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@sayakpaul
Last active August 25, 2022 05:10
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Demonstrates the compatibility between Feather and TensorFlow with a real dataset.
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{
"cells": [
{
"cell_type": "markdown",
"id": "04dd71c8",
"metadata": {},
"source": [
"## Initial setup"
]
},
{
"cell_type": "markdown",
"id": "69e522d3",
"metadata": {},
"source": [
"Install dependencies."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "01097ef1",
"metadata": {},
"outputs": [],
"source": [
"!pip install -q transformers datasets tensorflow pyarrow matplotlib tensorflow-io-nightly -q "
]
},
{
"cell_type": "markdown",
"id": "bd8c993f",
"metadata": {},
"source": [
"Gather some data."
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "cdd2b176",
"metadata": {},
"outputs": [],
"source": [
"!wget -q https://storage.googleapis.com/download.tensorflow.org/example_images/flower_photos.tgz -O flower_photos.tgz\n",
"!tar xf flower_photos.tgz"
]
},
{
"cell_type": "markdown",
"id": "bc342911",
"metadata": {},
"source": [
"## Initial imports"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "252a0988",
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import tensorflow as tf\n",
"import glob\n",
"import os\n",
"\n",
"from pyarrow.feather import write_feather\n",
"import pyarrow as pa\n",
"import tqdm\n",
"import math"
]
},
{
"cell_type": "markdown",
"id": "9a230672",
"metadata": {},
"source": [
"## Collect all image paths and gather labels"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "74f5bc6f",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(['flower_photos/roses/16209331331_343c899d38.jpg',\n",
" 'flower_photos/roses/5777669976_a205f61e5b.jpg',\n",
" 'flower_photos/roses/4860145119_b1c3cbaa4e_n.jpg',\n",
" 'flower_photos/roses/15011625580_7974c44bce.jpg',\n",
" 'flower_photos/roses/17953368844_be3d18cf30_m.jpg'],\n",
" 3670)"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"image_paths = glob.glob(\"flower_photos/*/*.jpg\")\n",
"image_paths[:5], len(image_paths)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "d9d885b5",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['roses', 'roses', 'roses', 'roses', 'roses']"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"all_labels = list(map(lambda x: x.split(\"/\")[1], image_paths))\n",
"all_labels[:5]"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "46ea492d",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'daisy': 0, 'dandelion': 1, 'roses': 2, 'sunflowers': 3, 'tulips': 4}"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"unique_labels = sorted(set(all_labels))\n",
"label2_id = {label: idx for idx, label in enumerate(unique_labels)}\n",
"label2_id"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "5face38d",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[2, 2, 2, 2, 2]"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"all_integer_labels = list(map(lambda x: label2_id.get(x), all_labels))\n",
"all_integer_labels[:5]"
]
},
{
"cell_type": "markdown",
"id": "19775d1c",
"metadata": {},
"source": [
"## Write feather files"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "e1537a28",
"metadata": {},
"outputs": [],
"source": [
"batch_size = 1000\n",
"chunk_size = 1000"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "be22173e",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/var/folders/z_/d29z43w90kz6f4kbzv5c9m9r0000gn/T/ipykernel_20328/1007705059.py:8: TqdmDeprecationWarning: Please use `tqdm.notebook.trange` instead of `tqdm.tnrange`\n",
" for step in tqdm.tnrange(int(math.ceil(len(image_paths) / batch_size))):\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "f10dc10c44e14cdd960efc4acc123bb2",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
" 0%| | 0/4 [00:00<?, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total images written: 1000.\n",
"Total images written: 2000.\n",
"Total images written: 3000.\n",
"Total images written: 3670.\n"
]
}
],
"source": [
"def read_image(path):\n",
" with open(path, \"rb\") as f:\n",
" return f.read()\n",
"\n",
"\n",
