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AleksMatThe TensorFlow Datasets Authors
AleksMat
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The TensorFlow Datasets Authors
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Replace unicode escaped characters in ipynb files
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‎docs/cli.ipynb‎

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"id": "grQeV-PZroqn"
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},
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"source": [
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"\u003ctable class=\"tfo-notebook-buttons\" align=\"left\"\u003e\n",
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" \u003ctd\u003e\n",
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" \u003ca target=\"_blank\" href=\"https://www.tensorflow.org/datasets/cli\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/tf_logo_32px.png\" /\u003eView on TensorFlow.org\u003c/a\u003e\n",
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" \u003c/td\u003e\n",
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" \u003ctd\u003e\n",
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" \u003ca target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/datasets/blob/master/docs/cli.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" /\u003eRun in Google Colab\u003c/a\u003e\n",
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" \u003c/td\u003e\n",
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" \u003ctd\u003e\n",
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" \u003ca target=\"_blank\" href=\"https://github.com/tensorflow/datasets/blob/master/docs/cli.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /\u003eView source on GitHub\u003c/a\u003e\n",
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" \u003c/td\u003e\n",
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" \u003ctd\u003e\n",
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" \u003ca href=\"https://storage.googleapis.com/tensorflow_docs/datasets/docs/cli.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/download_logo_32px.png\" /\u003eDownload notebook\u003c/a\u003e\n",
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" \u003c/td\u003e\n",
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"\u003c/table\u003e"
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"<table class=\"tfo-notebook-buttons\" align=\"left\">\n",
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" <td>\n",
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" <a target=\"_blank\" href=\"https://www.tensorflow.org/datasets/cli\"><img src=\"https://www.tensorflow.org/images/tf_logo_32px.png\" />View on TensorFlow.org</a>\n",
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" </td>\n",
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" <td>\n",
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" <a target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/datasets/blob/master/docs/cli.ipynb\"><img src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" />Run in Google Colab</a>\n",
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" </td>\n",
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" <td>\n",
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" <a target=\"_blank\" href=\"https://github.com/tensorflow/datasets/blob/master/docs/cli.ipynb\"><img src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" />View source on GitHub</a>\n",
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" </td>\n",
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" <td>\n",
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" <a href=\"https://storage.googleapis.com/tensorflow_docs/datasets/docs/cli.ipynb\"><img src=\"https://www.tensorflow.org/images/download_logo_32px.png\" />Download notebook</a>\n",
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" </td>\n",
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"</table>"
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]
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},
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{
@@ -115,7 +115,7 @@
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"## `tfds new`: Implementing a new Dataset\n",
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"\n",
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"This command will help you kickstart writing your new Python dataset by creating\n",
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"a `\u003cdataset_name\u003e/` directory containing default implementation files.\n",
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"a `<dataset_name>/` directory containing default implementation files.\n",
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"\n",
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"Usage:"
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]
@@ -185,20 +185,20 @@
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"source": [
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"## `tfds build`: Download and prepare a dataset\n",
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"\n",
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"Use `tfds build \u003cmy_dataset\u003e` to generate a new dataset. `\u003cmy_dataset\u003e` can be:\n",
188+
"Use `tfds build <my_dataset>` to generate a new dataset. `<my_dataset>` can be:\n",
189189
"\n",
190190
"* A path to `dataset/` folder or `dataset.py` file (empty for current directory):\n",
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" * `tfds build datasets/my_dataset/`\n",
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" * `cd datasets/my_dataset/ \u0026\u0026 tfds build`\n",
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" * `cd datasets/my_dataset/ \u0026\u0026 tfds build my_dataset`\n",
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" * `cd datasets/my_dataset/ \u0026\u0026 tfds build my_dataset.py`\n",
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" * `cd datasets/my_dataset/ && tfds build`\n",
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" * `cd datasets/my_dataset/ && tfds build my_dataset`\n",
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" * `cd datasets/my_dataset/ && tfds build my_dataset.py`\n",
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"\n",
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"* A registered dataset:\n",
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"\n",
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" * `tfds build mnist`\n",
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" * `tfds build my_dataset --imports my_project.datasets`\n",
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"\n",
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"Note: `tfds build` has useful flags to help prototyping and debuging. See the `Debug \u0026 tests:` section bellow.\n",
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"Note: `tfds build` has useful flags to help prototyping and debuging. See the `Debug & tests:` section bellow.\n",
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"\n",
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"Available options:"
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]

