--- title: Metadatasets: a dataset of datasets keywords: fastai sidebar: home_sidebar summary: "This functionality will allow you to create a dataset from data stores in multiple, smaller datasets." description: "This functionality will allow you to create a dataset from data stores in multiple, smaller datasets." nb_path: "nbs/015_data.metadatasets.ipynb" ---
class
TSMetaDataset
[source]
TSMetaDataset
(dataset_list
, **kwargs
)
A dataset capable of indexing mutiple datasets at the same time
class
TSMetaDatasets
[source]
TSMetaDatasets
(metadataset
,splits
) ::FilteredBase
Base class for lists with subsets
Let's create 3 datasets. In this case they will have different sizes.
vocab = L(['a', 'b', 'c', 'd', 'e', 'f', 'g', 'h', 'i', 'j'])
dsets = []
for i in range(3):
size = np.random.randint(50, 150)
X = torch.rand(size, 5, 50)
y = vocab[torch.randint(0, 10, (size,))]
tfms = [None, TSClassification()]
dset = TSDatasets(X, y, tfms=tfms)
dsets.append(dset)
dsets
[(#96) [(tensor([[2.7282e-01, 3.4553e-01, 7.2020e-01, 2.3727e-01, 7.2726e-01, 7.3839e-01, 9.1268e-01, 7.0684e-01, 8.2316e-01, 5.2028e-01, 7.9140e-01, 9.5113e-01, 7.9168e-01, 3.8275e-01, 9.9042e-02, 6.9085e-02, 4.4092e-01, 7.1495e-01, 3.7378e-01, 8.9580e-01, 4.7406e-01, 6.3088e-01, 5.4409e-01, 8.3754e-01, 1.8083e-01, 5.5559e-01, 3.9524e-01, 7.1273e-01, 2.2518e-01, 6.0989e-01, 1.9509e-01, 7.3187e-01, 5.9500e-01, 5.2621e-01, 7.2850e-01, 9.3011e-01, 5.5469e-01, 3.3911e-01, 6.0465e-01, 4.1305e-01, 2.0127e-01, 2.0552e-01, 4.1410e-01, 3.7885e-01, 9.4917e-01, 1.5653e-01, 4.1755e-01, 7.8075e-01, 7.3644e-01, 8.8298e-01], [1.5283e-01, 8.6502e-01, 2.9876e-01, 4.0544e-01, 2.0909e-01, 9.6211e-01, 5.7076e-01, 2.3068e-01, 4.6773e-01, 9.0560e-01, 3.3372e-01, 9.1594e-01, 4.2686e-01, 5.9567e-02, 5.7666e-01, 6.9768e-01, 2.6179e-01, 4.2413e-02, 9.9398e-02, 2.4024e-01, 8.3148e-05, 2.0488e-01, 4.9618e-01, 4.9511e-01, 2.9760e-01, 7.6356e-01, 3.9088e-01, 4.5270e-01, 2.2355e-01, 6.7081e-01, 5.6289e-01, 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0.9362, 0.6846, 0.2805, 0.0688, 0.0401, 0.5903, 0.5308, 0.8039, 0.7122, 0.4932, 0.4122, 0.6023, 0.7582, 0.2189, 0.1695, 0.9773, 0.9383, 0.7705, 0.7138], [0.5408, 0.9236, 0.5595, 0.4074, 0.4001, 0.5172, 