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@yang-zhang
Created October 17, 2018 20:38
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from_df debug
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{
"cells": [
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "import fastai; fastai.__version__",
"execution_count": 1,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 1,
"data": {
"text/plain": "'1.0.7.dev0'"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "import numpy; numpy.__version__",
"execution_count": 2,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 2,
"data": {
"text/plain": "'1.15.2'"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "%reload_ext autoreload\n%autoreload 2\n\nfrom fastai import *\nfrom fastai.vision import *",
"execution_count": 3,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "path = untar_data(URLs.PLANET)\npath",
"execution_count": 4,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 4,
"data": {
"text/plain": "PosixPath('/Users/yang.zhang/git/fastai/fastai/../data/planet_sample')"
},
"metadata": {}
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "df = pd.read_csv(path/'labels.csv', index_col=0)\n\ndf.head()",
"execution_count": 29,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 29,
"data": {
"text/plain": " image_name tags\n0 train_21983 partly_cloudy primary\n1 train_9516 clear cultivation primary water\n2 train_12664 haze primary\n3 train_36960 clear primary\n4 train_5302 haze primary road",
"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>image_name</th>\n <th>tags</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>train_21983</td>\n <td>partly_cloudy primary</td>\n </tr>\n <tr>\n <th>1</th>\n <td>train_9516</td>\n <td>clear cultivation primary water</td>\n </tr>\n <tr>\n <th>2</th>\n <td>train_12664</td>\n <td>haze primary</td>\n </tr>\n <tr>\n <th>3</th>\n <td>train_36960</td>\n <td>clear primary</td>\n </tr>\n <tr>\n <th>4</th>\n <td>train_5302</td>\n <td>haze primary road</td>\n </tr>\n </tbody>\n</table>\n</div>"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "works fine"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "df = pd.read_csv(path/'labels.csv', index_col=0)\ndata = ImageDataBunch.from_df(path, folder='train', sep=' ', df=df, suffix='.jpg', ds_tfms=get_transforms(), tfms=imagenet_norm, size=224)\nimg,labels = data.valid_ds[-1]\nimg.show(title=\" \".join(np.array(data.classes)[np.where(labels)[0]]))",
"execution_count": 26,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 216x216 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "`np.concatenate` complains about series"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "df = pd.read_csv(path/'labels.csv', index_col=0)\ndf = df.sample(100)\ndata = ImageDataBunch.from_df(path, folder='train', sep=' ', df=df, suffix='.jpg', ds_tfms=get_transforms(), tfms=imagenet_norm, size=224)",
"execution_count": 30,
"outputs": [
{
"output_type": "error",
"ename": "KeyError",
"evalue": "0",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-30-028e7e0fa75b>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0mdf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread_csv\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0;34m'labels.csv'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mindex_col\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0mdf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msample\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m100\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mImageDataBunch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfrom_df\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfolder\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'train'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msep\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m' '\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msuffix\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'.jpg'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mds_tfms\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mget_transforms\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtfms\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mimagenet_norm\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msize\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m224\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[0;32m~/git/fastai/fastai/vision/data.py\u001b[0m in \u001b[0;36mfrom_df\u001b[0;34m(cls, path, df, folder, sep, valid_pct, fn_col, label_col, test, suffix, **kwargs)\u001b[0m\n\u001b[1;32m 284\u001b[0m \u001b[0mfnames\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabels\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_df_to_fns_labels\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msuffix\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msuffix\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabel_delim\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msep\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfn_col\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mfn_col\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabel_col\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlabel_col\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 285\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0msep\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 286\u001b[0;31m \u001b[0mclasses\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0muniqueify\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mconcatenate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlabels\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 287\u001b[0m \u001b[0mdatasets\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mImageMultiDataset\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfrom_folder\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfolder\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfnames\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabels\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalid_pct\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mvalid_pct\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mclasses\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mclasses\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 288\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mtest\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mdatasets\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mImageMultiDataset\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfrom_single_folder\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0mtest\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mclasses\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdatasets\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\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[0m\n",
"\u001b[0;32m~/anaconda3/envs/fastaidev/lib/python3.7/site-packages/pandas/core/series.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 765\u001b[0m \u001b[0mkey\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcom\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_apply_if_callable\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 766\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 767\u001b[0;31m \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_value\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 768\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 769\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mis_scalar\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mresult\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/anaconda3/envs/fastaidev/lib/python3.7/site-packages/pandas/core/indexes/base.py\u001b[0m in \u001b[0;36mget_value\u001b[0;34m(self, series, key)\u001b[0m\n\u001b[1;32m 3116\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3117\u001b[0m return self._engine.get_value(s, k,\n\u001b[0;32m-> 3118\u001b[0;31m tz=getattr(series.dtype, 'tz', None))\n\u001b[0m\u001b[1;32m 3119\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3120\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m0\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minferred_type\u001b[0m \u001b[0;32min\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m'integer'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'boolean'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_value\u001b[0;34m()\u001b[0m\n",
"\u001b[0;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_value\u001b[0;34m()\u001b[0m\n",
"\u001b[0;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n",
"\u001b[0;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.Int64HashTable.get_item\u001b[0;34m()\u001b[0m\n",
"\u001b[0;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.Int64HashTable.get_item\u001b[0;34m()\u001b[0m\n",
"\u001b[0;31mKeyError\u001b[0m: 0"
]
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "`df.reset_index(drop=True)` sovled the error"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "df = pd.read_csv(path/'labels.csv', index_col=0)\ndf = df.sample(100)\ndata = ImageDataBunch.from_df(path, folder='train', sep=' ', df=df.reset_index(drop=True), suffix='.jpg', ds_tfms=get_transforms(), tfms=imagenet_norm, size=224)\nimg,labels = data.valid_ds[-1]\nimg.show(title=\" \".join(np.array(data.classes)[np.where(labels)[0]]))",
"execution_count": 46,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 216x216 with 1 Axes>",
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "Another solution: in `vision.data._df_to_fns_labels()`, replace\n```\n labels = df.iloc[:,label_col]\n```\nby\n```\n labels = df.iloc[:,label_col].values\n```"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "df = pd.read_csv(path/'labels.csv', index_col=0)\ndf = df.sample(100)\ndata = ImageDataBunch.from_df(path, folder='train', sep=' ', df=df, suffix='.jpg', ds_tfms=get_transforms(), tfms=imagenet_norm, size=224)\nimg,labels = data.valid_ds[-1]\nimg.show(title=\" \".join(np.array(data.classes)[np.where(labels)[0]]))",
"execution_count": 50,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 216x216 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": {
"trusted": true
},
"cell_type": "code",
"source": "",
"execution_count": null,
"outputs": []
}
],
"metadata": {
"kernelspec": {
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