‎docs/dataset_collections.ipynb‎

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"id": "LpO0um1nez_q"
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},
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"source": [
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"\u003ctable class=\"tfo-notebook-buttons\" align=\"left\"\u003e\n",
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" \u003ctd\u003e\n",
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" \u003ca target=\"_blank\" href=\"https://www.tensorflow.org/datasets/dataset_collections\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/tf_logo_32px.png\" /\u003eView on TensorFlow.org\u003c/a\u003e\n",
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" \u003c/td\u003e\n",
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" \u003ctd\u003e\n",
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" \u003ca target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/datasets/blob/master/docs/dataset_collections.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" /\u003eRun in Google Colab\u003c/a\u003e\n",
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" \u003c/td\u003e\n",
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" \u003ctd\u003e\n",
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" \u003ca target=\"_blank\" href=\"https://github.com/tensorflow/datasets/blob/master/docs/dataset_collections.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /\u003eView on GitHub\u003c/a\u003e\n",
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" \u003c/td\u003e\n",
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" \u003ctd\u003e\n",
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" \u003ca href=\"https://storage.googleapis.com/tensorflow_docs/datasets/docs/dataset_collections.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/download_logo_32px.png\" /\u003eDownload notebook\u003c/a\u003e\n",
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" \u003c/td\u003e\n",
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"\u003c/table\u003e"
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"<table class=\"tfo-notebook-buttons\" align=\"left\">\n",
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" <td>\n",
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" <a target=\"_blank\" href=\"https://www.tensorflow.org/datasets/dataset_collections\"><img src=\"https://www.tensorflow.org/images/tf_logo_32px.png\" />View on TensorFlow.org</a>\n",
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" </td>\n",
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" <td>\n",
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" <a target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/datasets/blob/master/docs/dataset_collections.ipynb\"><img src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" />Run in Google Colab</a>\n",
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" </td>\n",
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" <td>\n",
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" <a target=\"_blank\" href=\"https://github.com/tensorflow/datasets/blob/master/docs/dataset_collections.ipynb\"><img src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" />View on GitHub</a>\n",
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" </td>\n",
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" <td>\n",
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" <a href=\"https://storage.googleapis.com/tensorflow_docs/datasets/docs/dataset_collections.ipynb\"><img src=\"https://www.tensorflow.org/images/download_logo_32px.png\" />Download notebook</a>\n",
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" </td>\n",
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"</table>"
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]
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{