0.7914, 0.6331, 0.8437, 0.7364, 0.5892, 0.5085, 0.6998, 0.4534, 0.4611, 0.0762, 0.5996, 0.6302, 0.2444, 0.7529, 0.4238, 0.3036, 0.9022, 0.2818, 0.0096, 0.0841, 0.2290, 0.8051, 0.6842, 0.5236, 0.3558, 0.3757, 0.1020, 0.9670, 0.4912, 0.5004, 0.4463, 0.3558, 0.5204, 0.6886, 0.6236, 0.2560, 0.7486, 0.3650, 0.5217, 0.7574, 0.4435, 0.2555, 0.7765, 0.0581], [0.2766, 0.5040, 0.4989, 0.6059, 0.5054, 0.3977, 0.5538, 0.5859, 0.8405, 0.1956, 0.3316, 0.5862, 0.3948, 0.4663, 0.4250, 0.8668, 0.7416, 0.2681, 0.3042, 0.4883, 0.7052, 0.8639, 0.0011, 0.4959, 0.9737, 0.6496, 0.1287, 0.6755, 0.1583, 0.1121, 0.2264, 0.7365, 0.2361, 0.5516, 0.4444, 0.9924, 0.5835, 0.7480, 0.6247, 0.1867, 0.9384, 0.4664, 0.2864, 0.4738, 0.3930, 0.7943, 0.4968, 0.0492, 0.9170, 0.2910], [0.3178, 0.6524, 0.7394, 0.3973, 0.0723, 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5.8699e-01, 2.2038e-01, 4.1253e-01, 7.4002e-01, 6.2524e-01, 4.9388e-01, 8.7811e-01, 4.5274e-01, 2.8906e-01, 5.1072e-01, 3.1840e-01, 1.4674e-01, 4.9056e-01, 1.1293e-01, 9.3088e-01, 3.4648e-01, 5.6091e-01, 7.8307e-01, 6.5719e-01, 1.9185e-01, 9.2514e-01, 7.8430e-01, 7.5276e-01, 4.3102e-01, 9.3544e-01, 2.7081e-01, 9.2820e-01, 8.8823e-01, 5.1414e-01, 5.6988e-01, 2.8283e-01, 5.7643e-01, 9.6205e-01, 8.0405e-01]]), TensorCategory(5)), (tensor([[0.3290, 0.0755, 0.8915, 0.1363, 0.7837, 0.0361, 0.3595, 0.2129, 0.5209, 0.8149, 0.3121, 0.0163, 0.8506, 0.9617, 0.0337, 0.4740, 0.0504, 0.4955, 0.2886, 0.9558, 0.6836, 0.9507, 0.9002, 0.0883, 0.1453, 0.4858, 0.7609, 0.6205, 0.2561, 0.5263, 0.9160, 0.9920, 0.3248, 0.5099, 0.6672, 0.3057, 0.4668, 0.5250, 0.4985, 0.9137, 0.1787, 0.0491, 0.7854, 0.2420, 0.2541, 0.2203, 0.7687, 0.9891, 0.6693, 0.2350], [0.0164, 0.7380, 0.1429, 0.3011, 0.8802, 0.5714, 0.9645, 0.6354, 0.2152, 0.0477, 0.7108, 0.1065, 0.7183, 0.4478, 0.5510, 0.7046, 0.9359, 0.8969, 0.4790, 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metadataset = TSMetaDataset(dsets)
metadataset, metadataset.vars, metadataset.len
(<__main__.TSMetaDataset at 0x7fc0ea0bfb70>, 5, 50)
We'll apply splits now to create train and valid metadatasets:
splits = TimeSplitter()(metadataset)
splits
((#305) [0,1,2,3,4,5,6,7,8,9...], (#76) [305,306,307,308,309,310,311,312,313,314...])
