Skip to content

Instantly share code, notes, and snippets.

@GitHubbler
Created September 11, 2020 00:57
Show Gist options
  • Save GitHubbler/3d0c8f64dde38335ebf83afe0f52a64c to your computer and use it in GitHub Desktop.
Save GitHubbler/3d0c8f64dde38335ebf83afe0f52a64c to your computer and use it in GitHub Desktop.
Copy of quick_start.ipynb
Display the source blob
Display the rendered blob
Raw
{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"jupytext": {
"split_at_heading": true
},
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"colab": {
"name": "Copy of quick_start.ipynb",
"provenance": [],
"include_colab_link": true
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/GitHubbler/3d0c8f64dde38335ebf83afe0f52a64c/copy-of-quick_start.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"metadata": {
"id": "vR7ujcY-YQI5",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 122
},
"outputId": "114cd39c-025e-4317-e17c-f6c17f68dfe1"
},
"source": [
"!pip install pandas==1.1.0"
],
"execution_count": 2,
"outputs": [
{
"output_type": "stream",
"text": [
"Requirement already satisfied: pandas==1.1.0 in /usr/local/lib/python3.6/dist-packages (1.1.0)\n",
"Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.6/dist-packages (from pandas==1.1.0) (2.8.1)\n",
"Requirement already satisfied: numpy>=1.15.4 in /usr/local/lib/python3.6/dist-packages (from pandas==1.1.0) (1.18.5)\n",
"Requirement already satisfied: pytz>=2017.2 in /usr/local/lib/python3.6/dist-packages (from pandas==1.1.0) (2018.9)\n",
"Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.6/dist-packages (from python-dateutil>=2.7.3->pandas==1.1.0) (1.15.0)\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "5_Y5CivjYuMk",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 37
},
"outputId": "095e5ce7-f29a-404b-c58b-5a73facb7b77"
},
"source": [
"import pandas as pd\n",
"pd.__version__"
],
"execution_count": 3,
"outputs": [
{
"output_type": "execute_result",
"data": {
"application/vnd.google.colaboratory.intrinsic+json": {
"type": "string"
},
"text/plain": [
"'1.1.0'"
]
},
"metadata": {
"tags": []
},
"execution_count": 3
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ecU71v7XmFED",
"colab_type": "text"
},
"source": [
""
]
},
{
"cell_type": "code",
"metadata": {
"id": "JFrzsGfQZfYz",
"colab_type": "code",
"colab": {}
},
"source": [
"!pip install -Uqq fastbook\n",
"import fastbook\n",
"fastbook.setup_book()"
],
"execution_count": 4,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "qPPZQCOrGMG1",
"colab_type": "code",
"colab": {}
},
"source": [
"#all_slow"
],
"execution_count": 5,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "EVbGRZIqGMG7",
"colab_type": "code",
"colab": {}
},
"source": [
"\n",
"#hide\n",
"from fastai.vision.all import *\n",
"from fastai.text.all import *\n",
"from fastai.collab import *\n",
"from fastai.tabular.all import *"
],
"execution_count": 6,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "LfDPL0-FGMHA",
"colab_type": "text"
},
"source": [
"# fastai applications - quick start"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "hLKBVUBvGMHB",
"colab_type": "text"
},
"source": [
"fastai's applications all use the same basic steps and code:\n",
"\n",
"- Create appropriate `DataLoaders`\n",
"- Create a `Learner`\n",
"- Call a *fit* method\n",
"- Make predictions or view results.\n",
"\n",
"In this quick start, we'll show these steps for a wide range of difference applications and datasets. As you'll see, the code in each case is extremely similar, despite the very different models and data being used."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "YjUXHM_qGMHC",
"colab_type": "text"
},
"source": [
"## Computer vision classification"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "BTabrPWfGMHC",
"colab_type": "text"
},
"source": [
"The code below does the following things:\n",
"\n",
"1. A dataset called the [Oxford-IIIT Pet Dataset](http://www.robots.ox.ac.uk/~vgg/data/pets/) that contains 7,349 images of cats and dogs from 37 different breeds will be downloaded from the fast.ai datasets collection to the GPU server you are using, and will then be extracted.\n",
"2. A *pretrained model* that has already been trained on 1.3 million images, using a competition-winning model will be downloaded from the internet.\n",
"3. The pretrained model will be *fine-tuned* using the latest advances in transfer learning, to create a model that is specially customized for recognizing dogs and cats.\n",
"\n",
"The first two steps only need to be run once. If you run it again, it will use the dataset and model that have already been downloaded, rather than downloading them again."