‎docs/determinism.ipynb‎

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"id": "gLgkbSCbTHGT"
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},
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"source": [
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"\u003ctable class=\"tfo-notebook-buttons\" align=\"left\"\u003e\n",
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" \u003ctd\u003e\n",
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" \u003ca target=\"_blank\" href=\"https://www.tensorflow.org/datasets/determinism\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/tf_logo_32px.png\" /\u003eView on TensorFlow.org\u003c/a\u003e\n",
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" \u003c/td\u003e\n",
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" \u003ctd\u003e\n",
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" \u003ca target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/datasets/blob/master/docs/determinism.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" /\u003eRun in Google Colab\u003c/a\u003e\n",
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" \u003c/td\u003e\n",
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" \u003ctd\u003e\n",
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" \u003ca target=\"_blank\" href=\"https://github.com/tensorflow/datasets/blob/master/docs/determinism.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /\u003eView on GitHub\u003c/a\u003e\n",
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" \u003c/td\u003e\n",
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" \u003ctd\u003e\n",
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" \u003ca href=\"https://storage.googleapis.com/tensorflow_docs/datasets/docs/determinism.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/download_logo_32px.png\" /\u003eDownload notebook\u003c/a\u003e\n",
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" \u003c/td\u003e\n",
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"\u003c/table\u003e"
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"<table class=\"tfo-notebook-buttons\" align=\"left\">\n",
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" <td>\n",
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" <a target=\"_blank\" href=\"https://www.tensorflow.org/datasets/determinism\"><img src=\"https://www.tensorflow.org/images/tf_logo_32px.png\" />View on TensorFlow.org</a>\n",
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" </td>\n",
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" <td>\n",
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" <a target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/datasets/blob/master/docs/determinism.ipynb\"><img src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" />Run in Google Colab</a>\n",
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" </td>\n",
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" <td>\n",
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" <a target=\"_blank\" href=\"https://github.com/tensorflow/datasets/blob/master/docs/determinism.ipynb\"><img src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" />View on GitHub</a>\n",
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" </td>\n",
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" <td>\n",
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" <a href=\"https://storage.googleapis.com/tensorflow_docs/datasets/docs/determinism.ipynb\"><img src=\"https://www.tensorflow.org/images/download_logo_32px.png\" />Download notebook</a>\n",
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" </td>\n",
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"</table>"
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]
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{
@@ -171,7 +171,7 @@
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" take: int,\n",
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" skip: int = None,\n",
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" **as_dataset_kwargs,\n",
174-
") -\u003e None:\n",
174+
") -> None:\n",
175175
" \"\"\"Print the example ids from the given dataset split.\"\"\"\n",
176176
" ds = load_dataset(builder, **as_dataset_kwargs)\n",
177177
" if skip:\n",
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" exs = [id_to_int(tfds_id, builder=builder) for tfds_id in exs]\n",
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" print(exs)\n",
183183
"\n",
184-
"def id_to_int(tfds_id: str, builder) -\u003e str:\n",
184+
"def id_to_int(tfds_id: str, builder) -> str:\n",
185185
" \"\"\"Format the tfds_id in a more human-readable.\"\"\"\n",
186186
" match = re.match(r'\\w+-(\\w+).\\w+-(\\d+)-of-\\d+__(\\d+)', tfds_id)\n",
187187
" split_name, shard_id, ex_id = match.groups()\n",
@@ -319,7 +319,7 @@
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"id": "gAJTLLsuFeuP"
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},
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"source": [
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"Note: Setting `shuffle_files=True` also [disable](https://github.com/tensorflow/datasets/tree/master/tensorflow_datasets/core/dataset_builder.py?l=676\u0026rcl=354322021) `deterministic` in [`tf.data.Options`](https://www.tensorflow.org/api_docs/python/tf/data/Options) to give some performance boost. So even small datasets which only have a single shard (like mnist), become non-deterministic.\n",
322+
"Note: Setting `shuffle_files=True` also [disable](https://github.com/tensorflow/datasets/tree/master/tensorflow_datasets/core/dataset_builder.py?l=676&rcl=354322021) `deterministic` in [`tf.data.Options`](https://www.tensorflow.org/api_docs/python/tf/data/Options) to give some performance boost. So even small datasets which only have a single shard (like mnist), become non-deterministic.\n",
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"\n",
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"See recipe below to get deterministic file shuffling."
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]

