_cycle(5, slice(lr))" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "learn.save('l3-planet-base-freeze')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### f2 score\n", "\n", "This kaggle competition uses f2 score for the final eval.\n", "So we should use that as well." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "def f2_score(pred, act, **kwargs):\n", " return fbeta(pred, act, beta=2, thresh=0.2, **kwargs)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "# Let's add that as an metric\n", "learn.metrics = [p_accuracy, f2_score]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Unfreezing" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "learn.unfreeze()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "LR Finder is complete, type {learner_name}.recorder.plot() to see the graph.\n" ] } ], "source": [ "learn.lr_find()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "learn.recorder.plot()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total time: 04:06\n", "epoch train_loss valid_loss p_accuracy f2_score\n", "1 0.090530 0.084289 0.957236 0.927463 (00:48)\n", "2 0.088612 0.083886 0.957759 0.927463 (00:48)\n", "3 0.088079 0.083619 0.958842 0.928123 (00:49)\n", "4 0.085543 0.083139 0.957425 0.928237 (00:49)\n", "5 0.086393 0.083206 0.958406 0.928379 (00:49)\n", "\n" ] } ], "source": [ "learn.fit_one_cycle(5, slice(1e-6, 1e-4))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is a pretty good result and we are on top 10% by default." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "learn.save('l3-planet-base-freeze')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Use Full Size Images\n", "\n", "Here we've used the image size of 128px in the initial model.
\n", "That's simply because we want to try it out very quickly.\n", "\n", "Now let's try to use the whole model." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "learn.data = (\n", " ImageItemList\n", " .from_csv(PATH, 'train_v2.csv', folder=\"train-jpg\", suffix=\".jpg\")\n", " .random_split_by_pct(0.2)\n", " .label_from_df(sep=' ')\n", " .transform(tfms, size=256)\n", " .databunch()\n", " .normalize(imagenet_stats)\n", ")" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "learn.freeze()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "See now we are using **transfer learning.** Instead of training from the beginning, we just start from model we trained with smaller images." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "LR Finder is complete, type {learner_name}.recorder.plot() to see the graph.