]
},
{
"cell_type": "code",
"metadata": {
"id": "grN4-ZaQGMHD",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 143
},
"outputId": "1005237b-2cd8-4e18-cadb-4033b75dcb16"
},
"source": [
"path = untar_data(URLs.PETS)/'images'\n",
"\n",
"def is_cat(x): return x[0].isupper()\n",
"dls = ImageDataLoaders.from_name_func(\n",
" path, get_image_files(path), valid_pct=0.2, seed=42,\n",
" label_func=is_cat, item_tfms=Resize(224))\n",
"\n",
"learn = cnn_learner(dls, resnet34, metrics=error_rate)\n",
"learn.fine_tune(1)"
],
"execution_count": 7,
"outputs": [
{
"output_type": "display_data",
"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>error_rate</th>\n",
" <th>time</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>0</td>\n",
" <td>0.156454</td>\n",
" <td>0.024500</td>\n",
" <td>0.008119</td>\n",
" <td>00:51</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"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>error_rate</th>\n",
" <th>time</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>0</td>\n",
" <td>0.064240</td>\n",
" <td>0.015235</td>\n",
" <td>0.004736</td>\n",
" <td>00:56</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "E7aUI3WRGMHH",
"colab_type": "text"
},
"source": [
"You can do inference with your model with the `predict` method:"
]
},
{
"cell_type": "code",
"metadata": {
"id": "q61Ifyp4g_v-",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 51
},
"outputId": "fc8e3cff-f8ba-486a-cbeb-08168efda0fd"
},
"source": [
"!ls -R 'gdrive/My Drive/images'\n",
"\n"
],
"execution_count": 8,
"outputs": [
{
"output_type": "stream",
"text": [
"'gdrive/My Drive/images':\n",
"cat.jpg\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "uAS2o1ITGMHH",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 766
},
"outputId": "130b791f-2ea6-44ac-9449-39ed7f100391"
},
"source": [
"img = PILImage.create('gdrive/My Drive/images/cat.jpg')\n",
"img"
],
"execution_count": 9,
"outputs": [
{
"output_type": "execute_result",
"data": {
"image/png": "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\n",
"text/plain": [
"PILImage mode=RGB size=800x749"
]
},
"metadata": {
"tags": []
},
"execution_count": 9
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "zRYuWB9_GMHK",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 51
},
"outputId": "750d8e7b-9c7c-4edb-9012-0f3e7dde74f3"
},
"source": [
"is_cat,_,probs = learn.predict(img)\n",
"print(f\"Is this a cat?: {is_cat}.\")\n",
"print(f\"Probability it's a cat: {probs[1].item():.6f}\")"
],
"execution_count": 10,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/html": [
""
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"Is this a cat?: True.\n",
"Probability it's a cat: 1.000000\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "-HsAUkQwGMHM",
"colab_type": "text"
},
"source": [
"### Computer vision segmentation"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "xTEAqC9mGMHN",
"colab_type": "text"
},
"source": [
"Here is how we can train a segmentation model with fastai, using a subset of the [*Camvid* dataset](http://www0.cs.ucl.ac.uk/staff/G.Brostow/papers/Brostow_2009-PRL.pdf):"
]
},
{
"cell_type": "code",
"metadata": {
"id": "900BeouAGMHN",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 360
},
"outputId": "ca4c90bc-21a5-4280-9b9d-caa78042e1b5"
},
"source": [
"path = untar_data(URLs.CAMVID_TINY)\n",
"dls = SegmentationDataLoaders.from_label_func(\n",
" path, bs=8, fnames = get_image_files(path/\"images\"),\n",
" label_func = lambda o: path/'labels'/f'{o.stem}_P{o.suffix}',\n",
" codes = np.loadtxt(path/'codes.txt', dtype=str)\n",
")\n",
"\n",
"learn = unet_learner(dls, resnet34)\n",
"learn.fine_tune(8)"
],
"execution_count": 11,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/html": [
""
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"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>time</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>0</td>\n",
" <td>2.565591</td>\n",
" <td>2.351682</td>\n",
" <td>00:01</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"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>time</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>0</td>\n",
" <td>1.855354</td>\n",
" <td>1.482758</td>\n",
" <td>00:01</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1</td>\n",
" <td>1.552459</td>\n",
" <td>1.145693</td>\n",
" <td>00:01</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2</td>\n",
" <td>1.427485</td>\n",
" <td>1.168234</td>\n",
" <td>00:01</td>\n",
" </tr>\n",
" <tr>\n",
" <td>3</td>\n",
" <td>1.303498</td>\n",
" <td>0.965353</td>\n",
" <td>00:01</td>\n",
" </tr>\n",
" <tr>\n",
" <td>4</td>\n",
" <td>1.172643</td>\n",
" <td>0.873152</td>\n",
" <td>00:01</td>\n",
" </tr>\n",
" <tr>\n",
" <td>5</td>\n",
" <td>1.058787</td>\n",
" <td>0.825318</td>\n",
" <td>00:01</td>\n",
" </tr>\n",
" <tr>\n",
" <td>6</td>\n",
" <td>0.967634</td>\n",
" <td>0.789058</td>\n",
" <td>00:01</td>\n",
" </tr>\n",
" <tr>\n",
" <td>7</td>\n",
" <td>0.895402</td>\n",
" <td>0.779882</td>\n",
" <td>00:01</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "aBcVAxFPGMHP",
"colab_type": "text"
},
"source": [
"We can visualize how well it achieved its task, by asking the model to color-code each pixel of an image."
]
},
{
"cell_type": "code",
"metadata": {
"id": "IXe-X0g9GMHP",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 491
},
"outputId": "f49f547b-3503-46fe-de97-d7cf3533b26b"
},
"source": [
"learn.show_results(max_n=6, figsize=(7,8))"
],
"execution_count": 12,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/html": [
""
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 504x576 with 4 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "CmRIM6a9GMHR",
"colab_type": "text"
},
"source": [
"## Natural language processing"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "z36wEpHZGMHR",
"colab_type": "text"
},
"source": [
"Here is all of the code necessary to train a model that can classify the sentiment of a movie review better than anything that existed in the world just five years ago:"
]
},
{
"cell_type": "code",
"metadata": {
"id": "euARseeZGMHR",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 174
},
"outputId": "52ecf82b-809d-4e43-dde3-c2b2e39bb7ae"
},
"source": [
"dls = TextDataLoaders.from_folder(untar_data(URLs.IMDB), valid='test')\n",
"learn = text_classifier_learner(dls, AWD_LSTM, drop_mult=0.5, metrics=accuracy)\n",