‎docs/keras_example.ipynb‎

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"\u003ctable class=\"tfo-notebook-buttons\" align=\"left\"\u003e\n",
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" \u003ctd\u003e\n",
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" \u003ca target=\"_blank\" href=\"https://www.tensorflow.org/datasets/keras_example\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/tf_logo_32px.png\" /\u003eView on TensorFlow.org\u003c/a\u003e\n",
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" \u003c/td\u003e\n",
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" \u003ctd\u003e\n",
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" \u003ca target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/datasets/blob/master/docs/keras_example.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" /\u003eRun in Google Colab\u003c/a\u003e\n",
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" \u003c/td\u003e\n",
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" \u003ctd\u003e\n",
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" \u003ca target=\"_blank\" href=\"https://github.com/tensorflow/datasets/blob/master/docs/keras_example.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /\u003eView source on GitHub\u003c/a\u003e\n",
38-
" \u003c/td\u003e\n",
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" \u003ctd\u003e\n",
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" \u003ca href=\"https://storage.googleapis.com/tensorflow_docs/datasets/docs/keras_example.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/download_logo_32px.png\" /\u003eDownload notebook\u003c/a\u003e\n",
41-
" \u003c/td\u003e\n",
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"\u003c/table\u003e"
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"<table class=\"tfo-notebook-buttons\" align=\"left\">\n",
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" <td>\n",
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" <a target=\"_blank\" href=\"https://www.tensorflow.org/datasets/keras_example\"><img src=\"https://www.tensorflow.org/images/tf_logo_32px.png\" />View on TensorFlow.org</a>\n",
32+
" </td>\n",
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" <td>\n",
34+
" <a target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/datasets/blob/master/docs/keras_example.ipynb\"><img src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" />Run in Google Colab</a>\n",
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" </td>\n",
36+
" <td>\n",
37+
" <a target=\"_blank\" href=\"https://github.com/tensorflow/datasets/blob/master/docs/keras_example.ipynb\"><img src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" />View source on GitHub</a>\n",
38+
" </td>\n",
39+
" <td>\n",
40+
" <a href=\"https://storage.googleapis.com/tensorflow_docs/datasets/docs/keras_example.ipynb\"><img src=\"https://www.tensorflow.org/images/download_logo_32px.png\" />Download notebook</a>\n",
41+
" </td>\n",
42+
"</table>"
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]
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},
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{
@@ -109,9 +109,9 @@
109109
"Apply the following transformations:\n",
110110
"\n",
111111
"* `tf.data.Dataset.map`: TFDS provide images of type `tf.uint8`, while the model expects `tf.float32`. Therefore, you need to normalize images.\n",
112-
"* `tf.data.Dataset.cache` As you fit the dataset in memory, cache it before shuffling for a better performance.\u003cbr/\u003e\n",
112+
"* `tf.data.Dataset.cache` As you fit the dataset in memory, cache it before shuffling for a better performance.<br/>\n",
113113
"__Note:__ Random transformations should be applied after caching.\n",
114-
"* `tf.data.Dataset.shuffle`: For true randomness, set the shuffle buffer to the full dataset size.\u003cbr/\u003e\n",
114+
"* `tf.data.Dataset.shuffle`: For true randomness, set the shuffle buffer to the full dataset size.<br/>\n",
115115
"__Note:__ For large datasets that can't fit in memory, use `buffer_size=1000` if your system allows it.\n",
116116
"* `tf.data.Dataset.batch`: Batch elements of the dataset after shuffling to get unique batches at each epoch.\n",
117117
"* `tf.data.Dataset.prefetch`: It is good practice to end the pipeline by prefetching [for performance](https://www.tensorflow.org/guide/data_performance#prefetching)."
@@ -126,7 +126,7 @@
126126
"outputs": [],
127127
"source": [
128128
"def normalize_img(image, label):\n",
129-
" \"\"\"Normalizes images: `uint8` -\u003e `float32`.\"\"\"\n",
129+
" \"\"\"Normalizes images: `uint8` -> `float32`.\"\"\"\n",
130130
" return tf.cast(image, tf.float32) / 255., label\n",
131131
"\n",
132132
"ds_train = ds_train.map(\n",

