{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "Jxv6goXm7oGF"
},
"source": [
"##### Copyright 2018 The TensorFlow Authors.\n",
"\n",
"Licensed under the Apache License, Version 2.0 (the \"License\");"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:38.471786Z",
"iopub.status.busy": "2024-01-17T02:24:38.471195Z",
"iopub.status.idle": "2024-01-17T02:24:38.475292Z",
"shell.execute_reply": "2024-01-17T02:24:38.474730Z"
},
"id": "llMNufAK7nfK"
},
"outputs": [],
"source": [
"#@title Licensed under the Apache License, Version 2.0 (the \"License\"); { display-mode: \"form\" }\n",
"# you may not use this file except in compliance with the License.\n",
"# You may obtain a copy of the License at\n",
"#\n",
"# https://www.apache.org/licenses/LICENSE-2.0\n",
"#\n",
"# Unless required by applicable law or agreed to in writing, software\n",
"# distributed under the License is distributed on an \"AS IS\" BASIS,\n",
"# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n",
"# See the License for the specific language governing permissions and\n",
"# limitations under the License."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "8Byow2J6LaPl"
},
"source": [
"# tf.data: Build TensorFlow input pipelines"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "kGXS3UWBBNoc"
},
"source": [
"
"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "9Qo3HgDjbDcI"
},
"source": [
"The `tf.data` API enables you to build complex input pipelines from simple,\n",
"reusable pieces. For example, the pipeline for an image model might aggregate\n",
"data from files in a distributed file system, apply random perturbations to each\n",
"image, and merge randomly selected images into a batch for training. The\n",
"pipeline for a text model might involve extracting symbols from raw text data,\n",
"converting them to embedding identifiers with a lookup table, and batching\n",
"together sequences of different lengths. The `tf.data` API makes it possible to\n",
"handle large amounts of data, read from different data formats, and perform\n",
"complex transformations.\n",
"\n",
"The `tf.data` API introduces a `tf.data.Dataset` abstraction that represents a\n",
"sequence of elements, in which each element consists of one or more components.\n",
"For example, in an image pipeline, an element might be a single training\n",
"example, with a pair of tensor components representing the image and its label.\n",
"\n",
"There are two distinct ways to create a dataset:\n",
"\n",
"* A data **source** constructs a `Dataset` from data stored in memory or in\n",
" one or more files.\n",
"\n",
"* A data **transformation** constructs a dataset from one or more\n",
" `tf.data.Dataset` objects.\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:38.479075Z",
"iopub.status.busy": "2024-01-17T02:24:38.478588Z",
"iopub.status.idle": "2024-01-17T02:24:40.922812Z",
"shell.execute_reply": "2024-01-17T02:24:40.922008Z"
},
"id": "UJIEjEIBdf-h"
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"2024-01-17 02:24:38.925403: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:9261] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n",
"2024-01-17 02:24:38.925446: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:607] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n",
"2024-01-17 02:24:38.927059: E external/local_xla/xla/stream_executor/cuda/cuda_blas.cc:1515] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n"
]
}
],
"source": [
"import tensorflow as tf"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:40.926853Z",
"iopub.status.busy": "2024-01-17T02:24:40.926442Z",
"iopub.status.idle": "2024-01-17T02:24:41.394050Z",
"shell.execute_reply": "2024-01-17T02:24:41.393118Z"
},
"id": "7Y0JtWBNR9E5"
},
"outputs": [],
"source": [
"import pathlib\n",
"import os\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"import numpy as np\n",
"\n",
"np.set_printoptions(precision=4)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "0l4a0ALxdaWF"
},
"source": [
"## Basic mechanics\n",
"\n",
"\n",
"To create an input pipeline, you must start with a data *source*. For example,\n",
"to construct a `Dataset` from data in memory, you can use\n",
"`tf.data.Dataset.from_tensors()` or `tf.data.Dataset.from_tensor_slices()`.\n",
"Alternatively, if your input data is stored in a file in the recommended\n",
"TFRecord format, you can use `tf.data.TFRecordDataset()`.\n",
"\n",
"Once you have a `Dataset` object, you can *transform* it into a new `Dataset` by\n",
"chaining method calls on the `tf.data.Dataset` object. For example, you can\n",
"apply per-element transformations such as `Dataset.map`, and multi-element\n",
"transformations such as `Dataset.batch`. Refer to the documentation for\n",
"`tf.data.Dataset` for a complete list of transformations.\n",
"\n",
"The `Dataset` object is a Python iterable. This makes it possible to consume its\n",
"elements using a for loop:"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:41.398340Z",
"iopub.status.busy": "2024-01-17T02:24:41.397783Z",
"iopub.status.idle": "2024-01-17T02:24:43.710999Z",
"shell.execute_reply": "2024-01-17T02:24:43.710325Z"
},
"id": "0F-FDnjB6t6J"
},
"outputs": [
{
"data": {
"text/plain": [
"<_TensorSliceDataset element_spec=TensorSpec(shape=(), dtype=tf.int32, name=None)>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dataset = tf.data.Dataset.from_tensor_slices([8, 3, 0, 8, 2, 1])\n",
"dataset"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:43.714523Z",
"iopub.status.busy": "2024-01-17T02:24:43.713905Z",
"iopub.status.idle": "2024-01-17T02:24:43.727884Z",
"shell.execute_reply": "2024-01-17T02:24:43.727207Z"
},
"id": "pwJsRJ-FbDcJ"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"8\n",
"3\n",
"0\n",
"8\n",
"2\n",
"1\n"
]
}
],
"source": [
"for elem in dataset:\n",
" print(elem.numpy())"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "m0yy80MobDcM"
},
"source": [
"Or by explicitly creating a Python iterator using `iter` and consuming its\n",
"elements using `next`:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:43.731268Z",
"iopub.status.busy": "2024-01-17T02:24:43.730695Z",
"iopub.status.idle": "2024-01-17T02:24:43.736123Z",
"shell.execute_reply": "2024-01-17T02:24:43.735487Z"
},
"id": "03w9oxFfbDcM"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"8\n"
]
}
],
"source": [
"it = iter(dataset)\n",
"\n",
"print(next(it).numpy())"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Q4CgCL8qbDcO"
},
"source": [
"Alternatively, dataset elements can be consumed using the `reduce`\n",
"transformation, which reduces all elements to produce a single result. The\n",
"following example illustrates how to use the `reduce` transformation to compute\n",
"the sum of a dataset of integers."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:43.739435Z",
"iopub.status.busy": "2024-01-17T02:24:43.738887Z",
"iopub.status.idle": "2024-01-17T02:24:43.780358Z",
"shell.execute_reply": "2024-01-17T02:24:43.779666Z"
},
"id": "C2bHAeNxbDcO"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"22\n"
]
}
],
"source": [
"print(dataset.reduce(0, lambda state, value: state + value).numpy())"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "B2Fzwt2nbDcR"
},
"source": [
"\n",
"\n",
" \n",
"### Dataset structure\n",
"\n",
"A dataset produces a sequence of *elements*, where each element is\n",
"the same (nested) structure of *components*. Individual components\n",
"of the structure can be of any type representable by\n",
"`tf.TypeSpec`, including `tf.Tensor`, `tf.sparse.SparseTensor`,\n",
"`tf.RaggedTensor`, `tf.TensorArray`, or `tf.data.Dataset`.\n",
"\n",
"The Python constructs that can be used to express the (nested)\n",
"structure of elements include `tuple`, `dict`, `NamedTuple`, and\n",
"`OrderedDict`. In particular, `list` is not a valid construct for\n",
"expressing the structure of dataset elements. This is because\n",
"early `tf.data` users felt strongly about `list` inputs (for example, when passed\n",
"to `tf.data.Dataset.from_tensors`) being automatically packed as\n",
"tensors and `list` outputs (for example, return values of user-defined\n",
"functions) being coerced into a `tuple`. As a consequence, if you\n",
"would like a `list` input to be treated as a structure, you need\n",
"to convert it into `tuple` and if you would like a `list` output\n",
"to be a single component, then you need to explicitly pack it\n",
"using `tf.stack`.\n",
"\n",
"The `Dataset.element_spec` property allows you to inspect the type\n",
"of each element component. The property returns a *nested structure*\n",
"of `tf.TypeSpec` objects, matching the structure of the element,\n",
"which may be a single component, a tuple of components, or a nested\n",
"tuple of components. For example:"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:43.783853Z",
"iopub.status.busy": "2024-01-17T02:24:43.783272Z",
"iopub.status.idle": "2024-01-17T02:24:43.793022Z",
"shell.execute_reply": "2024-01-17T02:24:43.792343Z"
},
"id": "Mg0m1beIhXGn"
},
"outputs": [
{
"data": {
"text/plain": [
"TensorSpec(shape=(10,), dtype=tf.float32, name=None)"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dataset1 = tf.data.Dataset.from_tensor_slices(tf.random.uniform([4, 10]))\n",
"\n",
"dataset1.element_spec"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:43.796436Z",
"iopub.status.busy": "2024-01-17T02:24:43.795796Z",
"iopub.status.idle": "2024-01-17T02:24:43.804738Z",
"shell.execute_reply": "2024-01-17T02:24:43.804077Z"
},
"id": "cwyemaghhXaG"
},
"outputs": [
{
"data": {
"text/plain": [
"(TensorSpec(shape=(), dtype=tf.float32, name=None),\n",
" TensorSpec(shape=(100,), dtype=tf.int32, name=None))"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dataset2 = tf.data.Dataset.from_tensor_slices(\n",
" (tf.random.uniform([4]),\n",
" tf.random.uniform([4, 100], maxval=100, dtype=tf.int32)))\n",
"\n",
"dataset2.element_spec"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:43.808020Z",
"iopub.status.busy": "2024-01-17T02:24:43.807742Z",
"iopub.status.idle": "2024-01-17T02:24:43.814137Z",
"shell.execute_reply": "2024-01-17T02:24:43.813503Z"
},
"id": "1CL7aB0ahXn_"
},
"outputs": [
{
"data": {
"text/plain": [
"(TensorSpec(shape=(10,), dtype=tf.float32, name=None),\n",
" (TensorSpec(shape=(), dtype=tf.float32, name=None),\n",
" TensorSpec(shape=(100,), dtype=tf.int32, name=None)))"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dataset3 = tf.data.Dataset.zip((dataset1, dataset2))\n",
"\n",
"dataset3.element_spec"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:43.817462Z",
"iopub.status.busy": "2024-01-17T02:24:43.816887Z",
"iopub.status.idle": "2024-01-17T02:24:43.827752Z",
"shell.execute_reply": "2024-01-17T02:24:43.827172Z"
},
"id": "m5bz7R1xhX1f"
},
"outputs": [
{
"data": {
"text/plain": [
"SparseTensorSpec(TensorShape([3, 4]), tf.int32)"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Dataset containing a sparse tensor.\n",
"dataset4 = tf.data.Dataset.from_tensors(tf.SparseTensor(indices=[[0, 0], [1, 2]], values=[1, 2], dense_shape=[3, 4]))\n",
"\n",
"dataset4.element_spec"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:43.830954Z",
"iopub.status.busy": "2024-01-17T02:24:43.830383Z",
"iopub.status.idle": "2024-01-17T02:24:43.834379Z",
"shell.execute_reply": "2024-01-17T02:24:43.833787Z"
},
"id": "lVOPHur_hYQv"
},
"outputs": [
{
"data": {
"text/plain": [
"tensorflow.python.framework.sparse_tensor.SparseTensor"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Use value_type to see the type of value represented by the element spec\n",
"dataset4.element_spec.value_type"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "r5xNsFFvhUnr"
},
"source": [
"The `Dataset` transformations support datasets of any structure. When using the\n",
"`Dataset.map`, and `Dataset.filter` transformations,\n",
"which apply a function to each element, the element structure determines the\n",
"arguments of the function:"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:43.837589Z",
"iopub.status.busy": "2024-01-17T02:24:43.837101Z",
"iopub.status.idle": "2024-01-17T02:24:43.843173Z",
"shell.execute_reply": "2024-01-17T02:24:43.842546Z"
},
"id": "2myAr3Pxd-zF"
},
"outputs": [
{
"data": {
"text/plain": [
"<_TensorSliceDataset element_spec=TensorSpec(shape=(10,), dtype=tf.int32, name=None)>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dataset1 = tf.data.Dataset.from_tensor_slices(\n",
" tf.random.uniform([4, 10], minval=1, maxval=10, dtype=tf.int32))\n",
"\n",
"dataset1"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:43.846465Z",
"iopub.status.busy": "2024-01-17T02:24:43.845865Z",
"iopub.status.idle": "2024-01-17T02:24:43.857650Z",
"shell.execute_reply": "2024-01-17T02:24:43.857056Z"
},
"id": "woPXMP14gUTg"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[2 1 3 2 1 3 9 6 4 5]\n",
"[8 9 2 9 1 4 7 2 4 5]\n",
"[3 9 6 8 4 6 8 4 9 5]\n",
"[4 3 7 2 8 6 4 9 7 6]\n"
]
}
],
"source": [
"for z in dataset1:\n",
" print(z.numpy())"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:43.860787Z",
"iopub.status.busy": "2024-01-17T02:24:43.860253Z",
"iopub.status.idle": "2024-01-17T02:24:43.867325Z",
"shell.execute_reply": "2024-01-17T02:24:43.866650Z"
},
"id": "53PA4x6XgLar"
},
"outputs": [
{
"data": {
"text/plain": [
"<_TensorSliceDataset element_spec=(TensorSpec(shape=(), dtype=tf.float32, name=None), TensorSpec(shape=(100,), dtype=tf.int32, name=None))>"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dataset2 = tf.data.Dataset.from_tensor_slices(\n",
" (tf.random.uniform([4]),\n",
" tf.random.uniform([4, 100], maxval=100, dtype=tf.int32)))\n",
"\n",
"dataset2"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:43.870540Z",
"iopub.status.busy": "2024-01-17T02:24:43.870110Z",
"iopub.status.idle": "2024-01-17T02:24:43.875602Z",
"shell.execute_reply": "2024-01-17T02:24:43.875023Z"
},
"id": "2ju4sNSebDcR"
},
"outputs": [
{
"data": {
"text/plain": [
"<_ZipDataset element_spec=(TensorSpec(shape=(10,), dtype=tf.int32, name=None), (TensorSpec(shape=(), dtype=tf.float32, name=None), TensorSpec(shape=(100,), dtype=tf.int32, name=None)))>"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dataset3 = tf.data.Dataset.zip((dataset1, dataset2))\n",
"\n",
"dataset3"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:43.878754Z",
"iopub.status.busy": "2024-01-17T02:24:43.878144Z",
"iopub.status.idle": "2024-01-17T02:24:43.890081Z",
"shell.execute_reply": "2024-01-17T02:24:43.889458Z"
},
"id": "BgxsfAS2g6gk"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"shapes: (10,), (), (100,)\n",
"shapes: (10,), (), (100,)\n",
"shapes: (10,), (), (100,)\n",
"shapes: (10,), (), (100,)\n"
]
}
],
"source": [
"for a, (b,c) in dataset3:\n",
" print('shapes: {a.shape}, {b.shape}, {c.shape}'.format(a=a, b=b, c=c))"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "M1s2K0g-bDcT"
},
"source": [
"## Reading input data\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "F3JG2f0h2683"
},
"source": [
"### Consuming NumPy arrays\n",
"\n",
"Refer to the [Loading NumPy arrays](../tutorials/load_data/numpy.ipynb) tutorial for more examples.\n",
"\n",
"If all of your input data fits in memory, the simplest way to create a `Dataset`\n",
"from them is to convert them to `tf.Tensor` objects and use\n",
"`Dataset.from_tensor_slices`."
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:43.893562Z",
"iopub.status.busy": "2024-01-17T02:24:43.892959Z",
"iopub.status.idle": "2024-01-17T02:24:44.827798Z",
"shell.execute_reply": "2024-01-17T02:24:44.826926Z"
},
"id": "NmaE6PjjhQ47"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/train-labels-idx1-ubyte.gz\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r",
" 8192/29515 [=======>......................] - ETA: 0s"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"29515/29515 [==============================] - 0s 0us/step\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/train-images-idx3-ubyte.gz\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r",
" 8192/26421880 [..............................] - ETA: 0s"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 5357568/26421880 [=====>........................] - ETA: 0s"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"19316736/26421880 [====================>.........] - ETA: 0s"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"26421880/26421880 [==============================] - 0s 0us/step\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/t10k-labels-idx1-ubyte.gz\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r",
"5148/5148 [==============================] - 0s 0us/step\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/t10k-images-idx3-ubyte.gz\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r",
" 8192/4422102 [..............................] - ETA: 0s"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"4422102/4422102 [==============================] - 0s 0us/step\n"
]
}
],
"source": [
"train, test = tf.keras.datasets.fashion_mnist.load_data()"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:44.831960Z",
"iopub.status.busy": "2024-01-17T02:24:44.831361Z",
"iopub.status.idle": "2024-01-17T02:24:45.890908Z",
"shell.execute_reply": "2024-01-17T02:24:45.890231Z"
},
"id": "J6cNiuDBbDcU"
},
"outputs": [
{
"data": {
"text/plain": [
"<_TensorSliceDataset element_spec=(TensorSpec(shape=(28, 28), dtype=tf.float64, name=None), TensorSpec(shape=(), dtype=tf.uint8, name=None))>"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"images, labels = train\n",
"images = images/255\n",
"\n",
"dataset = tf.data.Dataset.from_tensor_slices((images, labels))\n",
"dataset"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "XkwrDHN5bDcW"
},
"source": [
"Note: The above code snippet will embed the `features` and `labels` arrays\n",
"in your TensorFlow graph as `tf.constant()` operations. This works well for a\n",
"small dataset, but wastes memory---because the contents of the array will be\n",
"copied multiple times---and can run into the 2GB limit for the `tf.GraphDef`\n",
"protocol buffer."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "pO4ua2gEmIhR"
},
"source": [
"### Consuming Python generators\n",
"\n",
"Another common data source that can easily be ingested as a `tf.data.Dataset` is the python generator.\n",
"\n",
"Caution: While this is a convenient approach it has limited portability and scalability. It must run in the same python process that created the generator, and is still subject to the Python [GIL](https://en.wikipedia.org/wiki/Global_interpreter_lock)."
