--- 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
[(#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, 3.8505e-01, 5.5195e-01, 8.4296e-01, 5.4969e-02, 6.3613e-02,
          5.8548e-01, 6.3701e-01, 3.3184e-02, 7.4640e-01, 9.5970e-01, 1.3639e-01,
          5.3882e-01, 1.6439e-01, 1.1821e-01, 2.8560e-01, 5.5763e-01, 2.0737e-01,
          8.6819e-01, 6.3700e-01],
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          6.8135e-01, 9.6869e-01, 2.6428e-01, 4.0859e-01, 2.7019e-01, 1.0674e-01,
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          2.4720e-01, 3.4496e-01, 1.7960e-01, 7.6696e-02, 3.9113e-01, 5.8681e-01,
          8.8180e-01, 8.7504e-02, 5.4834e-01, 2.3336e-01, 8.6814e-01, 1.3708e-01,
          7.7577e-01, 3.2074e-01, 1.8445e-01, 8.6751e-01, 2.2308e-01, 4.1168e-01,
          2.2981e-01, 8.0235e-01, 1.5730e-01, 4.0893e-01, 5.4661e-01, 3.0235e-01,
          2.0101e-01, 9.9141e-01, 2.0532e-01, 7.7906e-01, 3.8711e-01, 2.5472e-01,
          6.5889e-01, 1.0506e-01],
         [3.5385e-01, 9.6114e-01, 8.4550e-01, 6.8189e-01, 5.9005e-01, 5.4880e-01,
          4.5792e-01, 3.4036e-01, 8.8211e-01, 4.8180e-01, 1.6297e-01, 8.9897e-02,
          4.3547e-01, 8.8059e-02, 4.3094e-01, 2.5589e-01, 8.6915e-01, 4.2761e-01,
          2.8378e-01, 8.5125e-01, 2.2773e-01, 2.7590e-01, 5.6112e-01, 1.2486e-02,
          8.5940e-01, 1.5661e-01, 2.7906e-01, 9.2006e-01, 3.8009e-01, 6.9642e-01,
          4.3253e-01, 7.1224e-01, 6.2275e-01, 2.5987e-01, 7.9276e-01, 3.0540e-01,
          3.6207e-02, 2.7339e-01, 3.3737e-01, 6.7389e-01, 4.1771e-01, 7.4894e-01,
          9.5662e-01, 9.5626e-01, 9.7483e-01, 4.2018e-01, 2.7729e-01, 6.4325e-01,
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{% endraw %} {% raw %}
metadataset = TSMetaDataset(dsets)
metadataset, metadataset.vars, metadataset.len
(<__main__.TSMetaDataset at 0x7fc0ea0bfb70>, 5, 50)
{% endraw %}

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

{% raw %}
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...])
{% endraw %} {% raw %}
metadatasets = TSMetaDatasets(metadataset, splits=splits)
metadatasets.train, metadatasets.valid
(<__main__.TSMetaDataset at 0x7fc0ea0bf940>,
 <__main__.TSMetaDataset at 0x7fc0ea0bf550>)
{% endraw %} {% raw %}
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]))
{% 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, 78], dtype=int32)
{% endraw %}