\n" ] } ], "source": [ "learn.lr_find()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "learn.recorder.plot()" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total time: 09:18\n", "epoch train_loss valid_loss p_accuracy f2_score\n", "1 0.092094 0.083121 0.958558 0.926407 (01:51)\n", "2 0.089397 0.080557 0.959779 0.929749 (01:51)\n", "3 0.085863 0.079771 0.959510 0.929781 (01:51)\n", "4 0.086624 0.079305 0.959474 0.930336 (01:51)\n", "5 0.083264 0.078933 0.959387 0.930922 (01:51)\n", "\n" ] } ], "source": [ "learn.fit_one_cycle(5, slice(1e-3))" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "learn.save('l3-planet-fullsize-freeze')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Unfreezing" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "learn.unfreeze();" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "LR Finder is complete, type {learner_name}.recorder.plot() to see the graph.\n" ] } ], "source": [ "learn.lr_find()" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "learn.recorder.plot()" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total time: 11:49\n", "epoch train_loss valid_loss p_accuracy f2_score\n", "1 0.084279 0.079210 0.960571 0.930227 (02:21)\n", "2 0.086261 0.078712 0.959845 0.931399 (02:22)\n", "3 0.085839 0.078929 0.960818 0.931017 (02:21)\n", "4 0.085130 0.078996 0.960775 0.930672 (02:21)\n", "5 0.085020 0.078632 0.960019 0.931245 (02:22)\n", "\n" ] } ], "source": [ "learn.fit_one_cycle(5, slice(1e-6, 1e-5))" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "learn.save('l3-planet-fullsize-unfreeze')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**This is a pretty amazing model** with the very little things we did." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Test Dataset\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Download test dataset\n", "\n", "Use kaggle to download the test dataset.
\n", "Go to the `data/planet` directory and run following commands:\n", "\n", "```\n", "kaggle competitions download -c planet-understanding-the-amazon-from-space -f test-jpg.tar.7z\n", "7z e test-jpg.tar.7z\n", "tar xf test-jpg.tar\n", "\n", "kaggle competitions download -c planet-understanding-the-amazon-from-space -f test-jpg-additional.tar.7z\n", "7z e test-jpg-additional.tar.7z\n", "tar xf test-jpg.tar\n", "\n", "mv test-jpg-additional/* test-jpg\n", "```" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "# learn.load('l3-planet-fullsize-unfreeze'); \n", "data = (\n", " ImageItemList\n", " .from_csv(PATH, 'train_v2.csv', folder=\"train-jpg\", suffix=\".jpg\")\n", " .random_split_by_pct(0.2)\n", " .label_from_df(sep=' ')\n", " .add_test_folder('test-jpg')\n", " .transform(tfms, size=256)\n", " .databunch()\n", " .normalize(imagenet_stats)\n", ")\n", "learn = create_cnn(data, models.resnet50, metrics=[p_accuracy, f2_score])" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "LR Finder is complete, type {learner_name}.recorder.plot() to see the graph.