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:45.894762Z",
"iopub.status.busy": "2024-01-17T02:24:45.894206Z",
"iopub.status.idle": "2024-01-17T02:24:45.897741Z",
"shell.execute_reply": "2024-01-17T02:24:45.897111Z"
},
"id": "9njpME-jmDza"
},
"outputs": [],
"source": [
"def count(stop):\n",
" i = 0\n",
" while i 5:\n",
" break"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "LmkynGilx0qf"
},
"source": [
"The first output is an `int32` the second is a `float32`.\n",
"\n",
"The first item is a scalar, shape `()`, and the second is a vector of unknown length, shape `(None,)`"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:46.043933Z",
"iopub.status.busy": "2024-01-17T02:24:46.043381Z",
"iopub.status.idle": "2024-01-17T02:24:46.070989Z",
"shell.execute_reply": "2024-01-17T02:24:46.070328Z"
},
"id": "zDTfhEzhsliM"
},
"outputs": [
{
"data": {
"text/plain": [
"<_FlatMapDataset element_spec=(TensorSpec(shape=(), dtype=tf.int32, name=None), TensorSpec(shape=(None,), dtype=tf.float32, name=None))>"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ds_series = tf.data.Dataset.from_generator(\n",
" gen_series,\n",
" output_types=(tf.int32, tf.float32),\n",
" output_shapes=((), (None,)))\n",
"\n",
"ds_series"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "WWxvSyQiyN0o"
},
"source": [
"Now it can be used like a regular `tf.data.Dataset`. Note that when batching a dataset with a variable shape, you need to use `Dataset.padded_batch`."
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:46.074614Z",
"iopub.status.busy": "2024-01-17T02:24:46.074017Z",
"iopub.status.idle": "2024-01-17T02:24:46.152851Z",
"shell.execute_reply": "2024-01-17T02:24:46.152168Z"
},
"id": "A7jEpj3As1lO"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[ 4 18 19 2 8 22 13 0 25 27]\n",
"\n",
"[[-0.5268 0.8465 1.8949 -0.6337 -0.9212 0.2917 0.1995 -0.2283 1.5621]\n",
" [-0.7196 0.3447 -0.5744 -1.6807 1.9387 -0.7832 1.1232 0.5444 0.3566]\n",
" [-1.0073 0. 0. 0. 0. 0. 0. 0. 0. ]\n",
" [ 1.3614 -0.0866 0.4309 -1.1438 0.066 0.3847 -0.8009 0. 0. ]\n",
" [-0.7528 0. 0. 0. 0. 0. 0. 0. 0. ]\n",
" [-0.006 0.9022 1.2462 0.0703 0. 0. 0. 0. 0. ]\n",
" [ 0.5811 0. 0. 0. 0. 0. 0. 0. 0. ]\n",
" [-0.1996 1.6923 -0.274 -0.7509 -0.6734 -1.687 -0.8438 -1.0904 0. ]\n",
" [ 0.3178 0.0775 1.3367 1.0921 0.1651 0.9298 0.0764 -0.4039 0. ]\n",
" [ 1.5668 -1.3154 0.8587 -0.7022 0. 0. 0. 0. 0. ]]\n"
]
}
],
"source": [
"ds_series_batch = ds_series.shuffle(20).padded_batch(10)\n",
"\n",
"ids, sequence_batch = next(iter(ds_series_batch))\n",
"print(ids.numpy())\n",
"print()\n",
"print(sequence_batch.numpy())"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "_hcqOccJ1CxG"
},
"source": [
"For a more realistic example, try wrapping `preprocessing.image.ImageDataGenerator` as a `tf.data.Dataset`.\n",
"\n",
"First download the data:"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:46.156357Z",
"iopub.status.busy": "2024-01-17T02:24:46.155665Z",
"iopub.status.idle": "2024-01-17T02:24:49.173868Z",
"shell.execute_reply": "2024-01-17T02:24:49.173032Z"
},
"id": "g-_JCFRQ1CXM"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Downloading data from https://storage.googleapis.com/download.tensorflow.org/example_images/flower_photos.tgz\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r",
" 8192/228813984 [..............................] - ETA: 0s"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 8396800/228813984 [>.............................] - ETA: 1s"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 22347776/228813984 [=>............................] - ETA: 1s"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 34570240/228813984 [===>..........................] - ETA: 0s"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 47906816/228813984 [=====>........................] - ETA: 0s"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 62242816/228813984 [=======>......................] - ETA: 0s"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 75882496/228813984 [========>.....................] - ETA: 0s"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 86728704/228813984 [==========>...................] - ETA: 0s"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 99753984/228813984 [============>.................] - ETA: 0s"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"114114560/228813984 [=============>................] - ETA: 0s"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"127647744/228813984 [===============>..............] - ETA: 0s"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"142376960/228813984 [=================>............] - ETA: 0s"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"156966912/228813984 [===================>..........] - ETA: 0s"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"166985728/228813984 [====================>.........] - ETA: 0s"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"177012736/228813984 [======================>.......] - ETA: 0s"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"188833792/228813984 [=======================>......] - ETA: 0s"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"200261632/228813984 [=========================>....] - ETA: 0s"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"211378176/228813984 [==========================>...] - ETA: 0s"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"216768512/228813984 [===========================>..] - ETA: 0s"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"225976320/228813984 [============================>.] - ETA: 0s"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"228813984/228813984 [==============================] - 1s 0us/step\n"
]
}
],
"source": [
"flowers = tf.keras.utils.get_file(\n",
" 'flower_photos',\n",
" 'https://storage.googleapis.com/download.tensorflow.org/example_images/flower_photos.tgz',\n",
" untar=True)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "UIjPhvQ87jUT"
},
"source": [
"Create the `image.ImageDataGenerator`"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:49.178616Z",
"iopub.status.busy": "2024-01-17T02:24:49.177927Z",
"iopub.status.idle": "2024-01-17T02:24:49.181817Z",
"shell.execute_reply": "2024-01-17T02:24:49.181190Z"
},
"id": "vPCZeBQE5DfH"
},
"outputs": [],
"source": [
"img_gen = tf.keras.preprocessing.image.ImageDataGenerator(rescale=1./255, rotation_range=20)"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:49.185153Z",
"iopub.status.busy": "2024-01-17T02:24:49.184609Z",
"iopub.status.idle": "2024-01-17T02:24:49.694896Z",
"shell.execute_reply": "2024-01-17T02:24:49.694216Z"
},
"id": "my4PxqfH26p6"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Found 3670 images belonging to 5 classes.\n"
]
}
],
"source": [
"images, labels = next(img_gen.flow_from_directory(flowers))"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:49.698404Z",
"iopub.status.busy": "2024-01-17T02:24:49.698159Z",
"iopub.status.idle": "2024-01-17T02:24:49.701842Z",
"shell.execute_reply": "2024-01-17T02:24:49.701263Z"
},
"id": "Hd96nH1w3eKH"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"float32 (32, 256, 256, 3)\n",
"float32 (32, 5)\n"
]
}
],
"source": [
"print(images.dtype, images.shape)\n",
"print(labels.dtype, labels.shape)"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:49.705075Z",
"iopub.status.busy": "2024-01-17T02:24:49.704537Z",
"iopub.status.idle": "2024-01-17T02:24:49.732566Z",
"shell.execute_reply": "2024-01-17T02:24:49.731974Z"
},
"id": "KvRwvt5E2rTH"
},
"outputs": [
{
"data": {
"text/plain": [
"(TensorSpec(shape=(32, 256, 256, 3), dtype=tf.float32, name=None),\n",
" TensorSpec(shape=(32, 5), dtype=tf.float32, name=None))"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ds = tf.data.Dataset.from_generator(\n",
" lambda: img_gen.flow_from_directory(flowers),\n",
" output_types=(tf.float32, tf.float32),\n",
" output_shapes=([32,256,256,3], [32,5])\n",
")\n",
"\n",
"ds.element_spec"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:49.735827Z",
"iopub.status.busy": "2024-01-17T02:24:49.735231Z",
"iopub.status.idle": "2024-01-17T02:24:50.325909Z",
"shell.execute_reply": "2024-01-17T02:24:50.325106Z"
},
"id": "LcaULBCXj_2_"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Found 3670 images belonging to 5 classes.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"images.shape: (32, 256, 256, 3)\n",
"labels.shape: (32, 5)\n"
]
}
],
"source": [
"for images, labels in ds.take(1):\n",
" print('images.shape: ', images.shape)\n",
" print('labels.shape: ', labels.shape)\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ma4XoYzih2f4"
},
"source": [
"### Consuming TFRecord data\n",
"\n",
"Refer to the [Loading TFRecords](../tutorials/load_data/tfrecord.ipynb) tutorial for an end-to-end example.\n",
"\n",
"The `tf.data` API supports a variety of file formats so that you can process\n",
"large datasets that do not fit in memory. For example, the TFRecord file format\n",
"is a simple record-oriented binary format that many TensorFlow applications use\n",
"for training data. The `tf.data.TFRecordDataset` class enables you to\n",
"stream over the contents of one or more TFRecord files as part of an input\n",
"pipeline."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "LiatWUloRJc4"
},
"source": [
"Here is an example using the test file from the French Street Name Signs (FSNS)."
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:50.330102Z",
"iopub.status.busy": "2024-01-17T02:24:50.329462Z",
"iopub.status.idle": "2024-01-17T02:24:50.448296Z",
"shell.execute_reply": "2024-01-17T02:24:50.447615Z"
},
"id": "jZo_4fzdbDcW"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Downloading data from https://storage.googleapis.com/download.tensorflow.org/data/fsns-20160927/testdata/fsns-00000-of-00001\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r",
" 8192/7904079 [..............................] - ETA: 0s"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"7904079/7904079 [==============================] - 0s 0us/step\n"
]
}
],
"source": [
"# Creates a dataset that reads all of the examples from two files.\n",
"fsns_test_file = tf.keras.utils.get_file(\"fsns.tfrec\", \"https://storage.googleapis.com/download.tensorflow.org/data/fsns-20160927/testdata/fsns-00000-of-00001\")"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "seD5bOH3RhBP"
},
"source": [
"The `filenames` argument to the `TFRecordDataset` initializer can either be a\n",
"string, a list of strings, or a `tf.Tensor` of strings. Therefore if you have\n",
"two sets of files for training and validation purposes, you can create a factory\n",
"method that produces the dataset, taking filenames as an input argument:\n"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:50.452057Z",
"iopub.status.busy": "2024-01-17T02:24:50.451376Z",
"iopub.status.idle": "2024-01-17T02:24:50.467511Z",
"shell.execute_reply": "2024-01-17T02:24:50.467009Z"
},
"id": "e2WV5d7DRUA-"
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dataset = tf.data.TFRecordDataset(filenames = [fsns_test_file])\n",
"dataset"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "62NC3vz9U8ww"
},
"source": [
"Many TensorFlow projects use serialized `tf.train.Example` records in their TFRecord files. These need to be decoded before they can be inspected:"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:50.470820Z",
"iopub.status.busy": "2024-01-17T02:24:50.470302Z",
"iopub.status.idle": "2024-01-17T02:24:50.496647Z",
"shell.execute_reply": "2024-01-17T02:24:50.495996Z"
},
"id": "3tk29nlMl5P3"
},
"outputs": [
{
"data": {
"text/plain": [
"bytes_list {\n",
" value: \"Rue Perreyon\"\n",
"}"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"raw_example = next(iter(dataset))\n",
"parsed = tf.train.Example.FromString(raw_example.numpy())\n",
"\n",
"parsed.features.feature['image/text']"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "qJAUib10bDcb"
},
"source": [
"### Consuming text data\n",
"\n",
"Refer to the [Load text](../tutorials/load_data/text.ipynb) tutorial for an end-to-end example.\n",
"\n",
"Many datasets are distributed as one or more text files. The\n",
"`tf.data.TextLineDataset` provides an easy way to extract lines from one or more\n",
"text files. Given one or more filenames, a `TextLineDataset` will produce one\n",
"string-valued element per line of those files."
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:50.499781Z",
"iopub.status.busy": "2024-01-17T02:24:50.499512Z",
"iopub.status.idle": "2024-01-17T02:24:50.746710Z",
"shell.execute_reply": "2024-01-17T02:24:50.745921Z"
},
"id": "hQMoFu2TbDcc"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Downloading data from https://storage.googleapis.com/download.tensorflow.org/data/illiad/cowper.txt\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r",
" 8192/815980 [..............................] - ETA: 0s"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"815980/815980 [==============================] - 0s 0us/step\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Downloading data from https://storage.googleapis.com/download.tensorflow.org/data/illiad/derby.txt\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r",
" 8192/809730 [..............................] - ETA: 0s"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"809730/809730 [==============================] - 0s 0us/step\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Downloading data from https://storage.googleapis.com/download.tensorflow.org/data/illiad/butler.txt\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r",
" 8192/807992 [..............................] - ETA: 0s"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"807992/807992 [==============================] - 0s 0us/step\n"
]
}
],
"source": [
"directory_url = 'https://storage.googleapis.com/download.tensorflow.org/data/illiad/'\n",
"file_names = ['cowper.txt', 'derby.txt', 'butler.txt']\n",
"\n",
"file_paths = [\n",
" tf.keras.utils.get_file(file_name, directory_url + file_name)\n",
" for file_name in file_names\n",
"]"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:50.750075Z",
"iopub.status.busy": "2024-01-17T02:24:50.749804Z",
"iopub.status.idle": "2024-01-17T02:24:50.763523Z",
"shell.execute_reply": "2024-01-17T02:24:50.762709Z"
},
"id": "il4cOjiVwj95"
},
"outputs": [],
"source": [
"dataset = tf.data.TextLineDataset(file_paths)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "MevIbDiwy4MC"
},
"source": [
"Here are the first few lines of the first file:"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:50.766983Z",
"iopub.status.busy": "2024-01-17T02:24:50.766724Z",
"iopub.status.idle": "2024-01-17T02:24:50.794249Z",
"shell.execute_reply": "2024-01-17T02:24:50.793530Z"
},
"id": "vpEHKyvHxu8A"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"b\"\\xef\\xbb\\xbfAchilles sing, O Goddess! Peleus' son;\"\n",
"b'His wrath pernicious, who ten thousand woes'\n",
"b\"Caused to Achaia's host, sent many a soul\"\n",
"b'Illustrious into Ades premature,'\n",
"b'And Heroes gave (so stood the will of Jove)'\n"
]
}
],
"source": [
"for line in dataset.take(5):\n",
" print(line.numpy())"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "lJyVw8ro7fey"
},
"source": [
"To alternate lines between files use `Dataset.interleave`. This makes it easier to shuffle files together. Here are the first, second and third lines from each translation:"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:50.797800Z",
"iopub.status.busy": "2024-01-17T02:24:50.797527Z",
"iopub.status.idle": "2024-01-17T02:24:50.861628Z",
"shell.execute_reply": "2024-01-17T02:24:50.860898Z"
},
"id": "1UCveWOt7fDE"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"b\"\\xef\\xbb\\xbfAchilles sing, O Goddess! Peleus' son;\"\n",
"b\"\\xef\\xbb\\xbfOf Peleus' son, Achilles, sing, O Muse,\"\n",
"b'\\xef\\xbb\\xbfSing, O goddess, the anger of Achilles son of Peleus, that brought'\n",
"\n",
"b'His wrath pernicious, who ten thousand woes'\n",
"b'The vengeance, deep and deadly; whence to Greece'\n",
"b'countless ills upon the Achaeans. Many a brave soul did it send'\n",
"\n",
"b\"Caused to Achaia's host, sent many a soul\"\n",
"b'Unnumbered ills arose; which many a soul'\n",
"b'hurrying down to Hades, and many a hero did it yield a prey to dogs and'\n"
]
}
],
"source": [
"files_ds = tf.data.Dataset.from_tensor_slices(file_paths)\n",
"lines_ds = files_ds.interleave(tf.data.TextLineDataset, cycle_length=3)\n",
"\n",
"for i, line in enumerate(lines_ds.take(9)):\n",
" if i % 3 == 0:\n",
" print()\n",
" print(line.numpy())"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "2F_pOIDubDce"
},
"source": [
"By default, a `TextLineDataset` yields *every* line of each file, which may\n",
"not be desirable, for example, if the file starts with a header line, or contains comments. These lines can be removed using the `Dataset.skip()` or\n",
"`Dataset.filter` transformations. Here, you skip the first line, then filter to\n",
"find only survivors."
