--- 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" ---
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  • I'd like to thank both Thomas Capelle (https://github.com/tcapelle) and Xander Dunn (https://github.com/xanderdunn) for their contributions to make this code possible.
  • This functionality allows you to use multiple numpy arrays instead of a single one, which may be very useful in many practical settings. I've tested it with 10k+ datasets and it works well.
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class TSMetaDataset[source]

TSMetaDataset(dataset_list, **kwargs)

A dataset capable of indexing mutiple datasets at the same time

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class TSMetaDatasets[source]

TSMetaDatasets(metadataset, splits) :: FilteredBase

Base class for lists with subsets

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Let's create 3 datasets. In this case they will have different sizes.

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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
[(#129) [(tensor([[5.3669e-01, 1.0522e-01, 2.3424e-01, 2.8666e-01, 9.0664e-01, 3.2788e-01,
          9.1225e-01, 9.1162e-02, 7.5022e-01, 5.9094e-02, 1.6774e-01, 4.0472e-04,
          6.2178e-01, 3.8152e-01, 5.2377e-01, 8.5151e-01, 7.2163e-01, 4.1720e-01,
          3.2478e-01, 1.5009e-01, 3.0171e-02, 9.7913e-01, 5.1613e-01, 5.2005e-01,
          7.7834e-01, 7.3598e-02, 2.0829e-03, 5.6736e-01, 3.2840e-01, 2.4965e-02,
          1.9927e-01, 7.2145e-01, 8.8769e-01, 1.2570e-01, 2.3218e-01, 7.4932e-01,
          4.1147e-01, 9.5307e-01, 3.7898e-01, 7.0439e-01, 4.2171e-01, 9.6501e-01,
          9.4748e-01, 6.0352e-01, 5.5169e-02, 9.5845e-01, 2.3753e-01, 3.6956e-01,
          3.4563e-01, 1.6815e-01],
         [2.6036e-01, 4.5708e-02, 5.5474e-01, 1.1786e-02, 4.2807e-01, 8.2726e-01,
          6.9222e-01, 4.2812e-02, 9.5162e-01, 7.4347e-01, 2.7092e-02, 6.4381e-01,
          9.8559e-01, 2.7430e-01, 1.4690e-01, 5.5904e-01, 2.8087e-01, 1.7434e-01,
          6.0433e-01, 2.1684e-01, 2.0410e-01, 4.1278e-01, 3.7491e-01, 1.8963e-01,
          9.4323e-01, 5.0934e-03, 6.1097e-01, 1.9053e-03, 3.5555e-01, 6.7718e-01,
          4.5428e-01, 7.2556e-01, 3.6295e-01, 5.1161e-01, 1.0379e-01, 9.4708e-01,
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          8.0807e-01, 9.3576e-01],
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          6.2212e-01, 6.0173e-01],
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         [0.9245, 0.5943, 0.1246, 0.9037, 0.6892, 0.4747, 0.9296, 0.8620, 0.7818,
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         [0.5032, 0.5277, 0.4405, 0.7093, 0.2052, 0.5098, 0.4099, 0.4722, 0.5338,