"learn.fine_tune(2, 1e-2)"
],
"execution_count": 13,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/html": [
""
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
"text/html": [
""
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
"text/html": [
""
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"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>0.615510</td>\n",
" <td>0.396552</td>\n",
" <td>0.820480</td>\n",
" <td>03:51</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"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>0.296942</td>\n",
" <td>0.241134</td>\n",
" <td>0.907680</td>\n",
" <td>07:26</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1</td>\n",
" <td>0.227079</td>\n",
" <td>0.205542</td>\n",
" <td>0.920240</td>\n",
" <td>07:41</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "PFV0_0BfGMHT",
"colab_type": "text"
},
"source": [
"Predictions are done with `predict`, as for computer vision:"
]
},
{
"cell_type": "code",
"metadata": {
"id": "2Lg53mLGGMHT",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 307
},
"outputId": "c6a40b0d-0754-4cf4-e821-4556f1c9b23a"
},
"source": [
"learn.predict(\"I really liked that movie!\")"
],
"execution_count": 19,
"outputs": [
{
"output_type": "error",
"ename": "TypeError",
"evalue": "ignored",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-19-0785a7cb481b>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mlearn\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpredict\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"I really liked that movie!\"\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/python3.6/dist-packages/fastai/learner.py\u001b[0m in \u001b[0;36mpredict\u001b[0;34m(self, item, rm_type_tfms, with_input)\u001b[0m\n\u001b[1;32m 245\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 246\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mpredict\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mitem\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrm_type_tfms\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mwith_input\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\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--> 247\u001b[0;31m \u001b[0mdl\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdls\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtest_dl\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrm_type_tfms\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mrm_type_tfms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnum_workers\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\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 248\u001b[0m \u001b[0minp\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mpreds\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0m_\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mdec_preds\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_preds\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdl\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdl\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mwith_input\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mwith_decoded\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 249\u001b[0m \u001b[0mi\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdls\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'n_inp'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/usr/local/lib/python3.6/dist-packages/fastai/tabular/data.py\u001b[0m in \u001b[0;36mtest_dl\u001b[0;34m(self, test_items, rm_type_tfms, process, **kwargs)\u001b[0m\n\u001b[1;32m 30\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mtest_dl\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtest_items\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrm_type_tfms\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mprocess\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\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 31\u001b[0m \u001b[0mto\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtrain_ds\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnew\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtest_items\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 32\u001b[0;31m \u001b[0;32mif\u001b[0m \u001b[0mprocess\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mto\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mprocess\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[1;32m 33\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalid\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnew\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mto\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 34\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/usr/local/lib/python3.6/dist-packages/fastai/tabular/core.py\u001b[0m in \u001b[0;36mprocess\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 176\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mshow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmax_n\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mdisplay_df\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnew\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mall_cols\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0mmax_n\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdecode\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 177\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0msetup\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mprocs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msetup\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 178\u001b[0;31m \u001b[0;32mdef\u001b[0m \u001b[0mprocess\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mprocs\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\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 179\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mloc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 180\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0miloc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0m_TabIloc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/usr/local/lib/python3.6/dist-packages/fastcore/transform.