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:50.865269Z",
"iopub.status.busy": "2024-01-17T02:24:50.864682Z",
"iopub.status.idle": "2024-01-17T02:24:50.922259Z",
"shell.execute_reply": "2024-01-17T02:24:50.921661Z"
},
"id": "X6b20Gua2jPO"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Downloading data from https://storage.googleapis.com/tf-datasets/titanic/train.csv\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r",
" 8192/30874 [======>.......................] - ETA: 0s"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"30874/30874 [==============================] - 0s 0us/step\n"
]
}
],
"source": [
"titanic_file = tf.keras.utils.get_file(\"train.csv\", \"https://storage.googleapis.com/tf-datasets/titanic/train.csv\")\n",
"titanic_lines = tf.data.TextLineDataset(titanic_file)"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:50.925378Z",
"iopub.status.busy": "2024-01-17T02:24:50.925102Z",
"iopub.status.idle": "2024-01-17T02:24:50.950858Z",
"shell.execute_reply": "2024-01-17T02:24:50.950207Z"
},
"id": "5M1pauNT68B2"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"b'survived,sex,age,n_siblings_spouses,parch,fare,class,deck,embark_town,alone'\n",
"b'0,male,22.0,1,0,7.25,Third,unknown,Southampton,n'\n",
"b'1,female,38.0,1,0,71.2833,First,C,Cherbourg,n'\n",
"b'1,female,26.0,0,0,7.925,Third,unknown,Southampton,y'\n",
"b'1,female,35.0,1,0,53.1,First,C,Southampton,n'\n",
"b'0,male,28.0,0,0,8.4583,Third,unknown,Queenstown,y'\n",
"b'0,male,2.0,3,1,21.075,Third,unknown,Southampton,n'\n",
"b'1,female,27.0,0,2,11.1333,Third,unknown,Southampton,n'\n",
"b'1,female,14.0,1,0,30.0708,Second,unknown,Cherbourg,n'\n",
"b'1,female,4.0,1,1,16.7,Third,G,Southampton,n'\n"
]
}
],
"source": [
"for line in titanic_lines.take(10):\n",
" print(line.numpy())"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:50.953994Z",
"iopub.status.busy": "2024-01-17T02:24:50.953734Z",
"iopub.status.idle": "2024-01-17T02:24:50.994854Z",
"shell.execute_reply": "2024-01-17T02:24:50.994194Z"
},
"id": "dEIP95cibDcf"
},
"outputs": [],
"source": [
"def survived(line):\n",
" return tf.not_equal(tf.strings.substr(line, 0, 1), \"0\")\n",
"\n",
"survivors = titanic_lines.skip(1).filter(survived)"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:50.998143Z",
"iopub.status.busy": "2024-01-17T02:24:50.997894Z",
"iopub.status.idle": "2024-01-17T02:24:51.037105Z",
"shell.execute_reply": "2024-01-17T02:24:51.036349Z"
},
"id": "odQ4618h1XqD"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"b'1,female,38.0,1,0,71.2833,First,C,Cherbourg,n'\n",
"b'1,female,26.0,0,0,7.925,Third,unknown,Southampton,y'\n",
"b'1,female,35.0,1,0,53.1,First,C,Southampton,n'\n",
"b'1,female,27.0,0,2,11.1333,Third,unknown,Southampton,n'\n",
"b'1,female,14.0,1,0,30.0708,Second,unknown,Cherbourg,n'\n",
"b'1,female,4.0,1,1,16.7,Third,G,Southampton,n'\n",
"b'1,male,28.0,0,0,13.0,Second,unknown,Southampton,y'\n",
"b'1,female,28.0,0,0,7.225,Third,unknown,Cherbourg,y'\n",
"b'1,male,28.0,0,0,35.5,First,A,Southampton,y'\n",
"b'1,female,38.0,1,5,31.3875,Third,unknown,Southampton,n'\n"
]
}
],
"source": [
"for line in survivors.take(10):\n",
" print(line.numpy())"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "x5z5B11UjDTd"
},
"source": [
"### Consuming CSV data"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ChDHNi3qbDch"
},
"source": [
"Refer to the [Loading CSV Files](../tutorials/load_data/csv.ipynb) and [Loading Pandas DataFrames](../tutorials/load_data/pandas_dataframe.ipynb) tutorials for more examples.\n",
"\n",
"The CSV file format is a popular format for storing tabular data in plain text.\n",
"\n",
"For example:"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:51.040642Z",
"iopub.status.busy": "2024-01-17T02:24:51.039990Z",
"iopub.status.idle": "2024-01-17T02:24:51.043538Z",
"shell.execute_reply": "2024-01-17T02:24:51.042878Z"
},
"id": "kj28j5u49Bjm"
},
"outputs": [],
"source": [
"titanic_file = tf.keras.utils.get_file(\"train.csv\", \"https://storage.googleapis.com/tf-datasets/titanic/train.csv\")"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:51.046389Z",
"iopub.status.busy": "2024-01-17T02:24:51.046144Z",
"iopub.status.idle": "2024-01-17T02:24:51.061947Z",
"shell.execute_reply": "2024-01-17T02:24:51.061180Z"
},
"id": "ghvtmW40LM0B"
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
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" sex \n",
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" survived sex age n_siblings_spouses parch fare class deck \\\n",
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"1 1 female 38.0 1 0 71.2833 First C \n",
"2 1 female 26.0 0 0 7.9250 Third unknown \n",
"3 1 female 35.0 1 0 53.1000 First C \n",
"4 0 male 28.0 0 0 8.4583 Third unknown \n",
"\n",
" embark_town alone \n",
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"2 Southampton y \n",
"3 Southampton n \n",
"4 Queenstown y "
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = pd.read_csv(titanic_file)\n",
"df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "J9uBqt5oGsR-"
},
"source": [
"If your data fits in memory the same `Dataset.from_tensor_slices` method works on dictionaries, allowing this data to be easily imported:"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:51.065579Z",
"iopub.status.busy": "2024-01-17T02:24:51.064920Z",
"iopub.status.idle": "2024-01-17T02:24:51.091244Z",
"shell.execute_reply": "2024-01-17T02:24:51.090605Z"
},
"id": "JmAMCiPJA0qO"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" 'survived' : 0\n",
" 'sex' : b'male'\n",
" 'age' : 22.0\n",
" 'n_siblings_spouses': 1\n",
" 'parch' : 0\n",
" 'fare' : 7.25\n",
" 'class' : b'Third'\n",
" 'deck' : b'unknown'\n",
" 'embark_town' : b'Southampton'\n",
" 'alone' : b'n'\n"
]
}
],
"source": [
"titanic_slices = tf.data.Dataset.from_tensor_slices(dict(df))\n",
"\n",
"for feature_batch in titanic_slices.take(1):\n",
" for key, value in feature_batch.items():\n",
" print(\" {!r:20s}: {}\".format(key, value))"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "47yippqaHFk6"
},
"source": [
"A more scalable approach is to load from disk as necessary.\n",
"\n",
"The `tf.data` module provides methods to extract records from one or more CSV files that comply with [RFC 4180](https://tools.ietf.org/html/rfc4180).\n",
"\n",
"The `tf.data.experimental.make_csv_dataset` function is the high-level interface for reading sets of CSV files. It supports column type inference and many other features, like batching and shuffling, to make usage simple."
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:51.094600Z",
"iopub.status.busy": "2024-01-17T02:24:51.094060Z",
"iopub.status.idle": "2024-01-17T02:24:51.146754Z",
"shell.execute_reply": "2024-01-17T02:24:51.146140Z"
},
"id": "zHUDrM_s_brq"
},
"outputs": [],
"source": [
"titanic_batches = tf.data.experimental.make_csv_dataset(\n",
" titanic_file, batch_size=4,\n",
" label_name=\"survived\")"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:51.150026Z",
"iopub.status.busy": "2024-01-17T02:24:51.149773Z",
"iopub.status.idle": "2024-01-17T02:24:51.221519Z",
"shell.execute_reply": "2024-01-17T02:24:51.220858Z"
},
"id": "TsZfhz79_Wlg"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"'survived': [0 1 0 0]\n",
"features:\n",
" 'sex' : [b'male' b'male' b'male' b'female']\n",
" 'age' : [28. 25. 30. 28.]\n",
" 'n_siblings_spouses': [1 1 0 3]\n",
" 'parch' : [0 0 0 1]\n",
" 'fare' : [15.5 7.775 27.75 25.4667]\n",
" 'class' : [b'Third' b'Third' b'First' b'Third']\n",
" 'deck' : [b'unknown' b'unknown' b'C' b'unknown']\n",
" 'embark_town' : [b'Queenstown' b'Southampton' b'Cherbourg' b'Southampton']\n",
" 'alone' : [b'n' b'n' b'y' b'n']\n"
]
}
],
"source": [
"for feature_batch, label_batch in titanic_batches.take(1):\n",
" print(\"'survived': {}\".format(label_batch))\n",
" print(\"features:\")\n",
" for key, value in feature_batch.items():\n",
" print(\" {!r:20s}: {}\".format(key, value))"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "k_5N7CdNGYAa"
},
"source": [
"You can use the `select_columns` argument if you only need a subset of columns."
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:51.224775Z",
"iopub.status.busy": "2024-01-17T02:24:51.224505Z",
"iopub.status.idle": "2024-01-17T02:24:51.256832Z",
"shell.execute_reply": "2024-01-17T02:24:51.256241Z"
},
"id": "H9KNHyDwF2Sc"
},
"outputs": [],
"source": [
"titanic_batches = tf.data.experimental.make_csv_dataset(\n",
" titanic_file, batch_size=4,\n",
" label_name=\"survived\", select_columns=['class', 'fare', 'survived'])"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:51.260276Z",
"iopub.status.busy": "2024-01-17T02:24:51.259701Z",
"iopub.status.idle": "2024-01-17T02:24:51.316620Z",
"shell.execute_reply": "2024-01-17T02:24:51.315829Z"
},
"id": "7C2uosFnGIT8"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"'survived': [1 0 1 0]\n",
" 'fare' : [11.1333 24.15 7.925 52. ]\n",
" 'class' : [b'Third' b'Third' b'Third' b'First']\n"
]
}
],
"source": [
"for feature_batch, label_batch in titanic_batches.take(1):\n",
" print(\"'survived': {}\".format(label_batch))\n",
" for key, value in feature_batch.items():\n",
" print(\" {!r:20s}: {}\".format(key, value))"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "TSVgJJ1HJD6M"
},
"source": [
"There is also a lower-level `experimental.CsvDataset` class which provides finer grained control. It does not support column type inference. Instead you must specify the type of each column."
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:51.320538Z",
"iopub.status.busy": "2024-01-17T02:24:51.319848Z",
"iopub.status.idle": "2024-01-17T02:24:51.340260Z",
"shell.execute_reply": "2024-01-17T02:24:51.339545Z"
},
"id": "wP1Y_NXA8bYl"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[0, b'male', 22.0, 1, 0, 7.25, b'Third', b'unknown', b'Southampton', b'n']\n",
"[1, b'female', 38.0, 1, 0, 71.2833, b'First', b'C', b'Cherbourg', b'n']\n",
"[1, b'female', 26.0, 0, 0, 7.925, b'Third', b'unknown', b'Southampton', b'y']\n",
"[1, b'female', 35.0, 1, 0, 53.1, b'First', b'C', b'Southampton', b'n']\n",
"[0, b'male', 28.0, 0, 0, 8.4583, b'Third', b'unknown', b'Queenstown', b'y']\n",
"[0, b'male', 2.0, 3, 1, 21.075, b'Third', b'unknown', b'Southampton', b'n']\n",
"[1, b'female', 27.0, 0, 2, 11.1333, b'Third', b'unknown', b'Southampton', b'n']\n",
"[1, b'female', 14.0, 1, 0, 30.0708, b'Second', b'unknown', b'Cherbourg', b'n']\n",
"[1, b'female', 4.0, 1, 1, 16.7, b'Third', b'G', b'Southampton', b'n']\n",
"[0, b'male', 20.0, 0, 0, 8.05, b'Third', b'unknown', b'Southampton', b'y']\n"
]
}
],
"source": [
"titanic_types = [tf.int32, tf.string, tf.float32, tf.int32, tf.int32, tf.float32, tf.string, tf.string, tf.string, tf.string]\n",
"dataset = tf.data.experimental.CsvDataset(titanic_file, titanic_types , header=True)\n",
"\n",
"for line in dataset.take(10):\n",
" print([item.numpy() for item in line])"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "oZSuLVsTbDcj"
},
"source": [
"If some columns are empty, this low-level interface allows you to provide default values instead of column types."
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:51.343613Z",
"iopub.status.busy": "2024-01-17T02:24:51.343048Z",
"iopub.status.idle": "2024-01-17T02:24:51.347721Z",
"shell.execute_reply": "2024-01-17T02:24:51.347140Z"
},
"id": "Qry-g90FMo2I"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Writing missing.csv\n"
]
}
],
"source": [
"%%writefile missing.csv\n",
"1,2,3,4\n",
",2,3,4\n",
"1,,3,4\n",
"1,2,,4\n",
"1,2,3,\n",
",,,"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:51.350586Z",
"iopub.status.busy": "2024-01-17T02:24:51.350363Z",
"iopub.status.idle": "2024-01-17T02:24:51.372585Z",
"shell.execute_reply": "2024-01-17T02:24:51.371988Z"
},
"id": "d5_hbiE9bDck"
},
"outputs": [
{
"data": {
"text/plain": [
"<_MapDataset element_spec=TensorSpec(shape=(4,), dtype=tf.int32, name=None)>"
]
},
"execution_count": 54,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Creates a dataset that reads all of the records from two CSV files, each with\n",
"# four float columns which may have missing values.\n",
"\n",
"record_defaults = [999,999,999,999]\n",
"dataset = tf.data.experimental.CsvDataset(\"missing.csv\", record_defaults)\n",
"dataset = dataset.map(lambda *items: tf.stack(items))\n",
"dataset"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:51.375465Z",
"iopub.status.busy": "2024-01-17T02:24:51.375242Z",
"iopub.status.idle": "2024-01-17T02:24:51.400703Z",
"shell.execute_reply": "2024-01-17T02:24:51.399999Z"
},
"id": "__jc7iD9M9FC"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1 2 3 4]\n",
"[999 2 3 4]\n",
"[ 1 999 3 4]\n",
"[ 1 2 999 4]\n",
"[ 1 2 3 999]\n",
"[999 999 999 999]\n"
]
}
],
"source": [
"for line in dataset:\n",
" print(line.numpy())"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "z_4g0cIvbDcl"
},
"source": [
"By default, a `CsvDataset` yields *every* column of *every* line of the file,\n",
"which may not be desirable, for example if the file starts with a header line\n",
"that should be ignored, or if some columns are not required in the input.\n",
"These lines and fields can be removed with the `header` and `select_cols`\n",
"arguments respectively."
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:51.403810Z",
"iopub.status.busy": "2024-01-17T02:24:51.403541Z",
"iopub.status.idle": "2024-01-17T02:24:51.424886Z",
"shell.execute_reply": "2024-01-17T02:24:51.424262Z"
},
"id": "p2IF_K0obDcm"
},
"outputs": [
{
"data": {
"text/plain": [
"<_MapDataset element_spec=TensorSpec(shape=(2,), dtype=tf.int32, name=None)>"
]
},
"execution_count": 56,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Creates a dataset that reads all of the records from two CSV files with\n",
"# headers, extracting float data from columns 2 and 4.\n",
"record_defaults = [999, 999] # Only provide defaults for the selected columns\n",
"dataset = tf.data.experimental.CsvDataset(\"missing.csv\", record_defaults, select_cols=[1, 3])\n",
"dataset = dataset.map(lambda *items: tf.stack(items))\n",
"dataset"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:51.428273Z",
"iopub.status.busy": "2024-01-17T02:24:51.427584Z",
"iopub.status.idle": "2024-01-17T02:24:51.452946Z",
"shell.execute_reply": "2024-01-17T02:24:51.452248Z"
},
"id": "-5aLprDeRNb0"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[2 4]\n",
"[2 4]\n",
"[999 4]\n",
"[2 4]\n",
"[ 2 999]\n",
"[999 999]\n"
]
}
],
"source": [
"for line in dataset:\n",
" print(line.numpy())"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "-CJfhb03koVN"
},
"source": [
"### Consuming sets of files"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "yAO7SZDSk57_"
},
"source": [
"There are many datasets distributed as a set of files, where each file is an example."