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          0.1905, 0.4988, 0.3452, 0.0026, 0.8766]]), TensorCategory(8)), (tensor([[2.9933e-01, 8.2202e-01, 3.7656e-01, 5.8596e-01, 3.5499e-01, 3.5988e-01,
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         [5.8521e-01, 9.7334e-02, 3.1683e-01, 8.4878e-01, 5.5618e-01, 4.3529e-02,
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          9.8740e-01, 6.3400e-01, 1.9755e-01, 9.5913e-01, 9.1498e-01, 8.2773e-01,
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          2.8113e-01, 6.4904e-02, 6.6546e-01, 2.3859e-01, 6.2308e-01, 7.1326e-01,
          5.6182e-01, 2.3650e-01, 8.1552e-01, 3.5689e-01, 3.1267e-01, 7.7860e-01,
          6.7371e-02, 8.7438e-01, 1.1958e-01, 8.2926e-01, 3.1729e-01, 5.9391e-01,
          4.1063e-01, 2.1675e-01, 3.3540e-01, 8.6369e-01, 3.7700e-02, 7.4238e-01,
          7.0310e-01, 4.5944e-01]]), TensorCategory(8)), (tensor([[0.4771, 0.3465, 0.2735, 0.8881, 0.4774, 0.2327, 0.1427, 0.4813, 0.8968,
          0.3685, 0.6578, 0.4781, 0.3216, 0.9291, 0.4140, 0.8003, 0.3085, 0.8153,
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          0.1772, 0.1999, 0.3905, 0.5532, 0.4982],
         [0.0522, 0.5119, 0.9743, 0.5291, 0.0826, 0.0541, 0.4608, 0.7468, 0.4171,
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          0.0555, 0.1759, 0.1492, 0.4959, 0.7555],
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          0.4298, 0.9860, 0.7791, 0.7873, 0.7876]]), TensorCategory(1)), (tensor([[0.9554, 0.6716, 0.6949, 0.8437, 0.8596, 0.8451, 0.0959, 0.6148, 0.9016,
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          0.0661, 0.5052, 0.3187, 0.7161, 0.6322],
         [0.7901, 0.2498, 0.2656, 0.7804, 0.3232, 0.5128, 0.8012, 0.9579, 0.3311,
          0.9485, 0.5964, 0.6336, 0.5927, 0.7739, 0.1202, 0.2620, 0.7852, 0.1455,
          0.1979, 0.2281, 0.8850, 0.0067, 0.1394, 0.9207, 0.9910, 0.1453, 0.8781,
          0.0988, 0.3076, 0.3424, 0.6191, 0.6965, 0.1837, 0.6369, 0.2438, 0.6117,
          0.4926, 0.7395, 0.4962, 0.2981, 0.9782, 0.4717, 0.2973, 0.0845, 0.2121,
          0.6358, 0.2380, 0.9576, 0.6397, 0.2547],
         [0.0486, 0.7485, 0.1689, 0.9219, 0.1072, 0.6361, 0.9943, 0.6120, 0.9915,
          0.7609, 0.0519, 0.0183, 0.5270, 0.4359, 0.3300, 0.0328, 0.5497, 0.3627,
          0.9290, 0.8003, 0.1052, 0.4404, 0.9856, 0.0711, 0.1660, 0.4190, 0.5879,
          0.8038, 0.9581, 0.8877, 0.1309, 0.4395, 0.1283, 0.1020, 0.8000, 0.3567,
          0.3546, 0.3000, 0.9232, 0.7480, 0.2611, 0.8657, 0.7216, 0.1201, 0.2615,
          0.1968, 0.3238, 0.3489, 0.6132, 0.9277]]), TensorCategory(8))] ...]]
{% endraw %} {% raw %}
metadataset = TSMetaDataset(dsets)
metadataset, metadataset.vars, metadataset.len
(<__main__.TSMetaDataset at 0x7ff2777e6f50>, 5, 50)
{% endraw %}