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, o)\u001b[0m\n\u001b[1;32m 195\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mt\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 196\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 197\u001b[0;31m \u001b[0;32mdef\u001b[0m \u001b[0m__call__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mo\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mcompose_tfms\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mo\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtfms\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msplit_idx\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msplit_idx\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 198\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__repr__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0;34mf\"Pipeline: {' -> '.join([f.name for f in self.fs if f.name != 'noop'])}\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 199\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__getitem__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/usr/local/lib/python3.6/dist-packages/fastcore/transform.py\u001b[0m in \u001b[0;36mcompose_tfms\u001b[0;34m(x, tfms, is_enc, reverse, **kwargs)\u001b[0m\n\u001b[1;32m 147\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mf\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mtfms\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 148\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mis_enc\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdecode\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 149\u001b[0;31m \u001b[0mx\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\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 150\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 151\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/usr/local/lib/python3.6/dist-packages/fastcore/transform.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, x, **kwargs)\u001b[0m\n\u001b[1;32m 70\u001b[0m \u001b[0;34m@\u001b[0m\u001b[0mproperty\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 71\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'_name'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_get_name\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\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---> 72\u001b[0;31m \u001b[0;32mdef\u001b[0m \u001b[0m__call__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_call\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'encodes'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\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 73\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mdecode\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_call\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'decodes'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 74\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__repr__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0;34mf'{self.name}:\\nencodes: {self.encodes}decodes: {self.decodes}'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/usr/local/lib/python3.6/dist-packages/fastcore/transform.py\u001b[0m in \u001b[0;36m_call\u001b[0;34m(self, fn, x, split_idx, **kwargs)\u001b[0m\n\u001b[1;32m 96\u001b[0m \u001b[0;34m\"A `Transform` that modifies in-place and just returns whatever it's passed\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 97\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m_call\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfn\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msplit_idx\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\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---> 98\u001b[0;31m \u001b[0msuper\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_call\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfn\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0msplit_idx\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m**\u001b[0m\u001b[0mkwargs\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 99\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 100\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/usr/local/lib/python3.6/dist-packages/fastcore/transform.py\u001b[0m in \u001b[0;36m_call\u001b[0;34m(self, fn, x, split_idx, **kwargs)\u001b[0m\n\u001b[1;32m 80\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m_call\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfn\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msplit_idx\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\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 81\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0msplit_idx\u001b[0m\u001b[0;34m!=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msplit_idx\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msplit_idx\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 82\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_do_call\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgetattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfn\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\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 83\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 84\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m_do_call\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\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/usr/local/lib/python3.6/dist-packages/fastcore/transform.py\u001b[0m in \u001b[0;36m_do_call\u001b[0;34m(self, f, x, **kwargs)\u001b[0m\n\u001b[1;32m 86\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mf\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 87\u001b[0m \u001b[0mret\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreturns_none\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mhasattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mf\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m'returns_none'\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32melse\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 88\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mretain_type\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mret\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 89\u001b[0m \u001b[0mres\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtuple\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_do_call\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx_\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mx_\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 90\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mretain_type\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mres\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/usr/local/lib/python3.6/dist-packages/fastcore/dispatch.