\n" ] } ], "source": [ "learn.lr_find()" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "learn.recorder.plot()" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total time: 09:13\n", "epoch train_loss valid_loss p_accuracy f2_score\n", "1 0.160904 0.372322 0.899088 0.795405 (01:51)\n", "2 0.200539 0.297500 0.942361 0.885997 (01:50)\n", "3 0.144811 0.345548 0.936177 0.868311 (01:50)\n", "4 0.113136 1.806088 0.953624 0.910395 (01:49)\n", "5 0.098726 1.445904 0.954162 0.921373 (01:50)\n", "\n" ] } ], "source": [ "learn.fit_one_cycle(5, slice(1e-1))" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "learn.unfreeze()" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "LR Finder is complete, type {learner_name}.recorder.plot() to see the graph.\n" ] } ], "source": [ "learn.lr_find()" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "learn.recorder.plot()" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total time: 11:39\n", "epoch train_loss valid_loss p_accuracy f2_score\n", "1 0.097146 3.708070 0.953305 0.919338 (02:20)\n", "2 0.097249 1.609138 0.954242 0.921666 (02:19)\n", "3 0.098519 0.774744 0.955070 0.921670 (02:20)\n", "4 0.096243 1.112853 0.954794 0.922841 (02:19)\n", "5 0.095913 0.671980 0.956291 0.923097 (02:20)\n", "\n" ] } ], "source": [ "learn.fit_one_cycle(5, slice(1e-6, 1e-5))" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [], "source": [ "learn.save('l3-planet-fullsize-unfreeze-from-scratch')" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 61191 61191 895645\r\n" ] } ], "source": [ "!ls data/planet/test-jpg | wc" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "61191" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(learn.data.test_ds)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/arunoda_susiripala/anaconda3/envs/fastai-v1/lib/python3.7/site-packages/torch/nn/functional.py:1162: UserWarning: nn.functional.sigmoid is deprecated. Use torch.sigmoid instead.\n", " warnings.warn(\"nn.functional.sigmoid is deprecated. Use torch.sigmoid instead.\")\n" ] } ], "source": [ "predictions = learn.get_preds(ds_type=DatasetType.Test)" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "61191" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(predictions[0])" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "def find_tags(pred, thresh):\n", " classes = \"\"\n", " for idx, val in enumerate(pred):\n", " if val > thresh:\n", " classes = f'{classes} {learn.data.classes[idx]}'\n", " return classes.strip()" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "def predict(idx):\n", " pred_vals = predictions[0][idx]\n", " tags = find_tags(pred_vals, 0.2)\n", " print(tags)\n", " img = learn.data.test_ds[idx][0]\n", " return img" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "agriculture partly_cloudy primary haze\n" ] }, { "data": { "image/jpeg": 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TJN50cK42ymhEnaLyA3C/dqWZo1TG3vTJH2xNVX1B2Qy1s9jL++yTRm3kB38UsWPPFwOElpZ7N2uPl/GnazsKyeo2K3ii5Was7XrTFu38NarxQSHis/V1t5h9lkI3U4yVyWlY4qZXZ/LFIw8qrV3aPbsVJqo8nzjf19a7d9SftEbEZ6c1AG8snGKkLpJy3LVDKpU4C1ajYNea7JEy53HGPWk2DhCKC4aNVdOKVmVQee1CdxvyYi/JLjFI3yHCR/N9aRRnj2p6cqMDn+GhtPVBy9O57F9jc3YLwf62nSQQK2MfL1WrLSTgRpIKrLIjeZxXj6nY9ya05bzSnl/So9Rvo4JBEmaWzjmR8T9f4ao3TzSzSCc/N/DTsnK5MnaIjSQPF0qM7PMaYt/umq1tMsUBkcVLbibak85w3pWlupkFjJelzNNF8rcYqeKPaBb56S+ZTCs0g+0Sw81NDC43SN3qJNWHtuNmErvt3VHLMPswtuGahsKsmJDmmw26wgTecfmqvhQnvYmtXmEG2ZqtQgO0arx/eqrNIfN2GMD93SrNIn+uNLfUpWuTXu2WTEJqmJcvIhH3TS3svzeZ69qhikiEpBH8FENtR1JK4XFuy22c9O9RzxbIRx1qzjJMBUVW1h2aKPmrSbZntqRW/E0cnXyvv1ZtJHSUyxcBVqqtvIlv5wp8Vx5CeQ5otfYWm5auTtk89zxVa+DTI8/n8elWpovNhXNRR2SYaNT+dSmk7mjXVDVnjit49gqUzmaT97wf+edUpbUoqRGbirJdCf3n9+rduUi+pYJD9TVE+QD56pz/AHqlt763YyCMYYtUgt90J+TLe9QtNAauczq0VvGnmt96sS4idHYlK6q+0lgvmxjrWJe6ZLGNo+b5a66TW1xJK3Yx0gCjC9ajeGLf8wYVpwWLSw+ZKnNEtj5oynStedcxnZpsypIxjPemOyJ883f2qzcReXKSVqFV7ORirT5kEk9kLE8jR+TlKRm87b+6x7UscKHgHH+1S+SSCvT/AGqY5SZ7dDKRJ+/5AqpOwgimNrB5iy9c1eVLebjzTUT27Krw8Mprxrp7ne72uihFczQw+eDuZazJjcMZL2Y81rywpDbSQF+tZDKyuyTd81rF3OefNYWWaKGxIA3NijTIGKZn+7ikNviQDPMjVfijNvCsyxj910qnaKsStXqJLcmFCYx8i00yZ/drTFLR2sjTPk7v9UKngijLSN5Y61DVmNu+gsNss2+UmlmiRY9v9aaZhuMC9NlOlUBV/wB6kk2rsG2iGWEII5bkZ9Ki89Hl2huamug2XXdx/DUYt1SKScnr95qdupOt7DUPmpn2qO6hlkj3RGgkx/O350K/7zgfN600raA227kkbeSiR+dzTJo4pG3SU+Iw8pIFb8KY9h50ikO37v8A5Z0aRY1dsZH5pKR5+Wqs9runMwP3OKu3FxGJcxj8qrsolikJPyGtLtaohq5NYXFwkMh8gbYqka4/0TJz5lQ6fDKkLbj+tJ5s32vAPyf88qmVnI0i3awhhnniabOTHN/qqmudMluLSOCL/W/fdqWZ/IYNt/d4pJLwidnV+KTc7XQvdb1I3tYraaS3QcVFeXMitkvhfWprm7iinkuFhHzGqUqRynzQMp/yy9qqMb6sUtGWIGgkOGc/SoLuMXUxg8nrSh4LafzWGT7UkEzi486R6pK2xMZaFT+yAG2qf3lQGw8o+TLDyKvxSYdxAOSfvVakEJhwv3+7Cjmd9Rq5ymsafEF8xY6zJbRolzj7tdfPpgMjYasu+00zPnyflrohNJWJafMc6qDzMVI2R/DxW5HpEXlc8LTLnTY4peuRt61XtI7i5bp2PSYH8p/nkq/ZXME0jwDvWS0sKnzAv/XGpoJuf3Z+leZJNI64VE+o643wyySCH95WbcQeeOMVsuh1S33Y/ef88qwYZruW/ktWg8unG17odRJaCD5H8yergeJ4JOfMqGOHa+eX7U2BmSUWm6m3dJGaS3ZK0aeWsG7tRJcSwRxjyO1Qie9ublIQn7uppB5XP+WqmtNSU7vQj/1UvlLlf+WjVKWEkXmE1HP5BPHXFOVzFDh+vvQ30HsNmZuOP+A1JcEfZ/LC4pkSuJMLU7wZg2dWFDaG07Gc2w8o/K1KAekHSo5Wy4+TtRC2xS2eabS3Zktx7Ki/dP4U5nPl01Pm/d+/SpJ7TyoDN8tGjKWuxTu4Z/PxiopYJvN2lKu2W6Z/tDwe3zVLJAhm2bqbumUrWuUbcY8u1835c1M21jzT44raTd2NKbb5cbql2SJa5tb6i3KxT2v/AEzqKG4EjyefAGjqZcRxIuTSyW7Jw6fNQpPYcUU9QghxIcbv+mVVH3KY7GH/AJa/NV6WxdpJGuJuKjhtQ/7gx/vIqrVEPtsVlt0gl8hF7VB9i1AhplB2Gr0pW6dB7U13ncZQ0RlJIlqSlYbYWEMY/fyU8MY14FBMyAiY0sPzDyw3z9zQ2VFsZIqQq0mfu9aqMvmyeUYOlW5JMOcTVJHDDKOmafM1qU9DLltSz+ckPX+Cq9xZFz5RHStoHyjiL+Kmi3jMvB8v/ZqlO2rIvdWNURNNItTiUQy4EH/AqoreQJuMZ/1dJDqaLL5FZyUmi7dUa9lO1vLu3cVYxp1wS7Qe1Yh1pLmT7LAclDVmzlKti5n/AN2s3GyubRqMk1G2nsZfKW3z5v8Ay1qtdxrNPiPr/wBMq3I4UnsfIM/zVzd1GtpNJFPPJ8tONpFVI2V0W4JvKY+Sn8NMabeTtSm2kkPnjL05QjJIivzTdiI3asMm4G+AZ80YpseFXypx0pGk27V/5af8sTUyQeT5fmH/AFlVuiUraDreJ5WZIMeYlWRkQSb/AJWVKrRb7W4/36llVriVi3+sqLe9YfmVUg+YnsIqY4LL93bU16TFPgN8tQXL+RH5mNwpvTYzlbqDzAYl8yrAkyuD9w1Qg1KCZvL+z8mrSz+dt6Lx602m4hGyeosv+tXdUckvlzcfx1M0ZC/KdtQXEUPnuI2/67U42khNpKxG80cMUgiXOaksRM5ej9wyyLKKdZvGHy3BpNK1ylrsI8nnQ+R/y0arM9xPEoyBn+JqrpvWfG2p5R5y8P8A9c6f2riT3KckvkmWQHj+GkPEu33qW6ZboeX/AHRioJU2y+lVpYmTXMQHz8ofIYbRmgz74wSeKmdWRBB54/1WajCFU4H1odmK6vZhJLtOKCjBiBTs7R5j53jrTXaMReYKL8uweQxklNuc9aFkaRVhz81JMjmIefUscnkjzOaN0PmFiTapK4qS3hWd+vNQh2VPN/ec+lOVJ1+/TasrIatFXKkonNsnkSS/9NKoXl7cwv8AdrXaF5lwGpjadAGc+Rz/AMsqpONrCs9TNs9aktAzl9j0sviGSS78iF5enrUF3YNbiRp+Nv8ADVRbKRfmT5fpWjhB6kpvodtoOtXE0TCU7nFV9Rae9u3C1gabd3FvueN/mxU+l6gfNHmT1j7NJ3N+dunY3LeGKKTy4W+dashghd/L2Z7UyONL2LMA6U65tdUjjSdvun+Gs7XuXSjdLQz7i/8AOn2onlt/tUkeowTH79ZGtTzfa9o71mNqUy8zfKK25L21M5StJne2d7Bu35j5/iqzCZJpT5+PlrgbXWZ4gFWQ1s6f4iuRJy1RKlJbDhVUZamzqEJL7AKjYebBvartlJBqkGJB8zVT1GOa2P2ZfugVEew5wcVzGXL5cMu/GKuWc8og24FVmhklbBbhqliU24PfFVJO2m5ndvQnm/ff66pJ44Ui8iFcU2Fp5R59ww+anzr50aeT/eqW2Di0Qyxf6T07ZqQM7SDnFSXP7mUTg/OtRyP5vz7vu0/eauVqkSSTQbdqx0ea8WJ2T93UM1xI/wC/bKineT8v7z/V0tIsL3dyL7VLt+0/Z8U0SKn3gP8AZpt3vjh/7bfu1pYbTzYxu6+XTsmrkOy6CMNyJzh8c1GkAaI75RSvDJCmRSvbCOIeZ1qlZXJtrcepxcfZvWopFYL5atxTo1kEfmP/ACqe1tJ59ph6YpbMqMeZkDWnyfd/CnTL+6+ZM1NLHPCdo6024hcjeT1pL3hOyIo54TFsJ5qA3KeYTE/Sg2yeYdnJpn2Saa5VI+tXGyZK30L5ZIocTQU3G4rNLBxTT+7lERmFMa680bfIqbXLk7bjNXWGYRwYrPUlVc+V+78qtK4umMe7yKoJNPLLh0+Sqi2tSbq10VmiVyFSnXNvArgw78/3Vqacsh/dwfnUcnmhf3PpWivuUm90aGm6vbQL88eD/FWpLrkMA2wPuWuYa33A4fB60s94I7cQOOgrPkTehpGrJj9YMFxJyKybqzZZfv8Aemzyu8nmipLebcI//QGrdXiiJS5ntqEETtdCNv71bFlo0uPMf7m6qdm25/Pc1r2U0EPG+onJomNi5p0zW+IX/KtO4lgvrXfcRL5gWqMSjZgD/WVYhQQrmuRtp6m0Jb3KEguIJDGUpkKXE0m0mr2qBQyTxjt/DVNBKsn2xe6VXNpoTKPLsywsUEEMa561Gl2yt5a1Ek2Ztnm5qxDH0eSm/MV9BYYxeJi460iwz5lz/q/4aYyy2qKi09ndbcDZx/ep2a2G7dBWiRQOR/u0it8h83pVcXEoeRdn7yKprhTx5XShkyba0I18tlbbU8iSooBPyJUUO6YZz/wGrAdY1J3fnRuxrQrvgzAn+9SSxqreZVlv3jH9/TLmCEtuH60KViVuNji86Pj71WI4bnyAPM+9/EKbaTQSXDwlvvR9RWzY6hZ6XapDcwebH/s1LkbU4pvVmVcQWwmTy/T5qguE2RMpwK0LpIop92nnzFcf981nXCktumlX7xprUTUepUubeXYARxioozLbR+Z61ZuszLuQZ7U0wMy+U5xirujGRDNHhvk+WkjHnH5vl3elLBHLcL5Ehqe0jjUGc9PSh92GokEDwvhW8yg2duo82cbN9SPfrGMqKzdav/K53UldvQTSRb8qzJb7nzVFeeTgwKq/LWXHez3D/Z+prWis38wmeTrV8qjuG7KsMGwZGf3tVNVghSLADbq0o8GWRF/5Z1VvbZ57UyxHFEdRap6GLaoJmxHxn3oUqsvmrmobm2ltLnh6khinDA4+Wuhk311NZIgYvNzirOk4vH+yuarLDcXFsFgH5Vas7U/aCZflrCSTW5tG97mnHFdRcvF8gqeCUhNwq1bwiazZDVLa0DbM9K5+ZSRrKHJqTzQ/aLXaZst/zzqgcRKdo/75q2GzFuCmozF5KZmHOP8AV0o6asiXvLTcrPG0i7s1MqR/Z2mYcU6GOKaKRIRipYBFDDytWnoSrplRZRPbRmeTBp07lrfC/f8ASrRhQ5O8UyGMJA3y8rTUl1G02tRi28gd5n6yinJDHMVh80/d9KdM27mpLX/Vmp2VxKz2I7WSGzmxKOalkUTDzyf1qOQjcdxpiuIIyZjlKqN27ijaXQUKGl+Y45p8RVInjLZpI5IZziEZH/LWmyp5MuBzmlqxtcpFEgM2ZSvSklv5/K5+73oMpk3Ar3pFKO/SmrJCUtdC/ZATQS+