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:51.456371Z",
"iopub.status.busy": "2024-01-17T02:24:51.455915Z",
"iopub.status.idle": "2024-01-17T02:24:51.459594Z",
"shell.execute_reply": "2024-01-17T02:24:51.459027Z"
},
"id": "1dZwN3CS-jV2"
},
"outputs": [],
"source": [
"flowers_root = tf.keras.utils.get_file(\n",
" 'flower_photos',\n",
" 'https://storage.googleapis.com/download.tensorflow.org/example_images/flower_photos.tgz',\n",
" untar=True)\n",
"flowers_root = pathlib.Path(flowers_root)\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "4099UU8n-jHP"
},
"source": [
"Note: these images are licensed CC-BY, see LICENSE.txt for details."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "FCyTYpmDs_jE"
},
"source": [
"The root directory contains a directory for each class:"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:51.462941Z",
"iopub.status.busy": "2024-01-17T02:24:51.462413Z",
"iopub.status.idle": "2024-01-17T02:24:51.466459Z",
"shell.execute_reply": "2024-01-17T02:24:51.465810Z"
},
"id": "_2iCXsHu6jJH"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"roses\n",
"sunflowers\n",
"LICENSE.txt\n",
"dandelion\n",
"tulips\n",
"daisy\n"
]
}
],
"source": [
"for item in flowers_root.glob(\"*\"):\n",
" print(item.name)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Ylj9fgkamgWZ"
},
"source": [
"The files in each class directory are examples:"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:51.469458Z",
"iopub.status.busy": "2024-01-17T02:24:51.469216Z",
"iopub.status.idle": "2024-01-17T02:24:51.932769Z",
"shell.execute_reply": "2024-01-17T02:24:51.932023Z"
},
"id": "lAkQp5uxoINu"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"b'/home/kbuilder/.keras/datasets/flower_photos/tulips/4520577328_a94c11e806_n.jpg'\n",
"b'/home/kbuilder/.keras/datasets/flower_photos/dandelion/22679060358_561ec823ae_m.jpg'\n",
"b'/home/kbuilder/.keras/datasets/flower_photos/daisy/6978826370_7b9aa7c7d5.jpg'\n",
"b'/home/kbuilder/.keras/datasets/flower_photos/tulips/3447650747_8299786b80_n.jpg'\n",
"b'/home/kbuilder/.keras/datasets/flower_photos/tulips/112951022_4892b1348b_n.jpg'\n"
]
}
],
"source": [
"list_ds = tf.data.Dataset.list_files(str(flowers_root/'*/*'))\n",
"\n",
"for f in list_ds.take(5):\n",
" print(f.numpy())"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "91CPfUUJ_8SZ"
},
"source": [
"Read the data using the `tf.io.read_file` function and extract the label from the path, returning `(image, label)` pairs:"
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:51.936533Z",
"iopub.status.busy": "2024-01-17T02:24:51.935883Z",
"iopub.status.idle": "2024-01-17T02:24:52.005120Z",
"shell.execute_reply": "2024-01-17T02:24:52.004504Z"
},
"id": "-xhBRgvNqRRe"
},
"outputs": [],
"source": [
"def process_path(file_path):\n",
" label = tf.strings.split(file_path, os.sep)[-2]\n",
" return tf.io.read_file(file_path), label\n",
"\n",
"labeled_ds = list_ds.map(process_path)"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:52.008418Z",
"iopub.status.busy": "2024-01-17T02:24:52.008008Z",
"iopub.status.idle": "2024-01-17T02:24:52.057499Z",
"shell.execute_reply": "2024-01-17T02:24:52.056811Z"
},
"id": "kxrl0lGdnpRz"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"b\"\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x01\\x01\\x01\\x00H\\x00H\\x00\\x00\\xff\\xe1\\t\\xcbXMP\\x00://ns.adobe.com/xap/1.0/\\x00\n",
"\n",
"## Batching dataset elements\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "gR-2xY-8oSH4"
},
"source": [
"### Simple batching\n",
"\n",
"The simplest form of batching stacks `n` consecutive elements of a dataset into\n",
"a single element. The `Dataset.batch()` transformation does exactly this, with\n",
"the same constraints as the `tf.stack()` operator, applied to each component\n",
"of the elements: i.e., for each component *i*, all elements must have a tensor\n",
"of the exact same shape."
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:52.061017Z",
"iopub.status.busy": "2024-01-17T02:24:52.060465Z",
"iopub.status.idle": "2024-01-17T02:24:52.080882Z",
"shell.execute_reply": "2024-01-17T02:24:52.080206Z"
},
"id": "xB7KeceLoSH0"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[array([0, 1, 2, 3]), array([ 0, -1, -2, -3])]\n",
"[array([4, 5, 6, 7]), array([-4, -5, -6, -7])]\n",
"[array([ 8, 9, 10, 11]), array([ -8, -9, -10, -11])]\n",
"[array([12, 13, 14, 15]), array([-12, -13, -14, -15])]\n"
]
}
],
"source": [
"inc_dataset = tf.data.Dataset.range(100)\n",
"dec_dataset = tf.data.Dataset.range(0, -100, -1)\n",
"dataset = tf.data.Dataset.zip((inc_dataset, dec_dataset))\n",
"batched_dataset = dataset.batch(4)\n",
"\n",
"for batch in batched_dataset.take(4):\n",
" print([arr.numpy() for arr in batch])"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "LlV1tpFdoSH0"
},
"source": [
"While `tf.data` tries to propagate shape information, the default settings of `Dataset.batch` result in an unknown batch size because the last batch may not be full. Note the `None`s in the shape:"
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:52.084337Z",
"iopub.status.busy": "2024-01-17T02:24:52.083699Z",
"iopub.status.idle": "2024-01-17T02:24:52.088257Z",
"shell.execute_reply": "2024-01-17T02:24:52.087564Z"
},
"id": "yN7hn7OBoSHx"
},
"outputs": [
{
"data": {
"text/plain": [
"<_BatchDataset element_spec=(TensorSpec(shape=(None,), dtype=tf.int64, name=None), TensorSpec(shape=(None,), dtype=tf.int64, name=None))>"
]
},
"execution_count": 64,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"batched_dataset"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "It1fPA3NoSHw"
},
"source": [
"Use the `drop_remainder` argument to ignore that last batch, and get full shape propagation:"
]
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:52.091464Z",
"iopub.status.busy": "2024-01-17T02:24:52.091077Z",
"iopub.status.idle": "2024-01-17T02:24:52.097243Z",
"shell.execute_reply": "2024-01-17T02:24:52.096577Z"
},
"id": "BycWC7WCoSHt"
},
"outputs": [
{
"data": {
"text/plain": [
"<_BatchDataset element_spec=(TensorSpec(shape=(7,), dtype=tf.int64, name=None), TensorSpec(shape=(7,), dtype=tf.int64, name=None))>"
]
},
"execution_count": 65,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"batched_dataset = dataset.batch(7, drop_remainder=True)\n",
"batched_dataset"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "mj9nRxFZoSHs"
},
"source": [
"### Batching tensors with padding\n",
"\n",
"The above recipe works for tensors that all have the same size. However, many\n",
"models (including sequence models) work with input data that can have varying size\n",
"(for example, sequences of different lengths). To handle this case, the\n",
"`Dataset.padded_batch` transformation enables you to batch tensors of\n",
"different shapes by specifying one or more dimensions in which they may be\n",
"padded."
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:52.100309Z",
"iopub.status.busy": "2024-01-17T02:24:52.099927Z",
"iopub.status.idle": "2024-01-17T02:24:52.149990Z",
"shell.execute_reply": "2024-01-17T02:24:52.149302Z"
},
"id": "kycwO0JooSHn"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[0 0 0]\n",
" [1 0 0]\n",
" [2 2 0]\n",
" [3 3 3]]\n",
"\n",
"[[4 4 4 4 0 0 0]\n",
" [5 5 5 5 5 0 0]\n",
" [6 6 6 6 6 6 0]\n",
" [7 7 7 7 7 7 7]]\n",
"\n"
]
}
],
"source": [
"dataset = tf.data.Dataset.range(100)\n",
"dataset = dataset.map(lambda x: tf.fill([tf.cast(x, tf.int32)], x))\n",
"dataset = dataset.padded_batch(4, padded_shapes=(None,))\n",
"\n",
"for batch in dataset.take(2):\n",
" print(batch.numpy())\n",
" print()\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "wl3yhth1oSHm"
},
"source": [
"The `Dataset.padded_batch` transformation allows you to set different padding\n",
"for each dimension of each component, and it may be variable-length (signified\n",
"by `None` in the example above) or constant-length. It is also possible to\n",
"override the padding value, which defaults to 0.\n",
"\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "G8zbAxMwoSHl"
},
"source": [
"## Training workflows\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "UnlhzF_AoSHk"
},
"source": [
"### Processing multiple epochs\n",
"\n",
"The `tf.data` API offers two main ways to process multiple epochs of the same\n",
"data.\n",
"\n",
"The simplest way to iterate over a dataset in multiple epochs is to use the\n",
"`Dataset.repeat()` transformation. First, create a dataset of titanic data:"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:52.153736Z",
"iopub.status.busy": "2024-01-17T02:24:52.153177Z",
"iopub.status.idle": "2024-01-17T02:24:52.164595Z",
"shell.execute_reply": "2024-01-17T02:24:52.163912Z"
},
"id": "0tODHZzRoSHg"
},
"outputs": [],
"source": [
"titanic_file = tf.keras.utils.get_file(\"train.csv\", \"https://storage.googleapis.com/tf-datasets/titanic/train.csv\")\n",
"titanic_lines = tf.data.TextLineDataset(titanic_file)"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:52.168114Z",
"iopub.status.busy": "2024-01-17T02:24:52.167554Z",
"iopub.status.idle": "2024-01-17T02:24:52.171638Z",
"shell.execute_reply": "2024-01-17T02:24:52.171019Z"
},
"id": "LMO6mlXxoSHc"
},
"outputs": [],
"source": [
"def plot_batch_sizes(ds):\n",
" batch_sizes = [batch.shape[0] for batch in ds]\n",
" plt.bar(range(len(batch_sizes)), batch_sizes)\n",
" plt.xlabel('Batch number')\n",
" plt.ylabel('Batch size')"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "WfVzmqL7oSHa"
},
"source": [
"Applying the `Dataset.repeat()` transformation with no arguments will repeat\n",
"the input indefinitely.\n",
"\n",
"The `Dataset.repeat` transformation concatenates its\n",
"arguments without signaling the end of one epoch and the beginning of the next\n",
"epoch. Because of this a `Dataset.batch` applied after `Dataset.repeat` will yield batches that straddle epoch boundaries:"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:52.174841Z",
"iopub.status.busy": "2024-01-17T02:24:52.174445Z",
"iopub.status.idle": "2024-01-17T02:24:52.431549Z",
"shell.execute_reply": "2024-01-17T02:24:52.430888Z"
},
"id": "nZ0G1cztoSHX"
},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"titanic_batches = titanic_lines.repeat(3).batch(128)\n",
"plot_batch_sizes(titanic_batches)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "moH-4gBEoSHW"
},
"source": [
"If you need clear epoch separation, put `Dataset.batch` before the repeat:"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:52.435312Z",
"iopub.status.busy": "2024-01-17T02:24:52.434689Z",
"iopub.status.idle": "2024-01-17T02:24:52.606149Z",
"shell.execute_reply": "2024-01-17T02:24:52.605462Z"
},
"id": "wmbmdK1qoSHS"
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"titanic_batches = titanic_lines.batch(128).repeat(3)\n",
"\n",
"plot_batch_sizes(titanic_batches)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "DlEM5f9loSHR"
},
"source": [
"If you would like to perform a custom computation (for example, to collect statistics) at the end of each epoch then it's simplest to restart the dataset iteration on each epoch:"
]
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:52.609525Z",
"iopub.status.busy": "2024-01-17T02:24:52.609245Z",
"iopub.status.idle": "2024-01-17T02:24:52.669857Z",
"shell.execute_reply": "2024-01-17T02:24:52.669187Z"
},
"id": "YyekyeY7oSHO"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(128,)\n",
"(128,)\n",
"(128,)\n",
"(128,)\n",
"(116,)\n",
"End of epoch: 0\n",
"(128,)\n",
"(128,)\n",
"(128,)\n",
"(128,)\n",
"(116,)\n",
"End of epoch: 1\n",
"(128,)\n",
"(128,)\n",
"(128,)\n",
"(128,)\n",
"(116,)\n",
"End of epoch: 2\n"
]
}
],
"source": [
"epochs = 3\n",
"dataset = titanic_lines.batch(128)\n",
"\n",
"for epoch in range(epochs):\n",
" for batch in dataset:\n",
" print(batch.shape)\n",
" print(\"End of epoch: \", epoch)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "_Bci79WCoSHN"
},
"source": [
"### Randomly shuffling input data\n",
"\n",
"The `Dataset.shuffle()` transformation maintains a fixed-size\n",
"buffer and chooses the next element uniformly at random from that buffer.\n",
"\n",
"Note: While large buffer_sizes shuffle more thoroughly, they can take a lot of memory, and significant time to fill. Consider using `Dataset.interleave` across files if this becomes a problem."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "6YvXr-qeoSHL"
},
"source": [
"Add an index to the dataset so you can see the effect:"
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:52.673644Z",
"iopub.status.busy": "2024-01-17T02:24:52.672970Z",
"iopub.status.idle": "2024-01-17T02:24:52.702910Z",
"shell.execute_reply": "2024-01-17T02:24:52.702280Z"
},
"id": "Io4iJH1toSHI"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"WARNING:tensorflow:From /tmpfs/tmp/ipykernel_14491/4092668703.py:2: CounterV2 (from tensorflow.python.data.experimental.ops.counter) is deprecated and will be removed in a future version.\n",
"Instructions for updating:\n",
"Use `tf.data.Dataset.counter(...)` instead.\n"
]
},
{
"data": {
"text/plain": [
"<_BatchDataset element_spec=(TensorSpec(shape=(None,), dtype=tf.int64, name=None), TensorSpec(shape=(None,), dtype=tf.string, name=None))>"
]
},
"execution_count": 72,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"lines = tf.data.TextLineDataset(titanic_file)\n",
"counter = tf.data.experimental.Counter()\n",
"\n",
"dataset = tf.data.Dataset.zip((counter, lines))\n",
"dataset = dataset.shuffle(buffer_size=100)\n",
"dataset = dataset.batch(20)\n",
"dataset"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "T6tNYRcsoSHH"
},
"source": [
"Since the `buffer_size` is 100, and the batch size is 20, the first batch contains no elements with an index over 120."
]
},
{
"cell_type": "code",
"execution_count": 73,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:52.706581Z",
"iopub.status.busy": "2024-01-17T02:24:52.705889Z",
"iopub.status.idle": "2024-01-17T02:24:52.749329Z",
"shell.execute_reply": "2024-01-17T02:24:52.748654Z"
},
"id": "ayM3FFFAoSHC"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[ 43 13 17 72 33 89 83 105 96 81 0 67 97 84 73 32 30 71\n",
" 64 103]\n"
]
}
],
"source": [
"n,line_batch = next(iter(dataset))\n",
"print(n.numpy())"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "PLrfIjTHoSHB"
},
"source": [
"As with `Dataset.batch` the order relative to `Dataset.repeat` matters.\n",
"\n",
"`Dataset.shuffle` doesn't signal the end of an epoch until the shuffle buffer is empty. So a shuffle placed before a repeat will show every element of one epoch before moving to the next:"
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:52.752391Z",
"iopub.status.busy": "2024-01-17T02:24:52.752126Z",
"iopub.status.idle": "2024-01-17T02:24:52.819669Z",
"shell.execute_reply": "2024-01-17T02:24:52.819016Z"
},
"id": "YX3pe7zZoSG6"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Here are the item ID's near the epoch boundary:\n",
"\n",
"[625 583 586 606 504 597 453 615 575 429]\n",
"[424 456 452 605 483 566 395 556 492 365]\n",
"[570 573 611 540 545 559 388 579]\n",
"[ 0 18 92 79 81 86 62 103 29 82]\n",
"[47 69 17 95 9 11 77 84 31 53]\n"
]
}
],
"source": [
"dataset = tf.data.Dataset.zip((counter, lines))\n",
"shuffled = dataset.shuffle(buffer_size=100).batch(10).repeat(2)\n",
"\n",
"print(\"Here are the item ID's near the epoch boundary:\\n\")\n",
"for n, line_batch in shuffled.skip(60).take(5):\n",
" print(n.numpy())"
]
},
{
"cell_type": "code",
"execution_count": 75,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:52.823241Z",
"iopub.status.busy": "2024-01-17T02:24:52.822477Z",
"iopub.status.idle": "2024-01-17T02:24:53.045466Z",
"shell.execute_reply": "2024-01-17T02:24:53.044802Z"
},
"id": "H9hlE-lGoSGz"
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 75,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"shuffle_repeat = [n.numpy().mean() for n, line_batch in shuffled]\n",
"plt.plot(shuffle_repeat, label=\"shuffle().repeat()\")\n",
"plt.ylabel(\"Mean item ID\")\n",
"plt.legend()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "UucIgCxWoSGx"
},
"source": [
"But a repeat before a shuffle mixes the epoch boundaries together:"
]
},
{
"cell_type": "code",
"execution_count": 76,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:53.048579Z",
"iopub.status.busy": "2024-01-17T02:24:53.048318Z",
"iopub.status.idle": "2024-01-17T02:24:53.128715Z",
"shell.execute_reply": "2024-01-17T02:24:53.128009Z"
},
"id": "Bhxb5YGZoSGm"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Here are the item ID's near the epoch boundary:\n",
"\n",
"[464 377 595 328 614 504 7 20 433 623]\n",
"[419 550 615 509 499 540 557 622 570 544]\n",
"[588 618 616 4 460 38 16 617 31 591]\n",
"[440 610 585 600 36 17 35 52 592 19]\n",
"[523 59 545 624 607 51 53 26 33 318]\n",
"[510 37 6 448 612 469 32 10 39 594]\n",
"[ 41 63 13 627 67 76 386 579 412 55]\n",
"[ 1 54 626 71 64 22 47 553 525 65]\n",
"[ 69 3 15 102 14 455 23 98 74 78]\n",
"[596 12 50 5 18 112 114 97 61 42]\n",
"[103 84 583 90 350 575 606 85 107 108]\n",
"[115 127 60 602 118 43 34 58 46 587]\n",
"[119 56 620 75 564 625 88 140 539 45]\n",
"[589 100 149 452 110 11 66 132 142 111]\n",
"[101 334 94 497 520 158 120 86 135 95]\n"
]
}
],
"source": [
"dataset = tf.data.Dataset.zip((counter, lines))\n",
"shuffled = dataset.repeat(2).shuffle(buffer_size=100).batch(10)\n",
"\n",
"print(\"Here are the item ID's near the epoch boundary:\\n\")\n",
"for n, line_batch in shuffled.skip(55).take(15):\n",
" print(n.numpy())"
]
},
{
"cell_type": "code",
"execution_count": 77,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:53.131945Z",
"iopub.status.busy": "2024-01-17T02:24:53.131432Z",
"iopub.status.idle": "2024-01-17T02:24:53.369907Z",
"shell.execute_reply": "2024-01-17T02:24:53.369227Z"
},
"id": "VAM4cbpZoSGL"
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 77,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"repeat_shuffle = [n.numpy().mean() for n, line_batch in shuffled]\n",
"\n",
"plt.plot(shuffle_repeat, label=\"shuffle().repeat()\")\n",
"plt.plot(repeat_shuffle, label=\"repeat().shuffle()\")\n",
"plt.ylabel(\"Mean item ID\")\n",
"plt.legend()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ianlfbrxbDco"
},
"source": [
"## Preprocessing data\n",
"\n",
"The `Dataset.map(f)` transformation produces a new dataset by applying a given\n",
"function `f` to each element of the input dataset. It is based on the\n",
"[`map()`](https://en.wikipedia.org/wiki/Map_\\(higher-order_function\\)) function\n",
"that is commonly applied to lists (and other structures) in functional\n",
"programming languages. The function `f` takes the `tf.Tensor` objects that\n",
"represent a single element in the input, and returns the `tf.Tensor` objects\n",
"that will represent a single element in the new dataset. Its implementation uses\n",
"standard TensorFlow operations to transform one element into another.\n",
"\n",
"This section covers common examples of how to use `Dataset.map()`.\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "UXw1IZVdbDcq"
},
"source": [
"### Decoding image data and resizing it\n",
"\n",
"\n",
"When training a neural network on real-world image data, it is often necessary\n",
"to convert images of different sizes to a common size, so that they may be\n",
"batched into a fixed size.\n",
"\n",
"Rebuild the flower filenames dataset:"
]
},
{
"cell_type": "code",
"execution_count": 78,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:53.373478Z",
"iopub.status.busy": "2024-01-17T02:24:53.372994Z",
"iopub.status.idle": "2024-01-17T02:24:53.401713Z",
"shell.execute_reply": "2024-01-17T02:24:53.401021Z"
},
"id": "rMGlj8V-u-NH"
},
"outputs": [],
"source": [
"list_ds = tf.data.Dataset.list_files(str(flowers_root/'*/*'))"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "GyhZLB8N5jBm"
},
"source": [
"Write a function that manipulates the dataset elements."
]
},
{
"cell_type": "code",
"execution_count": 79,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:53.405354Z",
"iopub.status.busy": "2024-01-17T02:24:53.404765Z",
"iopub.status.idle": "2024-01-17T02:24:53.409341Z",
"shell.execute_reply": "2024-01-17T02:24:53.408652Z"
},
"id": "fZObC0debDcr"
},
"outputs": [],
"source": [
"# Reads an image from a file, decodes it into a dense tensor, and resizes it\n",
"# to a fixed shape.\n",
"def parse_image(filename):\n",
" parts = tf.strings.split(filename, os.sep)\n",
" label = parts[-2]\n",
"\n",
" image = tf.io.read_file(filename)\n",
" image = tf.io.decode_jpeg(image)\n",
" image = tf.image.convert_image_dtype(image, tf.float32)\n",
" image = tf.image.resize(image, [128, 128])\n",
" return image, label"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "e0dVJlCA5qHA"
},
"source": [
"Test that it works."
]
},
{
"cell_type": "code",
"execution_count": 80,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:53.412346Z",
"iopub.status.busy": "2024-01-17T02:24:53.412083Z",
"iopub.status.idle": "2024-01-17T02:24:53.709188Z",
"shell.execute_reply": "2024-01-17T02:24:53.708521Z"
},
"id": "y8xuN_HBzGup"
},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"file_path = next(iter(list_ds))\n",
"image, label = parse_image(file_path)\n",
"\n",
"def show(image, label):\n",
" plt.figure()\n",
" plt.imshow(image)\n",
" plt.title(label.numpy().decode('utf-8'))\n",
" plt.axis('off')\n",
"\n",
"show(image, label)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "d3P8N-S55vDu"
},
"source": [
"Map it over the dataset."
]
},
{
"cell_type": "code",
"execution_count": 81,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:53.715596Z",
"iopub.status.busy": "2024-01-17T02:24:53.715327Z",
"iopub.status.idle": "2024-01-17T02:24:54.186346Z",
"shell.execute_reply": "2024-01-17T02:24:54.185651Z"
},
"id": "SzO8LI_H5Sk_"
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"images_ds = list_ds.map(parse_image)\n",
"\n",
"for image, label in images_ds.take(2):\n",
" show(image, label)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "3Ff7IqB9bDcs"
},
"source": [
"### Applying arbitrary Python logic\n",
"\n",
"For performance reasons, use TensorFlow operations for\n",
"preprocessing your data whenever possible. However, it is sometimes useful to\n",
"call external Python libraries when parsing your input data. You can use the `tf.py_function` operation in a `Dataset.map` transformation."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "R2u7CeA67DU8"
},
"source": [
"For example, if you want to apply a random rotation, the `tf.image` module only has `tf.image.rot90`, which is not very useful for image augmentation.\n",
"\n",
"Note: `tensorflow_addons` has a TensorFlow compatible `rotate` in `tensorflow_addons.image.rotate`.\n",
"\n",
"To demonstrate `tf.py_function`, try using the `scipy.ndimage.rotate` function instead:"
]
},
{
"cell_type": "code",
"execution_count": 82,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:54.190936Z",
"iopub.status.busy": "2024-01-17T02:24:54.190671Z",
"iopub.status.idle": "2024-01-17T02:24:54.194890Z",
"shell.execute_reply": "2024-01-17T02:24:54.194244Z"
},
"id": "tBUmbERt7Czz"
},
"outputs": [],
"source": [
"import scipy.ndimage as ndimage\n",
"\n",
"@tf.py_function(Tout=tf.float32)\n",
"def random_rotate_image(image):\n",
" image = ndimage.rotate(image, np.random.uniform(-30, 30), reshape=False)\n",
" return image"
]
},
{
"cell_type": "code",
"execution_count": 83,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:54.197796Z",
"iopub.status.busy": "2024-01-17T02:24:54.197554Z",
"iopub.status.idle": "2024-01-17T02:24:54.420891Z",
"shell.execute_reply": "2024-01-17T02:24:54.420187Z"
},
"id": "_wEyL7bS9S6t"
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"image, label = next(iter(images_ds))\n",
"image = random_rotate_image(image)\n",
"show(image, label)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "KxVx7z-ABNyq"
},
"source": [
"To use this function with `Dataset.map` the same caveats apply as with `Dataset.from_generator`, you need to describe the return shapes and types when you apply the function:"
]
},
{
"cell_type": "code",
"execution_count": 84,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:54.426758Z",
"iopub.status.busy": "2024-01-17T02:24:54.426478Z",
"iopub.status.idle": "2024-01-17T02:24:54.430077Z",
"shell.execute_reply": "2024-01-17T02:24:54.429469Z"
},
"id": "Cn2nIu92BMp0"
},
"outputs": [],
"source": [
"def tf_random_rotate_image(image, label):\n",
" im_shape = image.shape\n",
" image = random_rotate_image(image)\n",
" image.set_shape(im_shape)\n",
" return image, label"
]
},
{
"cell_type": "code",
"execution_count": 85,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:54.433055Z",
"iopub.status.busy": "2024-01-17T02:24:54.432817Z",
"iopub.status.idle": "2024-01-17T02:24:54.858584Z",
"shell.execute_reply": "2024-01-17T02:24:54.857906Z"
},
"id": "bWPqKbTnbDct"
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"rot_ds = images_ds.map(tf_random_rotate_image)\n",
"\n",
"for image, label in rot_ds.take(2):\n",
" show(image, label)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ykx59-cMBwOT"
},
"source": [
"### Parsing `tf.Example` protocol buffer messages\n",
"\n",
"Many input pipelines extract `tf.train.Example` protocol buffer messages from a\n",
"TFRecord format. Each `tf.train.Example` record contains one or more \"features\",\n",
"and the input pipeline typically converts these features into tensors."
]
},
{
"cell_type": "code",
"execution_count": 86,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:54.862842Z",
"iopub.status.busy": "2024-01-17T02:24:54.862595Z",
"iopub.status.idle": "2024-01-17T02:24:54.877329Z",
"shell.execute_reply": "2024-01-17T02:24:54.876718Z"
},
"id": "6wnE134b32KY"
},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 86,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fsns_test_file = tf.keras.utils.get_file(\"fsns.tfrec\", \"https://storage.googleapis.com/download.tensorflow.org/data/fsns-20160927/testdata/fsns-00000-of-00001\")\n",
"dataset = tf.data.TFRecordDataset(filenames = [fsns_test_file])\n",
"dataset"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "HGypdgYOlXZz"
},
"source": [
"You can work with `tf.train.Example` protos outside of a `tf.data.Dataset` to understand the data:"
]
},
{
"cell_type": "code",
"execution_count": 87,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:54.880501Z",
"iopub.status.busy": "2024-01-17T02:24:54.880015Z",
"iopub.status.idle": "2024-01-17T02:24:55.014230Z",
"shell.execute_reply": "2024-01-17T02:24:55.013520Z"
},
"id": "4znsVNqnF73C"
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"raw_example = next(iter(dataset))\n",
"parsed = tf.train.Example.FromString(raw_example.numpy())\n",
"\n",
"feature = parsed.features.feature\n",
"raw_img = feature['image/encoded'].bytes_list.value[0]\n",
"img = tf.image.decode_png(raw_img)\n",
"plt.imshow(img)\n",
"plt.axis('off')\n",
"_ = plt.title(feature[\"image/text\"].bytes_list.value[0])"
]
},
{
"cell_type": "code",
"execution_count": 88,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:55.018182Z",
"iopub.status.busy": "2024-01-17T02:24:55.017930Z",
"iopub.status.idle": "2024-01-17T02:24:55.038099Z",
"shell.execute_reply": "2024-01-17T02:24:55.037444Z"
},
"id": "cwzqp8IGC_vQ"
},
"outputs": [],
"source": [
"raw_example = next(iter(dataset))"
]
},
{
"cell_type": "code",
"execution_count": 89,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:55.041429Z",
"iopub.status.busy": "2024-01-17T02:24:55.040891Z",
"iopub.status.idle": "2024-01-17T02:24:55.045019Z",
"shell.execute_reply": "2024-01-17T02:24:55.044353Z"
},
"id": "y2X1dQNfC8Lu"
},
"outputs": [],
"source": [
"def tf_parse(eg):\n",
" example = tf.io.parse_example(\n",
" eg[tf.newaxis], {\n",
" 'image/encoded': tf.io.FixedLenFeature(shape=(), dtype=tf.string),\n",
" 'image/text': tf.io.FixedLenFeature(shape=(), dtype=tf.string)\n",
" })\n",
" return example['image/encoded'][0], example['image/text'][0]"
]
},
{
"cell_type": "code",
"execution_count": 90,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:55.048228Z",
"iopub.status.busy": "2024-01-17T02:24:55.047573Z",
"iopub.status.idle": "2024-01-17T02:24:55.055614Z",
"shell.execute_reply": "2024-01-17T02:24:55.055008Z"
},
"id": "lGJhKDp_61A_"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"b'Rue Perreyon'\n",
"b'\\x89PNG\\r\\n\\x1a\\n\\x00\\x00\\x00\\rIHDR\\x00\\x00\\x02X' ...\n"
]
}
],
"source": [
"img, txt = tf_parse(raw_example)\n",
"print(txt.numpy())\n",
"print(repr(img.numpy()[:20]), \"...\")"
]
},
{
"cell_type": "code",
"execution_count": 91,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:55.058799Z",
"iopub.status.busy": "2024-01-17T02:24:55.058197Z",
"iopub.status.idle": "2024-01-17T02:24:55.274350Z",
"shell.execute_reply": "2024-01-17T02:24:55.273642Z"
},
"id": "8vFIUFzD5qIC"
},
"outputs": [
{
"data": {
"text/plain": [
"<_MapDataset element_spec=(TensorSpec(shape=(), dtype=tf.string, name=None), TensorSpec(shape=(), dtype=tf.string, name=None))>"
]
},
"execution_count": 91,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"decoded = dataset.map(tf_parse)\n",
"decoded"
]
},
{
"cell_type": "code",
"execution_count": 92,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:55.277293Z",
"iopub.status.busy": "2024-01-17T02:24:55.277055Z",
"iopub.status.idle": "2024-01-17T02:24:55.322140Z",
"shell.execute_reply": "2024-01-17T02:24:55.321328Z"
},
"id": "vRYNYkEej7Ix"
},
"outputs": [
{
"data": {
"text/plain": [
"TensorShape([10])"
]
},
"execution_count": 92,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"image_batch, text_batch = next(iter(decoded.batch(10)))\n",
"image_batch.shape"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ry1n0UBeczit"
},
"source": [
" \n",
"\n",
"### Time series windowing"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "t0JMgvXEz9y1"
},
"source": [
"For an end-to-end time series example see: [Time series forecasting](../../tutorials/structured_data/time_series.ipynb)."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "hzBABBkAkkVJ"
},
"source": [
"Time series data is often organized with the time axis intact.\n",
"\n",
"Use a simple `Dataset.range` to demonstrate:"
]
},
{
"cell_type": "code",
"execution_count": 93,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:55.325822Z",
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"shell.execute_reply": "2024-01-17T02:24:55.329193Z"
},
"id": "kTQgo49skjuY"
},
"outputs": [],
"source": [
"range_ds = tf.data.Dataset.range(100000)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "o6GLGhxgpazJ"
},
"source": [
"Typically, models based on this sort of data will want a contiguous time slice.\n",
"\n",
"The simplest approach would be to batch the data:"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ETqB7QvTCNty"
},
"source": [
"#### Using `batch`"
]
},
{
"cell_type": "code",
"execution_count": 94,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:55.333518Z",
"iopub.status.busy": "2024-01-17T02:24:55.332945Z",
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"shell.execute_reply": "2024-01-17T02:24:55.346856Z"
},
"id": "pSs9XqwQpvIN"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[0 1 2 3 4 5 6 7 8 9]\n",
"[10 11 12 13 14 15 16 17 18 19]\n",
"[20 21 22 23 24 25 26 27 28 29]\n",
"[30 31 32 33 34 35 36 37 38 39]\n",
"[40 41 42 43 44 45 46 47 48 49]\n"
]
}
],
"source": [
"batches = range_ds.batch(10, drop_remainder=True)\n",
"\n",
"for batch in batches.take(5):\n",
" print(batch.numpy())"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "mgb2qikEtk5W"
},
"source": [
"Or to make dense predictions one step into the future, you might shift the features and labels by one step relative to each other:"
]
},
{
"cell_type": "code",
"execution_count": 95,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:55.350865Z",
"iopub.status.busy": "2024-01-17T02:24:55.350355Z",
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"shell.execute_reply": "2024-01-17T02:24:55.407495Z"
},
"id": "47XfwPhetkIN"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[0 1 2 3 4 5 6 7 8] => [1 2 3 4 5 6 7 8 9]\n",
"[10 11 12 13 14 15 16 17 18] => [11 12 13 14 15 16 17 18 19]\n",
"[20 21 22 23 24 25 26 27 28] => [21 22 23 24 25 26 27 28 29]\n"
]
}
],
"source": [
"def dense_1_step(batch):\n",
" # Shift features and labels one step relative to each other.\n",
" return batch[:-1], batch[1:]\n",
"\n",
"predict_dense_1_step = batches.map(dense_1_step)\n",
"\n",
"for features, label in predict_dense_1_step.take(3):\n",
" print(features.numpy(), \" => \", label.numpy())"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "DjsXuINKqsS_"
},
"source": [
"To predict a whole window instead of a fixed offset you can split the batches into two parts:"
]
},
{
"cell_type": "code",
"execution_count": 96,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:55.411555Z",
"iopub.status.busy": "2024-01-17T02:24:55.411049Z",
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"shell.execute_reply": "2024-01-17T02:24:55.468749Z"
},
"id": "FMmkQB1Gqo6x"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[0 1 2 3 4 5 6 7 8 9] => [10 11 12 13 14]\n",
"[15 16 17 18 19 20 21 22 23 24] => [25 26 27 28 29]\n",
"[30 31 32 33 34 35 36 37 38 39] => [40 41 42 43 44]\n"
]
}
],
"source": [
"batches = range_ds.batch(15, drop_remainder=True)\n",
"\n",
"def label_next_5_steps(batch):\n",
" return (batch[:-5], # Inputs: All except the last 5 steps\n",
" batch[-5:]) # Labels: The last 5 steps\n",
"\n",
"predict_5_steps = batches.map(label_next_5_steps)\n",
"\n",
"for features, label in predict_5_steps.take(3):\n",
" print(features.numpy(), \" => \", label.numpy())"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "5a611Qr3jlhl"
},
"source": [
"To allow some overlap between the features of one batch and the labels of another, use `Dataset.zip`:"
]
},
{
"cell_type": "code",
"execution_count": 97,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:55.472742Z",
"iopub.status.busy": "2024-01-17T02:24:55.472178Z",
"iopub.status.idle": "2024-01-17T02:24:55.521983Z",
"shell.execute_reply": "2024-01-17T02:24:55.521338Z"
},
"id": "11dF3wyFjk2J"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[0 1 2 3 4 5 6 7 8 9] => [10 11 12]\n",
"[10 11 12 13 14 15 16 17 18 19] => [20 21 22]\n",
"[20 21 22 23 24 25 26 27 28 29] => [30 31 32]\n",
"[30 31 32 33 34 35 36 37 38 39] => [40 41 42]\n",
"[40 41 42 43 44 45 46 47 48 49] => [50 51 52]\n"
]
}
],
"source": [
"feature_length = 10\n",
"label_length = 3\n",
"\n",
"features = range_ds.batch(feature_length, drop_remainder=True)\n",
"labels = range_ds.batch(feature_length).skip(1).map(lambda labels: labels[:label_length])\n",
"\n",
"predicted_steps = tf.data.Dataset.zip((features, labels))\n",
"\n",
"for features, label in predicted_steps.take(5):\n",
" print(features.numpy(), \" => \", label.numpy())"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "adew3o2mCURC"
},
"source": [
"#### Using `window`"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "fF6pEdlduq8E"
},
"source": [
"While using `Dataset.batch` works, there are situations where you may need finer control. The `Dataset.window` method gives you complete control, but requires some care: it returns a `Dataset` of `Datasets`. Go to the [Dataset structure](#dataset_structure) section for details."
]
},
{
"cell_type": "code",
"execution_count": 98,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:55.525637Z",
"iopub.status.busy": "2024-01-17T02:24:55.524980Z",
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"shell.execute_reply": "2024-01-17T02:24:55.539599Z"
},
"id": "ZEI2W_EBw2OX"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<_VariantDataset element_spec=TensorSpec(shape=(), dtype=tf.int64, name=None)>\n",
"<_VariantDataset element_spec=TensorSpec(shape=(), dtype=tf.int64, name=None)>\n",
"<_VariantDataset element_spec=TensorSpec(shape=(), dtype=tf.int64, name=None)>\n",
"<_VariantDataset element_spec=TensorSpec(shape=(), dtype=tf.int64, name=None)>\n",
"<_VariantDataset element_spec=TensorSpec(shape=(), dtype=tf.int64, name=None)>\n"
]
}
],
"source": [
"window_size = 5\n",
"\n",
"windows = range_ds.window(window_size, shift=1)\n",
"for sub_ds in windows.take(5):\n",
" print(sub_ds)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "r82hWdk4x-46"
},
"source": [
"The `Dataset.flat_map` method can take a dataset of datasets and flatten it into a single dataset:"
]
},
{
"cell_type": "code",
"execution_count": 99,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:55.543164Z",
"iopub.status.busy": "2024-01-17T02:24:55.542933Z",
"iopub.status.idle": "2024-01-17T02:24:55.581921Z",
"shell.execute_reply": "2024-01-17T02:24:55.581296Z"
},
"id": "SB8AI03mnF8u"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0 1 2 3 4 1 2 3 4 5 2 3 4 5 6 3 4 5 6 7 4 5 6 7 8 5 6 7 8 9 "
]
}
],
"source": [
" for x in windows.flat_map(lambda x: x).take(30):\n",
" print(x.numpy(), end=' ')"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "sgLIwq9Anc34"
},
"source": [
"In nearly all cases, you will want to `Dataset.batch` the dataset first:"
]
},
{
"cell_type": "code",
"execution_count": 100,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:55.585470Z",
"iopub.status.busy": "2024-01-17T02:24:55.584849Z",
"iopub.status.idle": "2024-01-17T02:24:55.636890Z",
"shell.execute_reply": "2024-01-17T02:24:55.636162Z"
},
"id": "5j_y84rmyVQa"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[0 1 2 3 4]\n",
"[1 2 3 4 5]\n",
"[2 3 4 5 6]\n",
"[3 4 5 6 7]\n",
"[4 5 6 7 8]\n"
]
}
],
"source": [
"def sub_to_batch(sub):\n",
" return sub.batch(window_size, drop_remainder=True)\n",
"\n",
"for example in windows.flat_map(sub_to_batch).take(5):\n",
" print(example.numpy())"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "hVugrmND3Grp"
},
"source": [
"Now, you can see that the `shift` argument controls how much each window moves over.\n",
"\n",
"Putting this together you might write this function:"
]
},
{
"cell_type": "code",
"execution_count": 101,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:55.640431Z",
"iopub.status.busy": "2024-01-17T02:24:55.639712Z",
"iopub.status.idle": "2024-01-17T02:24:55.644060Z",
"shell.execute_reply": "2024-01-17T02:24:55.643306Z"
},
"id": "LdFRv_0D4FqW"
},
"outputs": [],
"source": [
"def make_window_dataset(ds, window_size=5, shift=1, stride=1):\n",
" windows = ds.window(window_size, shift=shift, stride=stride)\n",
"\n",
" def sub_to_batch(sub):\n",
" return sub.batch(window_size, drop_remainder=True)\n",
"\n",
" windows = windows.flat_map(sub_to_batch)\n",
" return windows\n"
]
},
{
"cell_type": "code",
"execution_count": 102,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:55.647273Z",
"iopub.status.busy": "2024-01-17T02:24:55.646762Z",
"iopub.status.idle": "2024-01-17T02:24:55.700513Z",
"shell.execute_reply": "2024-01-17T02:24:55.699801Z"
},
"id": "-iVxcVfEdf5b"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[ 0 3 6 9 12 15 18 21 24 27]\n",
"[ 5 8 11 14 17 20 23 26 29 32]\n",
"[10 13 16 19 22 25 28 31 34 37]\n",
"[15 18 21 24 27 30 33 36 39 42]\n",
"[20 23 26 29 32 35 38 41 44 47]\n",
"[25 28 31 34 37 40 43 46 49 52]\n",
"[30 33 36 39 42 45 48 51 54 57]\n",
"[35 38 41 44 47 50 53 56 59 62]\n",
"[40 43 46 49 52 55 58 61 64 67]\n",
"[45 48 51 54 57 60 63 66 69 72]\n"
]
}
],
"source": [
"ds = make_window_dataset(range_ds, window_size=10, shift = 5, stride=3)\n",
"\n",
"for example in ds.take(10):\n",
" print(example.numpy())"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "fMGMTPQ4w8pr"
},
"source": [
"Then it's easy to extract labels, as before:"
]
},
{
"cell_type": "code",
"execution_count": 103,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:55.703843Z",
"iopub.status.busy": "2024-01-17T02:24:55.703202Z",
"iopub.status.idle": "2024-01-17T02:24:55.755097Z",
"shell.execute_reply": "2024-01-17T02:24:55.754453Z"
},
"id": "F0fPfZkZw6j_"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[ 0 3 6 9 12 15 18 21 24] => [ 3 6 9 12 15 18 21 24 27]\n",
"[ 5 8 11 14 17 20 23 26 29] => [ 8 11 14 17 20 23 26 29 32]\n",
"[10 13 16 19 22 25 28 31 34] => [13 16 19 22 25 28 31 34 37]\n"
]
}
],
"source": [
"dense_labels_ds = ds.map(dense_1_step)\n",
"\n",
"for inputs,labels in dense_labels_ds.take(3):\n",
" print(inputs.numpy(), \"=>\", labels.numpy())"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "vyi_-ft0kvy4"
},
"source": [
"### Resampling\n",
"\n",
"When working with a dataset that is very class-imbalanced, you may want to resample the dataset. `tf.data` provides two methods to do this. The credit card fraud dataset is a good example of this sort of problem.\n",
"\n",
"Note: Go to [Classification on imbalanced data](../tutorials/structured_data/imbalanced_data.ipynb) for a full tutorial.\n"
]
},
{
"cell_type": "code",
"execution_count": 104,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:55.758465Z",
"iopub.status.busy": "2024-01-17T02:24:55.758219Z",
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"shell.execute_reply": "2024-01-17T02:24:57.181431Z"
},
"id": "U2e8dxVUlFHO"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Downloading data from https://storage.googleapis.com/download.tensorflow.org/data/creditcard.zip\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r",
" 8192/69155632 [..............................] - ETA: 0s"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 5758976/69155632 [=>............................] - ETA: 0s"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"18866176/69155632 [=======>......................] - ETA: 0s"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"32227328/69155632 [============>.................] - ETA: 0s"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"46743552/69155632 [===================>..........] - ETA: 0s"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"52486144/69155632 [=====================>........] - ETA: 0s"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"67223552/69155632 [============================>.] - ETA: 0s"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"69155632/69155632 [==============================] - 0s 0us/step\n"
]
}
],
"source": [
"zip_path = tf.keras.utils.get_file(\n",
" origin='https://storage.googleapis.com/download.tensorflow.org/data/creditcard.zip',\n",
" fname='creditcard.zip',\n",
" extract=True)\n",
"\n",
"csv_path = zip_path.replace('.zip', '.csv')"
]
},
{
"cell_type": "code",
"execution_count": 105,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:57.186697Z",
"iopub.status.busy": "2024-01-17T02:24:57.186150Z",
"iopub.status.idle": "2024-01-17T02:24:57.254825Z",
"shell.execute_reply": "2024-01-17T02:24:57.254114Z"
},
"id": "EhkkM4Wx75S_"
},
"outputs": [],
"source": [
"creditcard_ds = tf.data.experimental.make_csv_dataset(\n",
" csv_path, batch_size=1024, label_name=\"Class\",\n",
" # Set the column types: 30 floats and an int.\n",
" column_defaults=[float()]*30+[int()])"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "A8O47EmHlxYX"
},
"source": [
"Now, check the distribution of classes, it is highly skewed:"
]
},
{
"cell_type": "code",
"execution_count": 106,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:57.258394Z",
"iopub.status.busy": "2024-01-17T02:24:57.258120Z",
"iopub.status.idle": "2024-01-17T02:24:57.262176Z",
"shell.execute_reply": "2024-01-17T02:24:57.261581Z"
},
"id": "a8-Ss69XlzXD"
},
"outputs": [],
"source": [
"def count(counts, batch):\n",
" features, labels = batch\n",
" class_1 = labels == 1\n",
" class_1 = tf.cast(class_1, tf.int32)\n",
"\n",
" class_0 = labels == 0\n",
" class_0 = tf.cast(class_0, tf.int32)\n",
"\n",
" counts['class_0'] += tf.reduce_sum(class_0)\n",
" counts['class_1'] += tf.reduce_sum(class_1)\n",
"\n",
" return counts"
]
},
{
"cell_type": "code",
"execution_count": 107,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:57.265679Z",
"iopub.status.busy": "2024-01-17T02:24:57.265067Z",
"iopub.status.idle": "2024-01-17T02:24:58.195579Z",
"shell.execute_reply": "2024-01-17T02:24:58.194836Z"
},
"id": "O1a3t_B4l_f6"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[0.9953 0.0047]\n"
]
}
],
"source": [
"counts = creditcard_ds.take(10).reduce(\n",
" initial_state={'class_0': 0, 'class_1': 0},\n",
" reduce_func = count)\n",
"\n",
"counts = np.array([counts['class_0'].numpy(),\n",
" counts['class_1'].numpy()]).astype(np.float32)\n",
"\n",
"fractions = counts/counts.sum()\n",
"print(fractions)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "z1b8lFhSnDdv"
},
"source": [
"A common approach to training with an imbalanced dataset is to balance it. `tf.data` includes a few methods which enable this workflow:"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "y8jQWsgMnjQG"
},
"source": [
"#### Datasets sampling"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ov14SRrQyQE3"
},
"source": [
"One approach to resampling a dataset is to use `sample_from_datasets`. This is more applicable when you have a separate `tf.data.Dataset` for each class.\n",
"\n",
"Here, just use filter to generate them from the credit card fraud data:"
]
},
{
"cell_type": "code",
"execution_count": 108,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:58.199534Z",
"iopub.status.busy": "2024-01-17T02:24:58.199023Z",
"iopub.status.idle": "2024-01-17T02:24:58.322247Z",
"shell.execute_reply": "2024-01-17T02:24:58.321553Z"
},
"id": "6YKfCPa-nioA"
},
"outputs": [],
"source": [
"negative_ds = (\n",
" creditcard_ds\n",
" .unbatch()\n",
" .filter(lambda features, label: label==0)\n",
" .repeat())\n",
"positive_ds = (\n",
" creditcard_ds\n",
" .unbatch()\n",
" .filter(lambda features, label: label==1)\n",
" .repeat())"
]
},
{
"cell_type": "code",
"execution_count": 109,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:58.326320Z",
"iopub.status.busy": "2024-01-17T02:24:58.325642Z",
"iopub.status.idle": "2024-01-17T02:24:59.298679Z",
"shell.execute_reply": "2024-01-17T02:24:59.297925Z"
},
"id": "8FNd3sQjzl9-"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1 1 1 1 1 1 1 1 1 1]\n"
]
}
],
"source": [
"for features, label in positive_ds.batch(10).take(1):\n",
" print(label.numpy())"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "GxLAr-7p0ATX"
},
"source": [
"To use `tf.data.Dataset.sample_from_datasets` pass the datasets, and the weight for each:"
]
},
{
"cell_type": "code",
"execution_count": 110,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:59.302952Z",
"iopub.status.busy": "2024-01-17T02:24:59.302346Z",
"iopub.status.idle": "2024-01-17T02:24:59.429599Z",
"shell.execute_reply": "2024-01-17T02:24:59.428879Z"
},
"id": "vjdPVIFCngOb"
},
"outputs": [],
"source": [
"balanced_ds = tf.data.Dataset.sample_from_datasets(\n",
" [negative_ds, positive_ds], [0.5, 0.5]).batch(10)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "2K4ObOms082B"
},
"source": [
"Now the dataset produces examples of each class with a 50/50 probability:"
]
},
{
"cell_type": "code",
"execution_count": 111,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:24:59.433806Z",
"iopub.status.busy": "2024-01-17T02:24:59.433191Z",
"iopub.status.idle": "2024-01-17T02:25:01.706344Z",
"shell.execute_reply": "2024-01-17T02:25:01.705514Z"
},
"id": "Myvkw21Rz-fH"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[0 0 0 1 0 0 1 0 0 0]\n",
"[1 1 0 0 1 1 1 0 0 1]\n",
"[1 0 0 0 1 1 0 0 0 0]\n",
"[1 0 0 0 0 1 0 1 0 0]\n",
"[1 1 1 1 0 1 0 0 1 0]\n",
"[0 1 1 0 0 0 1 1 0 1]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[0 1 1 0 1 1 0 1 1 1]\n",
"[0 0 0 1 0 0 1 1 0 0]\n",
"[0 1 0 0 1 1 1 0 1 0]\n",
"[1 1 1 1 1 1 0 0 0 0]\n"
]
}
],
"source": [
"for features, labels in balanced_ds.take(10):\n",
" print(labels.numpy())"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "OUTE3eb9nckY"
},
"source": [
"#### Rejection resampling"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "kZ9ezkK6irMD"
},
"source": [
"One problem with the above `Dataset.sample_from_datasets` approach is that\n",
"it needs a separate `tf.data.Dataset` per class. You could use `Dataset.filter`\n",
"to create those two datasets, but that results in all the data being loaded twice.\n",
"\n",
"The `tf.data.Dataset.rejection_resample` method can be applied to a dataset to rebalance it, while only loading it once. Elements will be dropped or repeated to achieve balance.\n",
"\n",
"The `rejection_resample` method takes a `class_func` argument. This `class_func` is applied to each dataset element, and is used to determine which class an example belongs to for the purposes of balancing.\n",
"\n",
"The goal here is to balance the label distribution, and the elements of `creditcard_ds` are already `(features, label)` pairs. So the `class_func` just needs to return those labels:"
]
},
{
"cell_type": "code",
"execution_count": 112,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:25:01.710710Z",
"iopub.status.busy": "2024-01-17T02:25:01.710200Z",
"iopub.status.idle": "2024-01-17T02:25:01.713776Z",
"shell.execute_reply": "2024-01-17T02:25:01.713048Z"
},
"id": "zC_Cuzw8lhI5"
},
"outputs": [],
"source": [
"def class_func(features, label):\n",
" return label"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "YxJrOZVToGuE"
},
"source": [
"The resampling method deals with individual examples, so in this case you must `unbatch` the dataset before applying that method.\n",
"\n",
"The method needs a target distribution, and optionally an initial distribution estimate as inputs."