"total_images_written = 0\n",
"\n",
"for step in tqdm.tnrange(int(math.ceil(len(image_paths) / batch_size))):\n",
" batch_image_paths = image_paths[step * batch_size : (step + 1) * batch_size]\n",
" batch_image_labels = all_integer_labels[step * batch_size : (step + 1) * batch_size]\n",
"\n",
" data = [read_image(path) for path in batch_image_paths]\n",
" table = pa.Table.from_arrays([data, batch_image_labels], [\"data\", \"labels\"])\n",
" write_feather(table, f\"/tmp/flowers_feather_{step}.feather\", chunksize=chunk_size)\n",
" total_images_written += len(batch_image_paths)\n",
" print(f\"Total images written: {total_images_written}.\")\n",
"\n",
" del data"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "4a2f1b5a",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"-rw-r--r-- 1 sayakpaul wheel 64M Aug 22 14:20 /tmp/flowers_feather_0.feather\r\n",
"-rw-r--r-- 1 sayakpaul wheel 59M Aug 22 14:20 /tmp/flowers_feather_1.feather\r\n",
"-rw-r--r-- 1 sayakpaul wheel 51M Aug 22 14:20 /tmp/flowers_feather_2.feather\r\n",
"-rw-r--r-- 1 sayakpaul wheel 45M Aug 22 14:20 /tmp/flowers_feather_3.feather\r\n"
]
}
],
"source": [
"ls -lh /tmp/*.feather"
]
},
{
"cell_type": "markdown",
"id": "3a816c02",
"metadata": {},
"source": [
"## Decoding the feather files"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "16478d1d",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2.9.1\n",
"0.26.0\n"
]
}
],
"source": [
"import tensorflow_io.arrow as arrow_io\n",
"import tensorflow_io as tfio\n",
"\n",
"print(tf.__version__)\n",
"print(tfio.__version__)"
]
},
{
"cell_type": "markdown",
"id": "af16dee2",
"metadata": {},
"source": [
"### Prepare an `ArrowFeatherDataset` for individual samples"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "449ae824",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"2022-08-22 14:20:48.456062: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 FMA\n",
"To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
"2022-08-22 14:20:49.360654: I tensorflow_io/core/kernels/cpu_check.cc:128] Your CPU supports instructions that this TensorFlow IO binary was not compiled to use: AVX2 FMA\n",
"2022-08-22 14:20:49.504659: E tensorflow/core/framework/dataset.cc:580] UNIMPLEMENTED: Cannot compute input sources for dataset of type IO>ArrowFeatherDataset, because the dataset does not implement `InputDatasets`.\n",
"2022-08-22 14:20:49.504681: E tensorflow/core/framework/dataset.cc:584] UNIMPLEMENTED: Cannot merge options for dataset of type IO>ArrowFeatherDataset, because the dataset does not implement `InputDatasets`.\n"
]
}
],
"source": [
"dataset = arrow_io.ArrowFeatherDataset(\n",
" [\"/tmp/flowers_feather_0.feather\"],\n",
" columns=(0, 1),\n",
" output_types=(tf.string, tf.int64),\n",
" output_shapes=([], []),\n",
" batch_size=32,\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "155f4331",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(TensorSpec(shape=(None,), dtype=tf.string, name=None), TensorSpec(shape=(None,), dtype=tf.int64, name=None))\n"
]
}
],
"source": [
"print(dataset.element_spec)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "652c2e85",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"2022-08-22 14:21:12.821197: E tensorflow/core/framework/dataset.cc:580] UNIMPLEMENTED: Cannot compute input sources for dataset of type IO>ArrowFeatherDataset, because the dataset does not implement `InputDatasets`.\n",
"2022-08-22 14:21:12.821220: E tensorflow/core/framework/dataset.cc:584] UNIMPLEMENTED: Cannot merge options for dataset of type IO>ArrowFeatherDataset, because the dataset does not implement `InputDatasets`.\n",
"2022-08-22 14:21:12.821651: E tensorflow/core/framework/dataset.cc:580] FAILED_PRECONDITION: Cannot compute input sources for dataset of type RootDataset, because sources could not be computed for input dataset of type IO>ArrowFeatherDataset\n"
]
}
],
"source": [
"sample = next(iter(dataset))"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "42a58bb3",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(TensorShape([32]), TensorShape([32]))"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# image data and labels\n",
"sample[0].shape, sample[1].shape"
]
},
{
"cell_type": "markdown",
"id": "12527944",
"metadata": {},
"source": [
"## Prepare an end-to-end dataset (`tf.data.Dataset`)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "75fddd4f",
"metadata": {},
"outputs": [],
"source": [
"# https://towardsdatascience.com/e55179eeeb72\n",
"\n",
"\n",
"def decode_image(encoded_string, label):\n",
" return tf.image.decode_png(encoded_string, channels=3), label\n",
"\n",
"\n",
"def get_dataset(batch_size=32, image_size=224):\n",
" autotune = tf.data.AUTOTUNE\n",
" filenames = tf.data.Dataset.list_files(\"/tmp/*.feather\", shuffle=True)\n",
"\n",
" def make_ds(file):\n",
" ds = arrow_io.ArrowFeatherDataset(\n",
" [file],\n",
" [0, 1],\n",
" output_types=(tf.string, tf.int64),\n",
" output_shapes=([], []),\n",
" batch_mode=\"auto\",\n",
" )\n",
" return ds\n",
"\n",
" ds = filenames.interleave(make_ds, num_parallel_calls=autotune, deterministic=False)\n",
" ds = ds.unbatch()\n",
" ds = ds.map(decode_image, num_parallel_calls=autotune)\n",
" ds = ds.map(\n",
" lambda x, y: (tf.image.resize(x, (image_size, image_size)), y),\n",
" num_parallel_calls=autotune,\n",
" )\n",
" return ds.batch(batch_size).prefetch(autotune)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "fe2d4e59",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(TensorSpec(shape=(None, 224, 224, 3), dtype=tf.float32, name=None),\n",
" TensorSpec(shape=(None,), dtype=tf.int64, name=None))"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"prepared_ds = get_dataset()\n",
"prepared_ds.element_spec"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "912a68c2",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"2022-08-22 14:27:41.087319: E tensorflow/core/framework/dataset.cc:580] UNIMPLEMENTED: Cannot compute input sources for dataset of type IO>ArrowFeatherDataset, because the dataset does not implement `InputDatasets`.\n",
"2022-08-22 14:27:41.087343: E tensorflow/core/framework/dataset.cc:584] UNIMPLEMENTED: Cannot merge options for dataset of type IO>ArrowFeatherDataset, because the dataset does not implement `InputDatasets`.\n",
"2022-08-22 14:27:41.087516: E tensorflow/core/framework/dataset.cc:580] UNIMPLEMENTED: Cannot compute input sources for dataset of type IO>ArrowFeatherDataset, because the dataset does not implement `InputDatasets`.\n",
"2022-08-22 14:27:41.087539: E tensorflow/core/framework/dataset.cc:584] UNIMPLEMENTED: Cannot merge options for dataset of type IO>ArrowFeatherDataset, because the dataset does not implement `InputDatasets`.\n",
"2022-08-22 14:27:41.087690: E tensorflow/core/framework/dataset.cc:580] UNIMPLEMENTED: Cannot compute input sources for dataset of type IO>ArrowFeatherDataset, because the dataset does not implement `InputDatasets`.\n",
"2022-08-22 14:27:41.087710: E tensorflow/core/framework/dataset.cc:584] UNIMPLEMENTED: Cannot merge options for dataset of type IO>ArrowFeatherDataset, because the dataset does not implement `InputDatasets`.\n",
"2022-08-22 14:27:41.087838: E tensorflow/core/framework/dataset.cc:580] UNIMPLEMENTED: Cannot compute input sources for dataset of type IO>ArrowFeatherDataset, because the dataset does not implement `InputDatasets`.\n",
"2022-08-22 14:27:41.087870: E tensorflow/core/framework/dataset.cc:584] UNIMPLEMENTED: Cannot merge options for dataset of type IO>ArrowFeatherDataset, because the dataset does not implement `InputDatasets`.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"(32, 224, 224, 3) (32,)\n"
]
}
],
"source": [
"for batch in prepared_ds.take(1):\n",
" image_batch, label_batch = batch[0], batch[1]\n",
" print(image_batch.shape, label_batch.shape)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "185b0ec6",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"index = tf.experimental.numpy.random.randint(0, len(image_batch))\n",
"\n",
"plt.imshow(image_batch[index].numpy().squeeze().astype(\"int\"))\n",
"plt.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.2"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
tensorflow==2.9.1
tensorflow-io==0.26.0
pyarrow
tqdm
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