‎docs/overview.ipynb‎

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},
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"\u003ctable class=\"tfo-notebook-buttons\" align=\"left\"\u003e\n",
34-
" \u003ctd\u003e\n",
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" \u003ca target=\"_blank\" href=\"https://www.tensorflow.org/datasets/overview\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/tf_logo_32px.png\" /\u003eView on TensorFlow.org\u003c/a\u003e\n",
36-
" \u003c/td\u003e\n",
37-
" \u003ctd\u003e\n",
38-
" \u003ca target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/datasets/blob/master/docs/overview.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" /\u003eRun in Google Colab\u003c/a\u003e\n",
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" \u003c/td\u003e\n",
40-
" \u003ctd\u003e\n",
41-
" \u003ca target=\"_blank\" href=\"https://github.com/tensorflow/datasets/blob/master/docs/overview.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" /\u003eView source on GitHub\u003c/a\u003e\n",
42-
" \u003c/td\u003e\n",
43-
" \u003ctd\u003e\n",
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" \u003ca href=\"https://storage.googleapis.com/tensorflow_docs/datasets/docs/overview.ipynb\"\u003e\u003cimg src=\"https://www.tensorflow.org/images/download_logo_32px.png\" /\u003eDownload notebook\u003c/a\u003e\n",
45-
" \u003c/td\u003e\n",
46-
"\u003c/table\u003e"
33+
"<table class=\"tfo-notebook-buttons\" align=\"left\">\n",
34+
" <td>\n",
35+
" <a target=\"_blank\" href=\"https://www.tensorflow.org/datasets/overview\"><img src=\"https://www.tensorflow.org/images/tf_logo_32px.png\" />View on TensorFlow.org</a>\n",
36+
" </td>\n",
37+
" <td>\n",
38+
" <a target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/datasets/blob/master/docs/overview.ipynb\"><img src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" />Run in Google Colab</a>\n",
39+
" </td>\n",
40+
" <td>\n",
41+
" <a target=\"_blank\" href=\"https://github.com/tensorflow/datasets/blob/master/docs/overview.ipynb\"><img src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" />View source on GitHub</a>\n",
42+
" </td>\n",
43+
" <td>\n",
44+
" <a href=\"https://storage.googleapis.com/tensorflow_docs/datasets/docs/overview.ipynb\"><img src=\"https://www.tensorflow.org/images/download_logo_32px.png\" />Download notebook</a>\n",
45+
" </td>\n",
46+
"</table>"
4747
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},
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{
@@ -276,8 +276,8 @@
276276
"\n",
277277
"Uses `tfds.as_numpy` to convert:\n",
278278
"\n",
279-
"* `tf.Tensor` -\u003e `np.array`\n",
280-
"* `tf.data.Dataset` -\u003e `Iterator[Tree[np.array]]` (`Tree` can be arbitrary nested `Dict`, `Tuple`)\n",
279+
"* `tf.Tensor` -> `np.array`\n",
280+
"* `tf.data.Dataset` -> `Iterator[Tree[np.array]]` (`Tree` can be arbitrary nested `Dict`, `Tuple`)\n",
281281
"\n"
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@@ -549,7 +549,7 @@
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"source": [
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"print(info.features[\"label\"].num_classes)\n",
551551
"print(info.features[\"label\"].names)\n",
552-
"print(info.features[\"label\"].int2str(7)) # Human readable version (8 -\u003e 'cat')\n",
552+
"print(info.features[\"label\"].int2str(7)) # Human readable version (8 -> 'cat')\n",
553553
"print(info.features[\"label\"].str2int('7'))"
554554
]
555555
},
@@ -675,10 +675,10 @@
675675
"\n",
676676
"To find out which urls to download, look into:\n",
677677
"\n",
678-
" * For new datasets (implemented as folder): [`tensorflow_datasets/`](https://github.com/tensorflow/datasets/tree/master/tensorflow_datasets/)`\u003ctype\u003e/\u003cdataset_name\u003e/checksums.tsv`. For example: [`tensorflow_datasets/datasets/bool_q/checksums.tsv`](https://github.com/tensorflow/datasets/blob/master/tensorflow_datasets/datasets/bool_q/checksums.tsv).\n",
678+
" * For new datasets (implemented as folder): [`tensorflow_datasets/`](https://github.com/tensorflow/datasets/tree/master/tensorflow_datasets/)`<type>/<dataset_name>/checksums.tsv`. For example: [`tensorflow_datasets/datasets/bool_q/checksums.tsv`](https://github.com/tensorflow/datasets/blob/master/tensorflow_datasets/datasets/bool_q/checksums.tsv).\n",
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"\n",
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" You can find the dataset source location in [our catalog](https://www.tensorflow.org/datasets/catalog/overview).\n",
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" * For old datasets: [`tensorflow_datasets/url_checksums/\u003cdataset_name\u003e.txt`](https://github.com/tensorflow/datasets/tree/master/tensorflow_datasets/url_checksums)\n",
681+
" * For old datasets: [`tensorflow_datasets/url_checksums/<dataset_name>.txt`](https://github.com/tensorflow/datasets/tree/master/tensorflow_datasets/url_checksums)\n",
682682
"\n",
683683
"### Fixing `NonMatchingChecksumError`\n",
684684
"\n",

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