]
},
{
"cell_type": "code",
"execution_count": 113,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:25:01.717137Z",
"iopub.status.busy": "2024-01-17T02:25:01.716595Z",
"iopub.status.idle": "2024-01-17T02:25:01.927528Z",
"shell.execute_reply": "2024-01-17T02:25:01.926800Z"
},
"id": "fY6VIhr3oGHG"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"WARNING:tensorflow:From /tmpfs/src/tf_docs_env/lib/python3.9/site-packages/tensorflow/python/data/ops/dataset_ops.py:4963: Print (from tensorflow.python.ops.logging_ops) is deprecated and will be removed after 2018-08-20.\n",
"Instructions for updating:\n",
"Use tf.print instead of tf.Print. Note that tf.print returns a no-output operator that directly prints the output. Outside of defuns or eager mode, this operator will not be executed unless it is directly specified in session.run or used as a control dependency for other operators. This is only a concern in graph mode. Below is an example of how to ensure tf.print executes in graph mode:\n",
"\n"
]
}
],
"source": [
"resample_ds = (\n",
" creditcard_ds\n",
" .unbatch()\n",
" .rejection_resample(class_func, target_dist=[0.5,0.5],\n",
" initial_dist=fractions)\n",
" .batch(10))"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "L-HnC1s8idqV"
},
"source": [
"The `rejection_resample` method returns `(class, example)` pairs where the `class` is the output of the `class_func`. In this case, the `example` was already a `(feature, label)` pair, so use `map` to drop the extra copy of the labels:"
]
},
{
"cell_type": "code",
"execution_count": 114,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:25:01.931459Z",
"iopub.status.busy": "2024-01-17T02:25:01.931184Z",
"iopub.status.idle": "2024-01-17T02:25:01.976346Z",
"shell.execute_reply": "2024-01-17T02:25:01.975661Z"
},
"id": "KpfCGU6BiaZq"
},
"outputs": [],
"source": [
"balanced_ds = resample_ds.map(lambda extra_label, features_and_label: features_and_label)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "j3d2jyEhx9kD"
},
"source": [
"Now the dataset produces examples of each class with a 50/50 probability:"
]
},
{
"cell_type": "code",
"execution_count": 115,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:25:01.979889Z",
"iopub.status.busy": "2024-01-17T02:25:01.979469Z",
"iopub.status.idle": "2024-01-17T02:25:04.455950Z",
"shell.execute_reply": "2024-01-17T02:25:04.455091Z"
},
"id": "XGLYChBQwkDV"
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Proportion of examples rejected by sampler is high: [0.995312512][0.995312512 0.0046875][0 1]\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Proportion of examples rejected by sampler is high: [0.995312512][0.995312512 0.0046875][0 1]\n",
"Proportion of examples rejected by sampler is high: [0.995312512][0.995312512 0.0046875][0 1]\n",
"Proportion of examples rejected by sampler is high: [0.995312512][0.995312512 0.0046875][0 1]\n",
"Proportion of examples rejected by sampler is high: [0.995312512][0.995312512 0.0046875][0 1]\n",
"Proportion of examples rejected by sampler is high: [0.995312512][0.995312512 0.0046875][0 1]\n",
"Proportion of examples rejected by sampler is high: [0.995312512][0.995312512 0.0046875][0 1]\n",
"Proportion of examples rejected by sampler is high: [0.995312512][0.995312512 0.0046875][0 1]\n",
"Proportion of examples rejected by sampler is high: [0.995312512][0.995312512 0.0046875][0 1]\n",
"Proportion of examples rejected by sampler is high: [0.995312512][0.995312512 0.0046875][0 1]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[0 1 0 1 0 0 1 1 0 1]\n",
"[1 1 0 1 0 0 1 1 0 0]\n",
"[0 0 1 0 1 0 0 0 0 1]\n",
"[1 0 0 1 0 0 1 0 1 0]\n",
"[0 1 1 0 0 1 0 1 1 0]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1 1 0 1 1 0 1 1 0 1]\n",
"[1 1 1 0 0 0 0 0 0 1]\n",
"[0 1 0 0 0 0 0 1 1 1]\n",
"[0 1 0 1 1 0 0 1 0 1]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[0 0 1 0 1 1 1 0 0 1]\n"
]
}
],
"source": [
"for features, labels in balanced_ds.take(10):\n",
" print(labels.numpy())"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "vYFKQx3bUBeU"
},
"source": [
"## Iterator Checkpointing"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "SOGg1UFhUE4z"
},
"source": [
"Tensorflow supports [taking checkpoints](./checkpoint.ipynb) so that when your training process restarts it can restore the latest checkpoint to recover most of its progress. In addition to checkpointing the model variables, you can also checkpoint the progress of the dataset iterator. This could be useful if you have a large dataset and don't want to start the dataset from the beginning on each restart. Note however that iterator checkpoints may be large, since transformations such as `Dataset.shuffle` and `Dataset.prefetch` require buffering elements within the iterator.\n",
"\n",
"To include your iterator in a checkpoint, pass the iterator to the `tf.train.Checkpoint` constructor."
]
},
{
"cell_type": "code",
"execution_count": 116,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:25:04.460133Z",
"iopub.status.busy": "2024-01-17T02:25:04.459730Z",
"iopub.status.idle": "2024-01-17T02:25:04.551362Z",
"shell.execute_reply": "2024-01-17T02:25:04.550581Z"
},
"id": "3Fsm9wvKUsNC"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[0, 1, 2, 3, 4]\n",
"[5, 6, 7, 8, 9]\n",
"[5, 6, 7, 8, 9]\n"
]
}
],
"source": [
"range_ds = tf.data.Dataset.range(20)\n",
"\n",
"iterator = iter(range_ds)\n",
"ckpt = tf.train.Checkpoint(step=tf.Variable(0), iterator=iterator)\n",
"manager = tf.train.CheckpointManager(ckpt, '/tmp/my_ckpt', max_to_keep=3)\n",
"\n",
"print([next(iterator).numpy() for _ in range(5)])\n",
"\n",
"save_path = manager.save()\n",
"\n",
"print([next(iterator).numpy() for _ in range(5)])\n",
"\n",
"ckpt.restore(manager.latest_checkpoint)\n",
"\n",
"print([next(iterator).numpy() for _ in range(5)])"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "gxWglTwX9Fex"
},
"source": [
"Note: It is not possible to checkpoint an iterator which relies on an external state, such as a `tf.py_function`. Attempting to do so will raise an exception complaining about the external state."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "uLRdedPpbDdD"
},
"source": [
"## Using `tf.data` with `tf.keras`"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "JTQe8daMcgFz"
},
"source": [
"The `tf.keras` API simplifies many aspects of creating and executing machine\n",
"learning models. Its `Model.fit` and `Model.evaluate` and `Model.predict` APIs support datasets as inputs. Here is a quick dataset and model setup:"
]
},
{
"cell_type": "code",
"execution_count": 117,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:25:04.555588Z",
"iopub.status.busy": "2024-01-17T02:25:04.555000Z",
"iopub.status.idle": "2024-01-17T02:25:05.092282Z",
"shell.execute_reply": "2024-01-17T02:25:05.091472Z"
},
"id": "-bfjqm0hOfES"
},
"outputs": [],
"source": [
"train, test = tf.keras.datasets.fashion_mnist.load_data()\n",
"\n",
"images, labels = train\n",
"images = images/255.0\n",
"labels = labels.astype(np.int32)"
]
},
{
"cell_type": "code",
"execution_count": 118,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:25:05.096354Z",
"iopub.status.busy": "2024-01-17T02:25:05.096038Z",
"iopub.status.idle": "2024-01-17T02:25:06.015511Z",
"shell.execute_reply": "2024-01-17T02:25:06.014739Z"
},
"id": "wDhF3rGnbDdD"
},
"outputs": [],
"source": [
"fmnist_train_ds = tf.data.Dataset.from_tensor_slices((images, labels))\n",
"fmnist_train_ds = fmnist_train_ds.shuffle(5000).batch(32)\n",
"\n",
"model = tf.keras.Sequential([\n",
" tf.keras.layers.Flatten(),\n",
" tf.keras.layers.Dense(10)\n",
"])\n",
"\n",
"model.compile(optimizer='adam',\n",
" loss=tf.keras.losses.SparseCategoricalCrossentropy(from_logits=True),\n",
" metrics=['accuracy'])"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Rdogg8CfHs-G"
},
"source": [
" Passing a dataset of `(feature, label)` pairs is all that's needed for `Model.fit` and `Model.evaluate`:"
]
},
{
"cell_type": "code",
"execution_count": 119,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:25:06.019320Z",
"iopub.status.busy": "2024-01-17T02:25:06.019073Z",
"iopub.status.idle": "2024-01-17T02:25:14.441616Z",
"shell.execute_reply": "2024-01-17T02:25:14.440707Z"
},
"id": "9cu4kPzOHnlt"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch 1/2\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r",
" 1/1875 [..............................] - ETA: 23:49 - loss: 2.4227 - accuracy: 0.0312"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 26/1875 [..............................] - ETA: 3s - loss: 1.7645 - accuracy: 0.3930 "
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"WARNING: All log messages before absl::InitializeLog() is called are written to STDERR\n",
"I0000 00:00:1705458306.961075 14743 device_compiler.h:186] Compiled cluster using XLA! This line is logged at most once for the lifetime of the process.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 51/1875 [..............................] - ETA: 3s - loss: 1.4668 - accuracy: 0.5080"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 76/1875 [>.............................] - ETA: 3s - loss: 1.2861 - accuracy: 0.5789"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 102/1875 [>.............................] - ETA: 3s - loss: 1.1783 - accuracy: 0.6146"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 128/1875 [=>............................] - ETA: 3s - loss: 1.1132 - accuracy: 0.6326"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 155/1875 [=>............................] - ETA: 3s - loss: 1.0597 - accuracy: 0.6494"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 181/1875 [=>............................] - ETA: 3s - loss: 1.0199 - accuracy: 0.6637"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 207/1875 [==>...........................] - ETA: 3s - loss: 0.9806 - accuracy: 0.6759"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 233/1875 [==>...........................] - ETA: 3s - loss: 0.9489 - accuracy: 0.6855"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 259/1875 [===>..........................] - ETA: 3s - loss: 0.9246 - accuracy: 0.6935"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 284/1875 [===>..........................] - ETA: 3s - loss: 0.9040 - accuracy: 0.6983"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 311/1875 [===>..........................] - ETA: 3s - loss: 0.8822 - accuracy: 0.7060"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 337/1875 [====>.........................] - ETA: 3s - loss: 0.8681 - accuracy: 0.7094"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 364/1875 [====>.........................] - ETA: 2s - loss: 0.8536 - accuracy: 0.7142"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 392/1875 [=====>........................] - ETA: 2s - loss: 0.8357 - accuracy: 0.7203"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 418/1875 [=====>........................] - ETA: 2s - loss: 0.8251 - accuracy: 0.7234"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 444/1875 [======>.......................] - ETA: 2s - loss: 0.8102 - accuracy: 0.7287"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 469/1875 [======>.......................] - ETA: 2s - loss: 0.7996 - accuracy: 0.7321"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 495/1875 [======>.......................] - ETA: 2s - loss: 0.7888 - accuracy: 0.7358"
]
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"output_type": "stream",
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 522/1875 [=======>......................] - ETA: 2s - loss: 0.7792 - accuracy: 0.7388"
]
},
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"output_type": "stream",
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 549/1875 [=======>......................] - ETA: 2s - loss: 0.7710 - accuracy: 0.7418"
]
},
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"output_type": "stream",
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 576/1875 [========>.....................] - ETA: 2s - loss: 0.7640 - accuracy: 0.7445"
]
},
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"output_type": "stream",
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 603/1875 [========>.....................] - ETA: 2s - loss: 0.7549 - accuracy: 0.7475"
]
},
{
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"output_type": "stream",
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 629/1875 [=========>....................] - ETA: 2s - loss: 0.7478 - accuracy: 0.7496"
]
},
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"output_type": "stream",
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 656/1875 [=========>....................] - ETA: 2s - loss: 0.7418 - accuracy: 0.7511"
]
},
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"output_type": "stream",
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 683/1875 [=========>....................] - ETA: 2s - loss: 0.7350 - accuracy: 0.7532"
]
},
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"output_type": "stream",
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 709/1875 [==========>...................] - ETA: 2s - loss: 0.7285 - accuracy: 0.7552"
]
},
{
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"output_type": "stream",
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 734/1875 [==========>...................] - ETA: 2s - loss: 0.7223 - accuracy: 0.7575"
]
},
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"output_type": "stream",
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 761/1875 [===========>..................] - ETA: 2s - loss: 0.7188 - accuracy: 0.7590"
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},
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"output_type": "stream",
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 788/1875 [===========>..................] - ETA: 2s - loss: 0.7124 - accuracy: 0.7615"
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},
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"output_type": "stream",
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 815/1875 [============>.................] - ETA: 2s - loss: 0.7045 - accuracy: 0.7643"
]
},
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"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 841/1875 [============>.................] - ETA: 2s - loss: 0.6991 - accuracy: 0.7663"
]
},
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"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 868/1875 [============>.................] - ETA: 1s - loss: 0.6944 - accuracy: 0.7681"
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},
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"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 894/1875 [=============>................] - ETA: 1s - loss: 0.6894 - accuracy: 0.7699"
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},
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"output_type": "stream",
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 919/1875 [=============>................] - ETA: 1s - loss: 0.6853 - accuracy: 0.7708"
]
},
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"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 945/1875 [==============>...............] - ETA: 1s - loss: 0.6811 - accuracy: 0.7722"
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},
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"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 971/1875 [==============>...............] - ETA: 1s - loss: 0.6773 - accuracy: 0.7732"
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},
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"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 998/1875 [==============>...............] - ETA: 1s - loss: 0.6734 - accuracy: 0.7743"
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},
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"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1024/1875 [===============>..............] - ETA: 1s - loss: 0.6707 - accuracy: 0.7752"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1050/1875 [===============>..............] - ETA: 1s - loss: 0.6667 - accuracy: 0.7766"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1209/1875 [==================>...........] - ETA: 1s - loss: 0.6482 - accuracy: 0.7825"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1235/1875 [==================>...........] - ETA: 1s - loss: 0.6458 - accuracy: 0.7833"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1287/1875 [===================>..........] - ETA: 1s - loss: 0.6391 - accuracy: 0.7854"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1313/1875 [====================>.........] - ETA: 1s - loss: 0.6364 - accuracy: 0.7861"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1339/1875 [====================>.........] - ETA: 1s - loss: 0.6341 - accuracy: 0.7867"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1364/1875 [====================>.........] - ETA: 0s - loss: 0.6316 - accuracy: 0.7875"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1390/1875 [=====================>........] - ETA: 0s - loss: 0.6298 - accuracy: 0.7884"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1416/1875 [=====================>........] - ETA: 0s - loss: 0.6271 - accuracy: 0.7893"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1443/1875 [======================>.......] - ETA: 0s - loss: 0.6250 - accuracy: 0.7902"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1470/1875 [======================>.......] - ETA: 0s - loss: 0.6229 - accuracy: 0.7908"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1497/1875 [======================>.......] - ETA: 0s - loss: 0.6208 - accuracy: 0.7916"
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},
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1524/1875 [=======================>......] - ETA: 0s - loss: 0.6175 - accuracy: 0.7928"
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},
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1551/1875 [=======================>......] - ETA: 0s - loss: 0.6151 - accuracy: 0.7933"
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},
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1577/1875 [========================>.....] - ETA: 0s - loss: 0.6137 - accuracy: 0.7939"
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},
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1604/1875 [========================>.....] - ETA: 0s - loss: 0.6123 - accuracy: 0.7940"
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},
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1631/1875 [=========================>....] - ETA: 0s - loss: 0.6111 - accuracy: 0.7944"
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},
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1658/1875 [=========================>....] - ETA: 0s - loss: 0.6098 - accuracy: 0.7947"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1684/1875 [=========================>....] - ETA: 0s - loss: 0.6083 - accuracy: 0.7951"
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"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1710/1875 [==========================>...] - ETA: 0s - loss: 0.6062 - accuracy: 0.7958"
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"output_type": "stream",
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1737/1875 [==========================>...] - ETA: 0s - loss: 0.6042 - accuracy: 0.7965"
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"output_type": "stream",
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1764/1875 [===========================>..] - ETA: 0s - loss: 0.6028 - accuracy: 0.7968"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1791/1875 [===========================>..] - ETA: 0s - loss: 0.6012 - accuracy: 0.7971"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1817/1875 [============================>.] - ETA: 0s - loss: 0.5992 - accuracy: 0.7978"
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"output_type": "stream",
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1843/1875 [============================>.] - ETA: 0s - loss: 0.5970 - accuracy: 0.7984"
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"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1870/1875 [============================>.] - ETA: 0s - loss: 0.5953 - accuracy: 0.7991"
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"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1875/1875 [==============================] - 4s 2ms/step - loss: 0.5948 - accuracy: 0.7994\n"
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},
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"output_type": "stream",
"text": [
"Epoch 2/2\n"
]
},
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"name": "stdout",
"output_type": "stream",
"text": [
"\r",
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 27/1875 [..............................] - ETA: 3s - loss: 0.4887 - accuracy: 0.8368 "
]
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 53/1875 [..............................] - ETA: 3s - loss: 0.4816 - accuracy: 0.8373"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 79/1875 [>.............................] - ETA: 3s - loss: 0.4868 - accuracy: 0.8358"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 105/1875 [>.............................] - ETA: 3s - loss: 0.4814 - accuracy: 0.8375"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 131/1875 [=>............................] - ETA: 3s - loss: 0.4936 - accuracy: 0.8340"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 157/1875 [=>............................] - ETA: 3s - loss: 0.4927 - accuracy: 0.8380"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 183/1875 [=>............................] - ETA: 3s - loss: 0.4898 - accuracy: 0.8367"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 209/1875 [==>...........................] - ETA: 3s - loss: 0.4835 - accuracy: 0.8363"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 234/1875 [==>...........................] - ETA: 3s - loss: 0.4802 - accuracy: 0.8363"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 260/1875 [===>..........................] - ETA: 3s - loss: 0.4768 - accuracy: 0.8374"
]
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 286/1875 [===>..........................] - ETA: 3s - loss: 0.4758 - accuracy: 0.8384"
]
},
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"output_type": "stream",
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 312/1875 [===>..........................] - ETA: 3s - loss: 0.4723 - accuracy: 0.8400"
]
},
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"output_type": "stream",
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 338/1875 [====>.........................] - ETA: 3s - loss: 0.4713 - accuracy: 0.8411"
]
},
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"output_type": "stream",
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 364/1875 [====>.........................] - ETA: 2s - loss: 0.4707 - accuracy: 0.8403"
]
},
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"output_type": "stream",
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 390/1875 [=====>........................] - ETA: 2s - loss: 0.4723 - accuracy: 0.8384"
]
},
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"output_type": "stream",
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 415/1875 [=====>........................] - ETA: 2s - loss: 0.4751 - accuracy: 0.8364"
]
},
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"output_type": "stream",
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 441/1875 [======>.......................] - ETA: 2s - loss: 0.4750 - accuracy: 0.8362"
]
},
{
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"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 467/1875 [======>.......................] - ETA: 2s - loss: 0.4766 - accuracy: 0.8359"
]
},
{
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"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 493/1875 [======>.......................] - ETA: 2s - loss: 0.4760 - accuracy: 0.8359"
]
},
{
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"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 518/1875 [=======>......................] - ETA: 2s - loss: 0.4750 - accuracy: 0.8371"
]
},
{
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"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 544/1875 [=======>......................] - ETA: 2s - loss: 0.4757 - accuracy: 0.8361"