We'll apply splits now to create train and valid metadatasets:

{% raw %}
splits = TimeSplitter()(metadataset)
splits
((#229) [0,1,2,3,4,5,6,7,8,9...],
 (#57) [229,230,231,232,233,234,235,236,237,238...])
{% endraw %} {% raw %}
metadatasets = TSMetaDatasets(metadataset, splits=splits)
metadatasets.train, metadatasets.valid
(<__main__.TSMetaDataset at 0x7ff2703f45d0>,
 <__main__.TSMetaDataset at 0x7ff270438f10>)
{% endraw %} {% raw %}
dls = TSDataLoaders.from_dsets(metadatasets.train, metadatasets.valid)
xb, yb = first(dls.train)
xb, yb
(tensor([[[0.8752, 0.5482, 0.1431,  ..., 0.7127, 0.4197, 0.9664],
          [0.0559, 0.8831, 0.1578,  ..., 0.0591, 0.5617, 0.3838],
          [0.5392, 0.7855, 0.7521,  ..., 0.5047, 0.8506, 0.1313],
          [0.4440, 0.9960, 0.6786,  ..., 0.6453, 0.9042, 0.2527],
          [0.0823, 0.9433, 0.5384,  ..., 0.6447, 0.9944, 0.5354]],
 
         [[0.2265, 0.0395, 0.9052,  ..., 0.7869, 0.9466, 0.1153],
          [0.4234, 0.9881, 0.8599,  ..., 0.6623, 0.9961, 0.3682],
          [0.9345, 0.5121, 0.8887,  ..., 0.9360, 0.9324, 0.0162],
          [0.0203, 0.8945, 0.2923,  ..., 0.7833, 0.0689, 0.1614],
          [0.3560, 0.7624, 0.3965,  ..., 0.0127, 0.9626, 0.8172]],
 
         [[0.9938, 0.3386, 0.5924,  ..., 0.2472, 0.2415, 0.9198],
          [0.2426, 0.7178, 0.4649,  ..., 0.9183, 0.8499, 0.5130],
          [0.0607, 0.0858, 0.6221,  ..., 0.2853, 0.5936, 0.3377],
          [0.9573, 0.0614, 0.1261,  ..., 0.0328, 0.9800, 0.8054],
          [0.2125, 0.7493, 0.2588,  ..., 0.9945, 0.9888, 0.1356]],
 
         ...,
 
         [[0.0974, 0.0516, 0.0276,  ..., 0.1863, 0.7539, 0.8741],
          [0.8785, 0.2510, 0.5249,  ..., 0.6668, 0.4847, 0.7100],
          [0.3333, 0.1275, 0.3714,  ..., 0.2961, 0.6714, 0.5146],
          [0.3700, 0.0050, 0.7371,  ..., 0.5814, 0.3340, 0.8768],
          [0.2044, 0.9778, 0.6840,  ..., 0.9703, 0.0027, 0.4351]],
 
         [[0.8430, 0.5124, 0.4333,  ..., 0.3940, 0.4992, 0.2371],
          [0.4996, 0.8064, 0.9245,  ..., 0.3415, 0.1951, 0.6976],
          [0.4762, 0.4601, 0.3726,  ..., 0.4145, 0.6503, 0.1075],
          [0.6555, 0.5250, 0.1669,  ..., 0.0026, 0.4341, 0.8231],
          [0.4474, 0.5167, 0.1399,  ..., 0.9505, 0.2093, 0.9665]],
 
         [[0.1280, 0.9457, 0.1662,  ..., 0.5143, 0.7700, 0.3715],
          [0.0199, 0.7191, 0.8884,  ..., 0.4384, 0.0192, 0.2718],
          [0.4964, 0.8469, 0.9123,  ..., 0.2484, 0.9000, 0.3844],
          [0.4899, 0.4696, 0.3371,  ..., 0.2568, 0.3307, 0.6563],
          [0.4686, 0.1641, 0.2404,  ..., 0.8990, 0.3863, 0.8734]]]),
 TensorCategory([3, 5, 3, 8, 1, 4, 2, 4, 9, 1, 2, 5, 0, 6, 8, 7, 8, 7, 8, 8, 2, 0, 2, 8,
         5, 4, 0, 7, 4, 4, 2, 9, 8, 3, 9, 2, 4, 3, 1, 5, 4, 1, 8, 2, 8, 0, 4, 4,
         6, 4, 1, 4, 7, 4, 1, 5, 2, 7, 9, 5, 3, 7, 7, 4]))
{% endraw %}

There also en easy way to map any particular sample in a batch to the original dataset and id:

{% raw %}
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())
{% endraw %}

For example the 3rd sample in this batch would be:

{% raw %}
dls.train.dataset.mapping_idxs[2]
array([ 0, 72], dtype=int32)
{% endraw %}