metadatasets = TSMetaDatasets(metadataset, splits=splits)
metadatasets.train, metadatasets.valid
(<__main__.TSMetaDataset at 0x7fc0ea0bf940>, <__main__.TSMetaDataset at 0x7fc0ea0bf550>)
dls = TSDataLoaders.from_dsets(metadatasets.train, metadatasets.valid)
xb, yb = first(dls.train)
xb, yb
(tensor([[[0.6842, 0.5728, 0.4139, ..., 0.1322, 0.6641, 0.7807], [0.5041, 0.9936, 0.8412, ..., 0.1569, 0.3971, 0.3009], [0.3586, 0.3576, 0.4791, ..., 0.5208, 0.9518, 0.0294], [0.6222, 0.3178, 0.3313, ..., 0.9162, 0.7928, 0.2579], [0.9389, 0.2747, 0.2150, ..., 0.5623, 0.2970, 0.6708]], [[0.2012, 0.1050, 0.0631, ..., 0.4680, 0.5874, 0.5435], [0.9745, 0.1858, 0.3427, ..., 0.5963, 0.2462, 0.3543], [0.6028, 0.7218, 0.7033, ..., 0.9981, 0.2168, 0.8180], [0.4008, 0.4344, 0.4087, ..., 0.2953, 0.1971, 0.0933], [0.1932, 0.6562, 0.0189, ..., 0.5652, 0.2082, 0.9164]], [[0.2442, 0.7152, 0.0710, ..., 0.8941, 0.1119, 0.7261], [0.5678, 0.3810, 0.3175, ..., 0.2772, 0.3125, 0.8684], [0.5888, 0.3438, 0.7345, ..., 0.0015, 0.3619, 0.0286], [0.3178, 0.7590, 0.5820, ..., 0.1992, 0.6964, 0.3243], [0.8020, 0.5816, 0.8646, ..., 0.4093, 0.5283, 0.0626]], ..., [[0.8543, 0.1542, 0.0050, ..., 0.8006, 0.9422, 0.5709], [0.9725, 0.4372, 0.0644, ..., 0.7514, 0.1700, 0.7728], [0.3175, 0.7385, 0.5928, ..., 0.8271, 0.2830, 0.5899], [0.1584, 0.6129, 0.4686, ..., 0.6105, 0.5817, 0.4092], [0.4809, 0.1490, 0.0871, ..., 0.4614, 0.0061, 0.6293]], [[0.5781, 0.7579, 0.9954, ..., 0.3393, 0.5385, 0.4392], [0.7187, 0.1186, 0.0071, ..., 0.9311, 0.9481, 0.5013], [0.4012, 0.7829, 0.0601, ..., 0.3700, 0.3593, 0.5039], [0.6360, 0.5025, 0.1218, ..., 0.0955, 0.4121, 0.3349], [0.7302, 0.2553, 0.2517, ..., 0.8777, 0.2775, 0.2275]], [[0.7932, 0.9893, 0.6920, ..., 0.4779, 0.2657, 0.1554], [0.8759, 0.2383, 0.4493, ..., 0.1048, 0.2392, 0.9764], [0.6996, 0.0197, 0.7795, ..., 0.5132, 0.7581, 0.5402], [0.9648, 0.8863, 0.5464, ..., 0.4093, 0.2119, 0.0938], [0.8751, 0.9924, 0.5830, ..., 0.2646, 0.1192, 0.7103]]]), TensorCategory([5, 9, 4, 6, 1, 3, 7, 0, 3, 2, 9, 1, 0, 0, 8, 0, 9, 9, 7, 0, 0, 4, 1, 4, 1, 3, 0, 6, 5, 3, 2, 8, 7, 5, 3, 7, 4, 5, 6, 7, 0, 3, 5, 5, 5, 2, 4, 4, 6, 1, 6, 8, 5, 1, 7, 6, 5, 5, 7, 8, 5, 5, 8, 3]))
There also en easy way to map any particular sample in a batch to the original dataset and id:
dls = TSDataLoaders.from_dsets(metadatasets.train, metadatasets.valid)
xb, yb = first(dls.train)
mappings = dls.train.dataset.mapping_idxs
for i, (xbi, ybi) in enumerate(zip(xb, yb)):
ds, idx = mappings[i]
test_close(dsets[ds][idx][0].data.cpu(), xbi.cpu())
test_close(dsets[ds][idx][1].data.cpu(), ybi.cpu())
For example the 3rd sample in this batch would be:
dls.train.dataset.mapping_idxs[2]
array([ 0, 78], dtype=int32)