b1Rf3NVp54htjxUYlAl2r2pzQOzcv940opp6mkm7WCWb5vLHHzUjMd+NnSkZ1xtpbMSQybH/1jULTUyRUtYtyfaGmNRXd/wCVcmEfw1LBqB24qhfyGWbaUFaJO5VtFcuxXUk0nlQxZGagutJllf5/+WdEcw2BORV+a8RjH5f8cdK8o7EW1Mmzttr4PyNWnLeAWuEqtc2eJ8/980y8E6GODZn18um/edxuK2Jkh86TeOppHsyAI4aks4tsjR47b6vwWYnk3n86hvle4JaHGarBNJIWMPl/Nio4Wllk8nzP96ul1fTYjJ9yqf8Awj82M+T+tb+1i0ieVlzR48w9R+Faq6SZn3D9KraRYiGNFrobeIKFggIY1yzld3R0wSnv0IILP7FB5vmZqpexEy/aBGa0rmLA5p/kQXEKbP7v8VRbXQ3lG6sY0oIGG6D/AFn1qteFChYHdVy4mVv9HhqjOBGoMfSrUdTmktLD7SZTL5e7ipb2U58ljxL1qBRKkXyim+bJMMt8lVLuSiW3QtOxHAp8a7JfKzxUe2YWn2mEfvP7lStHAfLKn/po1JtFOFkOiQFjkYqPztsjLUepTz28W5RlKLRJ54NxOP73NUldGT0FaJXl4NTJ+/Ty6W4tgknmUCRicpxUt3Vx2dwjMcNlHAE6NUBKpJ5kh5qaWHzVXe3y/wAYqKRMPTXVBeyIwuBuzle1MadbZxu7ttqbcHixn6UlxZRzR5kMf7umtdBOKtoQRTRmX90AKtXMsflc1nDMN19DxVq4LyjIPNVYOa4sGJF3P0q7Aoe4km9OlV7RjaxYmTmrUMAiHnVEr3HbsYGn6ZcXsEhSqU8V7ZuftEW32krtvh7MYIJF+zK0m3rWZ4whj1S9knhj2Ef3a2c/esW42ic7BN5owRzV+CSLzY8Z/OpjpkcMPlwpRZ6f+9Uyp0qOeJHK0rjpW3TJCDmpTEUnAP8ArP4qlgsOcCrcFlNJLJ58Qj8r5RUuVtBpS+RXWNACZ/8AgVSmZF+5mo5LOQc/8s6ns7ZmGMfnWUnKxpGNyEMs42N96rFrawQWvzdf71SDw/Njd81Lb6ZO5jhmt3/e0r6FOMluipdp5SedCuPepbO6uAPmP41rTaKkFqWuB+7/ALtUYbFYYZIFP/fVNSTjYlwlB3NK0e2ubPDD9571g3t8yzMjsfk/u1O7zC6CwT7faszVGxegEbn70Ului51U426jpo22f6PLipYLQPGWY1HJG2Y1UBKmtJfLiYSpWmvLoYrUcsYxIwPH1qLYTL8tWHe3QU0Sebb/ACKKNnqVZIgeKXcIYvu0sZgMm4g8VNAdsMsbDrD+59qr2khN9HZe3mUdGTLUNSt/Mt5IfWpbdcq3l8mOGnCZhebQc0irDOhEbcy9aTbdkK2o1ZTeu2V2mnKm2QsV+XHSrUEKwmQ7qBp88zeb5f7uklrqU7vVEUqLLAH3HI+9VUjyBn/nr3rbtPCyTDfKZMelZerWr280lvNzto0vZBKDS2KitxuHzUIDN8h8xM0ttbCOMEc1Ya2eAfaGh+laXS0MtXoyO20+CVmqy1mkU3DfdqW0jeMbmP7yTrzUqwNE20fvDWTk76FK1tiOOziMwmncZFNMTCbGeE6cVOIdj/LSgsJcf89KSbGrWHeGLs6bp/zFPM/5ZVmXoe8uZBD9/wBaTTvOtoPJuOtXLQF361Ur3NJJW0GRaS7x+dM1R+Xb7dqL09a1ZhbWdthZC1Ztw37wXFuPkapvJyGtiVLbbD5+/mtMWMskIa5nFVNPhIuRBOE+atmaJpFUZH0rObdzqpxTjoiq+nfbLZAy+X/dNLpenQQSl52NbOnaZJcWfmUy8t54JUhZKE2kbKlF2ZBKIJBiGMVPaSR2/wC+aEc1XyFP2cR/vFqeGHzosU5WZfKlqi3ey6fqkOw2yj8KxZ9DCxf6ro1aCFoUx39Ka12zT4FQo2ZnJRlujn49Bm+0+bz/ALVZE9rBHNI0YzzXa3kwhtzOF421zVxCqYbfxLLWkXK5y1aMYxvcz54fOtDL3qAOlu+JRzV7UJPsy4NUyi3rpkYb1xWkWranM3Z3IppTcNuhNSLHmCQjrViO1gVU8oUs7+U+UHy0277D21I4xsgx1f1qP/l5+24OcdakEGBgfNSqNq8dqEpLUl2bI4lQNM1x8n92nxKPvmX56ewaWHNWtOs/tsX2WEZLdKi+hahfYitGnH7i5hrsvDNpa39j/ZUkIjkx98Vg2ujzQNvuIK0NOu59LBng+/S5laxrTppK7R09l4EvI3jiiz+9NZ/i34U6tbXsdvBB5jtXQ+GfH8upiCFvvRCu10bxTp+qNHZ300e71ehaCa51oeS+CfhJfa3rn9mTw/his/x94Zn8PavJpckO3ymr6g8NR+C9Mi+3QLH5m3/XGvPfiZ4Z0zxtFcXWkweZNQ7/ADJlT0PBZIP3oMFWNpm2uIcvWlrGgf2NP5V1D5bVs+Frjw2iRzalnH8VSndakcpU8P8Aw/vvEE0f2eD73tXQ6x+z1rEEUc8U1epfCyx8O3lp/aViP9Hi/wCWtdlrKaXqduPJFUtrmypxcT//2Q==\n", 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\n", "text/plain": [ "Image (3, 256, 256)" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "predict(0)" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "def get_row(idx):\n", " pred = predictions[0][idx]\n", " tags = find_tags(pred, 0.2)\n", " image_path = learn.data.test_ds.x.items[idx]\n", " image_name = re.search(r'([^/]+)$', f'{image_path}')[0].replace('.jpg', '')\n", " \n", " return image_name, tags" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "('test_28867', 'partly_cloudy primary')" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "get_row(4)" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Completed: 0\n", "Completed: 5000\n", "Completed: 10000\n", "Completed: 15000\n", "Completed: 20000\n", "Completed: 25000\n", "Completed: 30000\n", "Completed: 35000\n", "Completed: 40000\n", "Completed: 45000\n", "Completed: 50000\n", "Completed: 55000\n", "Completed: 60000\n" ] } ], "source": [ "df = pd.DataFrame(columns=['image_name', 'tags'])\n", "for idx in range(len(predictions[0])):\n", " if idx % 5000 == 0:\n", " print(f\"Completed: {idx}\")\n", " \n", " image_name, tags = get_row(idx)\n", " df.loc[idx] = [image_name, tags]" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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0file_19658agriculture partly_cloudy primary haze
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4test_28867partly_cloudy primary
\n", "
" ], "text/plain": [ " image_name tags\n", "0 file_19658 agriculture partly_cloudy primary haze\n", "1 test_18775 agriculture clear habitation water road primary\n", "2 file_20453 water primary haze\n", "3 test_23183 clear water primary\n", "4 test_28867 partly_cloudy primary" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [], "source": [ "submission_path = f'{PATH}/submission-train-unfreezed-256-size.csv'" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [], "source": [ "df.to_csv(submission_path, index=False)" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "image_name,tags\r\n", "file_19658,agriculture partly_cloudy primary haze\r\n", "test_18775,agriculture clear habitation water road primary\r\n", "file_20453,water primary haze\r\n", "test_23183,clear water primary\r\n", "test_28867,partly_cloudy primary\r\n", "test_17746,clear primary\r\n", "test_11747,clear water primary\r\n", "test_21382,clear primary\r\n", "test_10914,agriculture clear water primary cultivation\r\n" ] } ], "source": [ "!head {submission_path}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Upload to kaggle\n", "\n", "You can use the following command to upload our submission to kaggle.\n", "\n", "```\n", "kaggle competitions submit -c planet-understanding-the-amazon-from-space -f submission.csv -m \"Message\"\n", "```" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "fastai-v1", "language": "python", "name": "fastai-v1" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.1" } }, "nbformat": 4, "nbformat_minor": 2 }