Module: tff.simulation.datasets.inaturalist
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Libraries for the federated iNaturalist dataset for simulation.
Classes
class ClientData: Object to hold a federated dataset.
class INaturalistSplit: The different split for the iNaturalist dataset.
Functions
get_synthetic(...): Returns a small synthetic dataset for testing.
load_data(...): Loads a federated version of the iNaturalist 2017 dataset.
Other Members |
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INAT_TEST_DOWNLOAD_URL
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'https://storage.googleapis.com/tff-datasets-public/iNaturalist_test.csv'
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INAT_TEST_IMAGE_MD5_CHECKSUM
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'7d9b096fa1cd94d67a0fa779ea301234'
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INAT_TEST_IMAGE_URL
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'https://ml-inat-competition-datasets.s3.amazonaws.com/2017/test2017.tar.gz'
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INAT_TEST_SPLIT_FILE
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'iNaturalist_test.csv'
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INAT_TEST_SPLIT_FILE_MD5_CHECKSUM
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'bcf08a5a740ee76dac4e5af668081891'
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INAT_TRAIN_DOWNLOAD_URL
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'https://storage.googleapis.com/tff-datasets-public/iNaturalist_train.csv'
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INAT_TRAIN_IMAGE_MD5_CHECKSUM
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'7c784ea5e424efaec655bd392f87301f'
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INAT_TRAIN_IMAGE_URL
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'https://ml-inat-competition-datasets.s3.amazonaws.com/2017/train_val_images.tar.gz'
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INAT_TRAIN_SPLIT_FILE
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'iNaturalist_train.csv'
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INAT_TRAIN_SPLIT_FILE_MD5_CHECKSUM
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'63d5a41699434bc2b13f5853f3764c18'
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LOGGER
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'iNat2017'
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TEST_FILE_NAME
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'test.tfRecord'
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TRAIN_SUB_DIR
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'train'
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Last updated 2024-09-20 UTC.
[null,null,["Last updated 2024-09-20 UTC."],[],[],null,["# Module: tff.simulation.datasets.inaturalist\n\n\u003cbr /\u003e\n\n|-------------------------------------------------------------------------------------------------------------------------------------------------------------|\n| [View source on GitHub](https://github.com/tensorflow/federated/blob/v0.87.0 Version 2.0, January 2004 Licensed under the Apache License, Version 2.0 (the) |\n\nLibraries for the federated iNaturalist dataset for simulation.\n\nClasses\n-------\n\n[`class ClientData`](../../../tff/simulation/datasets/ClientData): Object to hold a federated dataset.\n\n[`class INaturalistSplit`](../../../tff/simulation/datasets/inaturalist/INaturalistSplit): The different split for the iNaturalist dataset.\n\nFunctions\n---------\n\n[`get_synthetic(...)`](../../../tff/simulation/datasets/inaturalist/get_synthetic): Returns a small synthetic dataset for testing.\n\n[`load_data(...)`](../../../tff/simulation/datasets/inaturalist/load_data): Loads a federated version of the iNaturalist 2017 dataset.\n\n\u003cbr /\u003e\n\n\u003cbr /\u003e\n\n\u003cbr /\u003e\n\n| Other Members ------------- ||\n|------------------------------------|----------------------------------------------------------------------------------------|\n| INAT_TEST_DOWNLOAD_URL | `'https://storage.googleapis.com/tff-datasets-public/iNaturalist_test.csv'` |\n| INAT_TEST_IMAGE_MD5_CHECKSUM | `'7d9b096fa1cd94d67a0fa779ea301234'` |\n| INAT_TEST_IMAGE_URL | `'https://ml-inat-competition-datasets.s3.amazonaws.com/2017/test2017.tar.gz'` |\n| INAT_TEST_SPLIT_FILE | `'iNaturalist_test.csv'` |\n| INAT_TEST_SPLIT_FILE_MD5_CHECKSUM | `'bcf08a5a740ee76dac4e5af668081891'` |\n| INAT_TRAIN_DOWNLOAD_URL | `'https://storage.googleapis.com/tff-datasets-public/iNaturalist_train.csv'` |\n| INAT_TRAIN_IMAGE_MD5_CHECKSUM | `'7c784ea5e424efaec655bd392f87301f'` |\n| INAT_TRAIN_IMAGE_URL | `'https://ml-inat-competition-datasets.s3.amazonaws.com/2017/train_val_images.tar.gz'` |\n| INAT_TRAIN_SPLIT_FILE | `'iNaturalist_train.csv'` |\n| INAT_TRAIN_SPLIT_FILE_MD5_CHECKSUM | `'63d5a41699434bc2b13f5853f3764c18'` |\n| LOGGER | `'iNat2017'` |\n| TEST_FILE_NAME | `'test.tfRecord'` |\n| TRAIN_SUB_DIR | `'train'` |\n\n\u003cbr /\u003e"]]
View source on GitHub