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 108\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0margs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 109\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minst\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mMethodType\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minst\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 110\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\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 111\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 112\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__get__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minst\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mowner\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/usr/local/lib/python3.6/dist-packages/fastai/tabular/core.py\u001b[0m in \u001b[0;36mencodes\u001b[0;34m(self, to)\u001b[0m\n\u001b[1;32m 241\u001b[0m \u001b[0mstore_attr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mclasses\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m{\u001b[0m\u001b[0mn\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0mCategoryMap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mto\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0miloc\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mn\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0madd_na\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mn\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mto\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcat_names\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mn\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mto\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcat_names\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 242\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 243\u001b[0;31m \u001b[0;32mdef\u001b[0m \u001b[0mencodes\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mto\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mto\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtransform\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mto\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcat_names\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpartial\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0m_apply_cats\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mclasses\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m1\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[1;32m 244\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mdecodes\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mto\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mto\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtransform\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mto\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcat_names\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpartial\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0m_decode_cats\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mclasses\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 245\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__getitem__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mk\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mclasses\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mk\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/usr/local/lib/python3.6/dist-packages/fastai/tabular/core.py\u001b[0m in \u001b[0;36mtransform\u001b[0;34m(self, cols, f, all_col)\u001b[0m\n\u001b[1;32m 199\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mtransform\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcols\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mall_col\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\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 200\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mall_col\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mcols\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mc\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mc\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mcols\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mc\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 201\u001b[0;31m \u001b[0;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcols\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mcols\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mcols\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtransform\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mf\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 202\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 203\u001b[0m \u001b[0;31m# Cell\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/usr/local/lib/python3.6/dist-packages/fastcore/foundation.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, k)\u001b[0m\n\u001b[1;32m 317\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__init__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mitems\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitems\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mitems\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 318\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__len__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 319\u001b[0;31m \u001b[0;32mdef\u001b[0m \u001b[0m__getitem__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mk\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mk\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mk\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mCollBase\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32melse\u001b[0m \u001b[0mk\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 320\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__setitem__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mk\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mv\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mk\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mk\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mCollBase\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32melse\u001b[0m \u001b[0mk\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mv\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 321\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__delitem__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;32mdel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\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;31mTypeError\u001b[0m: list indices must be integers or slices, not list"