]
},
{
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"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 570/1875 [========>.....................] - ETA: 2s - loss: 0.4753 - accuracy: 0.8366"
]
},
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"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 596/1875 [========>.....................] - ETA: 2s - loss: 0.4746 - accuracy: 0.8365"
]
},
{
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"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 622/1875 [========>.....................] - ETA: 2s - loss: 0.4764 - accuracy: 0.8364"
]
},
{
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"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 647/1875 [=========>....................] - ETA: 2s - loss: 0.4732 - accuracy: 0.8375"
]
},
{
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"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 672/1875 [=========>....................] - ETA: 2s - loss: 0.4738 - accuracy: 0.8372"
]
},
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"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 698/1875 [==========>...................] - ETA: 2s - loss: 0.4718 - accuracy: 0.8377"
]
},
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"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 723/1875 [==========>...................] - ETA: 2s - loss: 0.4704 - accuracy: 0.8382"
]
},
{
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"output_type": "stream",
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 749/1875 [==========>...................] - ETA: 2s - loss: 0.4700 - accuracy: 0.8382"
]
},
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"output_type": "stream",
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 775/1875 [===========>..................] - ETA: 2s - loss: 0.4703 - accuracy: 0.8385"
]
},
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"output_type": "stream",
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 801/1875 [===========>..................] - ETA: 2s - loss: 0.4710 - accuracy: 0.8382"
]
},
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"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 827/1875 [============>.................] - ETA: 2s - loss: 0.4709 - accuracy: 0.8384"
]
},
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"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 852/1875 [============>.................] - ETA: 2s - loss: 0.4704 - accuracy: 0.8386"
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"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 877/1875 [=============>................] - ETA: 1s - loss: 0.4688 - accuracy: 0.8392"
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" 902/1875 [=============>................] - ETA: 1s - loss: 0.4681 - accuracy: 0.8391"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 927/1875 [=============>................] - ETA: 1s - loss: 0.4683 - accuracy: 0.8390"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 953/1875 [==============>...............] - ETA: 1s - loss: 0.4682 - accuracy: 0.8391"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 979/1875 [==============>...............] - ETA: 1s - loss: 0.4666 - accuracy: 0.8395"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1005/1875 [===============>..............] - ETA: 1s - loss: 0.4654 - accuracy: 0.8399"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1031/1875 [===============>..............] - ETA: 1s - loss: 0.4655 - accuracy: 0.8397"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1056/1875 [===============>..............] - ETA: 1s - loss: 0.4656 - accuracy: 0.8400"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1081/1875 [================>.............] - ETA: 1s - loss: 0.4663 - accuracy: 0.8401"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1107/1875 [================>.............] - ETA: 1s - loss: 0.4657 - accuracy: 0.8401"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1132/1875 [=================>............] - ETA: 1s - loss: 0.4660 - accuracy: 0.8402"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1158/1875 [=================>............] - ETA: 1s - loss: 0.4652 - accuracy: 0.8404"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1184/1875 [=================>............] - ETA: 1s - loss: 0.4656 - accuracy: 0.8406"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1209/1875 [==================>...........] - ETA: 1s - loss: 0.4652 - accuracy: 0.8409"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1235/1875 [==================>...........] - ETA: 1s - loss: 0.4640 - accuracy: 0.8414"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1260/1875 [===================>..........] - ETA: 1s - loss: 0.4640 - accuracy: 0.8412"
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},
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1285/1875 [===================>..........] - ETA: 1s - loss: 0.4639 - accuracy: 0.8412"
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},
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1311/1875 [===================>..........] - ETA: 1s - loss: 0.4630 - accuracy: 0.8417"
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},
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1337/1875 [====================>.........] - ETA: 1s - loss: 0.4622 - accuracy: 0.8418"
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},
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1364/1875 [====================>.........] - ETA: 1s - loss: 0.4618 - accuracy: 0.8421"
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},
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1390/1875 [=====================>........] - ETA: 0s - loss: 0.4622 - accuracy: 0.8422"
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},
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1416/1875 [=====================>........] - ETA: 0s - loss: 0.4607 - accuracy: 0.8428"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1441/1875 [======================>.......] - ETA: 0s - loss: 0.4610 - accuracy: 0.8425"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1466/1875 [======================>.......] - ETA: 0s - loss: 0.4609 - accuracy: 0.8427"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1492/1875 [======================>.......] - ETA: 0s - loss: 0.4603 - accuracy: 0.8430"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1518/1875 [=======================>......] - ETA: 0s - loss: 0.4609 - accuracy: 0.8428"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1544/1875 [=======================>......] - ETA: 0s - loss: 0.4601 - accuracy: 0.8430"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1620/1875 [========================>.....] - ETA: 0s - loss: 0.4609 - accuracy: 0.8428"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1645/1875 [=========================>....] - ETA: 0s - loss: 0.4616 - accuracy: 0.8427"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1724/1875 [==========================>...] - ETA: 0s - loss: 0.4605 - accuracy: 0.8430"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1750/1875 [===========================>..] - ETA: 0s - loss: 0.4602 - accuracy: 0.8432"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1776/1875 [===========================>..] - ETA: 0s - loss: 0.4603 - accuracy: 0.8431"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1802/1875 [===========================>..] - ETA: 0s - loss: 0.4602 - accuracy: 0.8431"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1828/1875 [============================>.] - ETA: 0s - loss: 0.4600 - accuracy: 0.8430"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1854/1875 [============================>.] - ETA: 0s - loss: 0.4602 - accuracy: 0.8428"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1875/1875 [==============================] - 4s 2ms/step - loss: 0.4601 - accuracy: 0.8427\n"
]
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 119,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model.fit(fmnist_train_ds, epochs=2)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "FzpAQfJMJF41"
},
"source": [
"If you pass an infinite dataset, for example by calling `Dataset.repeat`, you just need to also pass the `steps_per_epoch` argument:"
]
},
{
"cell_type": "code",
"execution_count": 120,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:25:14.445324Z",
"iopub.status.busy": "2024-01-17T02:25:14.444677Z",
"iopub.status.idle": "2024-01-17T02:25:14.834386Z",
"shell.execute_reply": "2024-01-17T02:25:14.833688Z"
},
"id": "Bp1BpzlyJinb"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch 1/2\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r",
" 1/20 [>.............................] - ETA: 0s - loss: 0.9125 - accuracy: 0.7812"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"20/20 [==============================] - 0s 2ms/step - loss: 0.4791 - accuracy: 0.8344\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch 2/2\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r",
" 1/20 [>.............................] - ETA: 0s - loss: 0.8421 - accuracy: 0.8750"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"20/20 [==============================] - 0s 2ms/step - loss: 0.4777 - accuracy: 0.8438\n"
]
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 120,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model.fit(fmnist_train_ds.repeat(), epochs=2, steps_per_epoch=20)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "iTLsw_nqJpTw"
},
"source": [
"For evaluation you can pass the number of evaluation steps:"
]
},
{
"cell_type": "code",
"execution_count": 121,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:25:14.837737Z",
"iopub.status.busy": "2024-01-17T02:25:14.837470Z",
"iopub.status.idle": "2024-01-17T02:25:18.195137Z",
"shell.execute_reply": "2024-01-17T02:25:18.194388Z"
},
"id": "TnlRHlaL-XUI"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r",
" 1/1875 [..............................] - ETA: 3:59 - loss: 0.3489 - accuracy: 0.8125"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 32/1875 [..............................] - ETA: 3s - loss: 0.4693 - accuracy: 0.8428 "
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 62/1875 [..............................] - ETA: 3s - loss: 0.4593 - accuracy: 0.8427"
]
},
{
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"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 91/1875 [>.............................] - ETA: 3s - loss: 0.4341 - accuracy: 0.8523"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 121/1875 [>.............................] - ETA: 2s - loss: 0.4319 - accuracy: 0.8505"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 152/1875 [=>............................] - ETA: 2s - loss: 0.4314 - accuracy: 0.8493"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 183/1875 [=>............................] - ETA: 2s - loss: 0.4263 - accuracy: 0.8526"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 213/1875 [==>...........................] - ETA: 2s - loss: 0.4275 - accuracy: 0.8505"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 243/1875 [==>...........................] - ETA: 2s - loss: 0.4304 - accuracy: 0.8520"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 272/1875 [===>..........................] - ETA: 2s - loss: 0.4290 - accuracy: 0.8535"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 301/1875 [===>..........................] - ETA: 2s - loss: 0.4281 - accuracy: 0.8539"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 330/1875 [====>.........................] - ETA: 2s - loss: 0.4361 - accuracy: 0.8505"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 359/1875 [====>.........................] - ETA: 2s - loss: 0.4380 - accuracy: 0.8491"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 388/1875 [=====>........................] - ETA: 2s - loss: 0.4390 - accuracy: 0.8493"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 418/1875 [=====>........................] - ETA: 2s - loss: 0.4389 - accuracy: 0.8487"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 447/1875 [======>.......................] - ETA: 2s - loss: 0.4397 - accuracy: 0.8477"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 476/1875 [======>.......................] - ETA: 2s - loss: 0.4436 - accuracy: 0.8463"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 506/1875 [=======>......................] - ETA: 2s - loss: 0.4447 - accuracy: 0.8461"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 536/1875 [=======>......................] - ETA: 2s - loss: 0.4437 - accuracy: 0.8467"
]
},
{
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"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 566/1875 [========>.....................] - ETA: 2s - loss: 0.4428 - accuracy: 0.8472"
]
},
{
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"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 595/1875 [========>.....................] - ETA: 2s - loss: 0.4440 - accuracy: 0.8462"
]
},
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"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 625/1875 [=========>....................] - ETA: 2s - loss: 0.4446 - accuracy: 0.8464"
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},
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 654/1875 [=========>....................] - ETA: 2s - loss: 0.4427 - accuracy: 0.8474"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 683/1875 [=========>....................] - ETA: 2s - loss: 0.4427 - accuracy: 0.8474"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 712/1875 [==========>...................] - ETA: 1s - loss: 0.4412 - accuracy: 0.8482"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 742/1875 [==========>...................] - ETA: 1s - loss: 0.4417 - accuracy: 0.8480"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 773/1875 [===========>..................] - ETA: 1s - loss: 0.4429 - accuracy: 0.8476"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 804/1875 [===========>..................] - ETA: 1s - loss: 0.4419 - accuracy: 0.8481"
]
},
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"output_type": "stream",
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 834/1875 [============>.................] - ETA: 1s - loss: 0.4415 - accuracy: 0.8482"
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},
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 863/1875 [============>.................] - ETA: 1s - loss: 0.4413 - accuracy: 0.8480"
]
},
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 891/1875 [=============>................] - ETA: 1s - loss: 0.4423 - accuracy: 0.8472"
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"output_type": "stream",
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 919/1875 [=============>................] - ETA: 1s - loss: 0.4416 - accuracy: 0.8472"
]
},
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"output_type": "stream",
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 947/1875 [==============>...............] - ETA: 1s - loss: 0.4397 - accuracy: 0.8482"
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},
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"output_type": "stream",
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
" 976/1875 [==============>...............] - ETA: 1s - loss: 0.4392 - accuracy: 0.8486"
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},
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1004/1875 [===============>..............] - ETA: 1s - loss: 0.4400 - accuracy: 0.8483"
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},
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1032/1875 [===============>..............] - ETA: 1s - loss: 0.4387 - accuracy: 0.8489"
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},
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1061/1875 [===============>..............] - ETA: 1s - loss: 0.4392 - accuracy: 0.8486"
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},
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1089/1875 [================>.............] - ETA: 1s - loss: 0.4391 - accuracy: 0.8490"
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},
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1117/1875 [================>.............] - ETA: 1s - loss: 0.4390 - accuracy: 0.8490"
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},
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1148/1875 [=================>............] - ETA: 1s - loss: 0.4401 - accuracy: 0.8489"
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},
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1179/1875 [=================>............] - ETA: 1s - loss: 0.4400 - accuracy: 0.8488"
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},
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1211/1875 [==================>...........] - ETA: 1s - loss: 0.4402 - accuracy: 0.8487"
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},
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"output_type": "stream",
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1242/1875 [==================>...........] - ETA: 1s - loss: 0.4400 - accuracy: 0.8488"
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},
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1271/1875 [===================>..........] - ETA: 1s - loss: 0.4401 - accuracy: 0.8490"
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},
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1300/1875 [===================>..........] - ETA: 0s - loss: 0.4396 - accuracy: 0.8489"
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},
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1329/1875 [====================>.........] - ETA: 0s - loss: 0.4398 - accuracy: 0.8488"
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},
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"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1360/1875 [====================>.........] - ETA: 0s - loss: 0.4405 - accuracy: 0.8486"
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},
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"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1389/1875 [=====================>........] - ETA: 0s - loss: 0.4405 - accuracy: 0.8487"
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},
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"output_type": "stream",
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1419/1875 [=====================>........] - ETA: 0s - loss: 0.4408 - accuracy: 0.8482"
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},
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"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1449/1875 [======================>.......] - ETA: 0s - loss: 0.4401 - accuracy: 0.8486"
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},
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"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1478/1875 [======================>.......] - ETA: 0s - loss: 0.4401 - accuracy: 0.8488"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1508/1875 [=======================>......] - ETA: 0s - loss: 0.4402 - accuracy: 0.8488"
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},
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"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1538/1875 [=======================>......] - ETA: 0s - loss: 0.4409 - accuracy: 0.8485"
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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1568/1875 [========================>.....] - ETA: 0s - loss: 0.4414 - accuracy: 0.8483"
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"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1599/1875 [========================>.....] - ETA: 0s - loss: 0.4406 - accuracy: 0.8487"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1630/1875 [=========================>....] - ETA: 0s - loss: 0.4403 - accuracy: 0.8488"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1661/1875 [=========================>....] - ETA: 0s - loss: 0.4396 - accuracy: 0.8492"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1691/1875 [==========================>...] - ETA: 0s - loss: 0.4399 - accuracy: 0.8492"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1722/1875 [==========================>...] - ETA: 0s - loss: 0.4405 - accuracy: 0.8487"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1752/1875 [===========================>..] - ETA: 0s - loss: 0.4396 - accuracy: 0.8490"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1780/1875 [===========================>..] - ETA: 0s - loss: 0.4390 - accuracy: 0.8492"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1809/1875 [===========================>..] - ETA: 0s - loss: 0.4390 - accuracy: 0.8492"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1838/1875 [============================>.] - ETA: 0s - loss: 0.4389 - accuracy: 0.8493"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1867/1875 [============================>.] - ETA: 0s - loss: 0.4393 - accuracy: 0.8492"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"1875/1875 [==============================] - 3s 2ms/step - loss: 0.4396 - accuracy: 0.8490\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Loss : 0.4396059811115265\n",
"Accuracy : 0.8489833474159241\n"
]
}
],
"source": [
"loss, accuracy = model.evaluate(fmnist_train_ds)\n",
"print(\"Loss :\", loss)\n",
"print(\"Accuracy :\", accuracy)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "C8UBU3CJKEA4"
},
"source": [
"For long datasets, set the number of steps to evaluate:"
]
},
{
"cell_type": "code",
"execution_count": 122,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:25:18.198633Z",
"iopub.status.busy": "2024-01-17T02:25:18.198350Z",
"iopub.status.idle": "2024-01-17T02:25:18.516616Z",
"shell.execute_reply": "2024-01-17T02:25:18.515844Z"
},
"id": "uVgamf9HKDon"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r",
" 1/10 [==>...........................] - ETA: 2s - loss: 0.4485 - accuracy: 0.8125"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"10/10 [==============================] - 0s 2ms/step - loss: 0.4079 - accuracy: 0.8844\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Loss : 0.4079427719116211\n",
"Accuracy : 0.8843749761581421\n"
]
}
],
"source": [
"loss, accuracy = model.evaluate(fmnist_train_ds.repeat(), steps=10)\n",
"print(\"Loss :\", loss)\n",
"print(\"Accuracy :\", accuracy)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "aZYhJ_YSIl6w"
},
"source": [
"The labels are not required when calling `Model.predict`."
]
},
{
"cell_type": "code",
"execution_count": 123,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:25:18.519853Z",
"iopub.status.busy": "2024-01-17T02:25:18.519552Z",
"iopub.status.idle": "2024-01-17T02:25:19.759684Z",
"shell.execute_reply": "2024-01-17T02:25:19.758962Z"
},
"id": "343lXJ-pIqWD"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r",
" 1/10 [==>...........................] - ETA: 2s"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"10/10 [==============================] - 0s 1ms/step\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"(320, 10)\n"
]
}
],
"source": [
"predict_ds = tf.data.Dataset.from_tensor_slices(images).batch(32)\n",
"result = model.predict(predict_ds, steps = 10)\n",
"print(result.shape)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "YfzZORwLI202"
},
"source": [
"But the labels are ignored if you do pass a dataset containing them:"
]
},
{
"cell_type": "code",
"execution_count": 124,
"metadata": {
"execution": {
"iopub.execute_input": "2024-01-17T02:25:19.763061Z",
"iopub.status.busy": "2024-01-17T02:25:19.762808Z",
"iopub.status.idle": "2024-01-17T02:25:19.826075Z",
"shell.execute_reply": "2024-01-17T02:25:19.825306Z"
},
"id": "mgQJTPrT-2WF"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r",
" 1/10 [==>...........................] - ETA: 0s"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
"10/10 [==============================] - 0s 1ms/step\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"(320, 10)\n"
]
}
],
"source": [
"result = model.predict(fmnist_train_ds, steps = 10)\n",
"print(result.shape)"
]
}
],
"metadata": {
"colab": {
"name": "data.ipynb",
"provenance": [],
"toc_visible": true
},
"kernelspec": {
"display_name": "Python 3",
"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": "3.9.18"
}
},
"nbformat": 4,
"nbformat_minor": 0
}