]
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "TrfMSrBcGMHV",
"colab_type": "text"
},
"source": [
"## Tabular"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "j01Ae4NQGMHV",
"colab_type": "text"
},
"source": [
"Building models from plain *tabular* data is done using the same basic steps as the previous models. Here is the code necessary to train a model that will predict whether a person is a high-income earner, based on their socioeconomic background:"
]
},
{
"cell_type": "code",
"metadata": {
"id": "LBBVUi7-GMHV",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 111
},
"outputId": "40d73ecf-0182-4b4d-893a-56b3ccbd4e12"
},
"source": [
"path = untar_data(URLs.ADULT_SAMPLE)\n",
"\n",
"dls = TabularDataLoaders.from_csv(path/'adult.csv', path=path, y_names=\"salary\",\n",
" cat_names = ['workclass', 'education', 'marital-status', 'occupation',\n",
" 'relationship', 'race'],\n",
" cont_names = ['age', 'fnlwgt', 'education-num'],\n",
" procs = [Categorify, FillMissing, Normalize])\n",
"\n",
"learn = tabular_learner(dls, metrics=accuracy)\n",
"learn.fit_one_cycle(2)"
],
"execution_count": 15,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/html": [
""
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"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>0.356362</td>\n",
" <td>0.363952</td>\n",
" <td>0.831388</td>\n",
" <td>00:04</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1</td>\n",
" <td>0.339441</td>\n",
" <td>0.355007</td>\n",
" <td>0.835534</td>\n",
" <td>00:05</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "o6TMeIkmGMHX",
"colab_type": "text"
},
"source": [
"## Recommendation systems"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Qo354BvIGMHX",
"colab_type": "text"
},
"source": [
"Recommendation systems are very important, particularly in e-commerce. Companies like Amazon and Netflix try hard to recommend products or movies that users might like. Here's how to train a model that will predict movies people might like, based on their previous viewing habits, using the [MovieLens dataset](https://doi.org/10.1145/2827872):"
]
},
{
"cell_type": "code",
"metadata": {
"id": "EFXYtDVbGMHY",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 298
},
"outputId": "07e7c431-78b6-4bfe-b100-5fe0b212a05a"
},
"source": [
"path = untar_data(URLs.ML_SAMPLE)\n",
"dls = CollabDataLoaders.from_csv(path/'ratings.csv')\n",
"learn = collab_learner(dls, y_range=(0.5,5.5))\n",
"learn.fine_tune(6)"
],
"execution_count": 16,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/html": [
""
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"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>time</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>0</td>\n",
" <td>1.494550</td>\n",
" <td>1.445548</td>\n",
" <td>00:00</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"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>time</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>0</td>\n",
" <td>1.352366</td>\n",
" <td>1.358658</td>\n",
" <td>00:00</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1</td>\n",
" <td>1.168741</td>\n",
" <td>1.037072</td>\n",
" <td>00:00</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2</td>\n",
" <td>0.893052</td>\n",
" <td>0.791250</td>\n",
" <td>00:00</td>\n",
" </tr>\n",
" <tr>\n",
" <td>3</td>\n",
" <td>0.746175</td>\n",
" <td>0.721418</td>\n",
" <td>00:00</td>\n",
" </tr>\n",
" <tr>\n",
" <td>4</td>\n",
" <td>0.691092</td>\n",
" <td>0.704718</td>\n",
" <td>00:00</td>\n",
" </tr>\n",
" <tr>\n",
" <td>5</td>\n",
" <td>0.675114</td>\n",
" <td>0.702757</td>\n",
" <td>00:00</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "aO4EAeCeGMHZ",
"colab_type": "text"
},
"source": [
"We can use the same `show_results` call we saw earlier to view a few examples of user and movie IDs, actual ratings, and predictions:"
]
},
{
"cell_type": "code",
"metadata": {
"id": "VwhRD5SaGMHZ",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 328
},
"outputId": "6d21b068-452b-40d4-efc9-1341cde0f1f7"
},
"source": [
"learn.show_results()"
],
"execution_count": 17,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/html": [
""
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
"text/html": [
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>userId</th>\n",
" <th>movieId</th>\n",
" <th>rating</th>\n",
" <th>rating_pred</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>96.0</td>\n",
" <td>63.0</td>\n",
" <td>3.5</td>\n",
" <td>3.206113</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>15.0</td>\n",
" <td>72.0</td>\n",
" <td>1.5</td>\n",
" <td>3.350015</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>42.0</td>\n",
" <td>25.0</td>\n",
" <td>3.5</td>\n",
" <td>3.395474</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>53.0</td>\n",
" <td>6.0</td>\n",
" <td>5.0</td>\n",
" <td>4.301303</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>43.0</td>\n",
" <td>30.0</td>\n",
" <td>3.0</td>\n",
" <td>3.134672</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>32.0</td>\n",
" <td>84.0</td>\n",
" <td>5.0</td>\n",
" <td>4.161340</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>82.0</td>\n",
" <td>28.0</td>\n",
" <td>5.0</td>\n",
" <td>3.234843</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>45.0</td>\n",
" <td>87.0</td>\n",
" <td>5.0</td>\n",
" <td>3.097658</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>54.0</td>\n",
" <td>72.0</td>\n",
" <td>3.0</td>\n",
" <td>3.228557</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "bSyPDO40GMHb",
"colab_type": "code",
"colab": {}
},
"source": [
""
],
"execution_count": 17,
"outputs": []
}
]
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment